[
  {
    "id": 28896,
    "name": "GovernGPT",
    "slug": "governgpt",
    "former_names": [
      "governGPT"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/bc48fe8121550891d4d5f63eb127e89d23e40dd1.png",
    "website": "https://www.governgpt.com/",
    "all_locations": "Montreal, QC, Canada",
    "long_description": "For money managers to raise their next billion, they dedicate entire teams to spend days filling diligence questionnaires with recycled content. We do it in minutes using AI.\r\nClients include Pantheon, Tishman Speyer, Coatue, ICONIQ, DigitalBridge, PAG, Stonepeak, Onex, Urban Partners, Yarra Capital, Bridgewater,Axonic, NIAM, Raith Capital, Intl Farming, Hillsdale, White Oak, Oakley, PollenStreet, Kartesia, L1, Tribeca, etc. ",
    "one_liner": "The RFP Platform Asset Managers Adopt",
    "team_size": 7,
    "industry": "Fintech",
    "subindustry": "Fintech",
    "launched_at": 1699569347,
    "tags": [],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Fintech"
    ],
    "regions": [
      "Canada",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/governgpt",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/governgpt.json",
    "year_founded": 2023,
    "city": "Montreal",
    "country": "CA",
    "linkedin_url": "https://www.linkedin.com/company/93647085/",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/bc48fe8121550891d4d5f63eb127e89d23e40dd1.png",
    "app_video_url": null,
    "dday_video_url": null,
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    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 671605,
        "full_name": "Mamal Amini",
        "title": "Founder",
        "founder_bio": "@GovernGPT: We're focused on automating a process for institutional fundraisers at asset managers. \n\nPre-GovernGPT as a Machine Learning Scientist:\n- Co-authored 10+ foundational models with Yoshua (godfather of AI) and Doina (DeepMind Director). \n- Built LLMs like GPTs on the world's largest chip. \n- Co-invented system to shorten HiSilicon's chip design cycle.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/mamal-amini-235810170",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/4c2f5ba08d38b7dcb0e6375d4997bd59e97ca008.jpg"
      },
      {
        "user_id": 1368239,
        "full_name": "Oliver Walerys",
        "title": "Founder",
        "founder_bio": "Self-taught product and software guy. Unironically a citizen of the world. I'm building this startup because how could I pass up working with my best friend - and I'm realizing my dream from 12 years old.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/walerys",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/685cd44d0bb2ff5e4ef64df2f03603a776f70766.jpg"
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    ],
    "jobs": [
      {
        "id": 92573,
        "title": "Backend Engineer, Thinking Systems",
        "url": "https://www.ycombinator.com/companies/governgpt/jobs/hRyltS0-backend-engineer-thinking-systems",
        "location": "Montreal, QC, CA / Montreal, Quebec, CA",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$115K - $175K CAD",
        "equity_range": "0.25% - 0.75%",
        "experience": "1+ years",
        "visa": "US citizenship/visa not required",
        "skills": [
          "Kubernetes",
          "Nginx",
          "PostgreSQL",
          "Python",
          "Docker",
          "Natural Language Processing",
          "Software Architecture",
          "Software Security",
          "Prompt Engineering"
        ]
      },
      {
        "id": 115245,
        "title": "President / COO — GovernGPT (Montreal)",
        "url": "https://www.ycombinator.com/companies/governgpt/jobs/Jf7q0ZT-president-coo-governgpt-montreal",
        "location": "Montreal, QC, CA / Montreal, Quebec, CA",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$175K - $225K CAD",
        "equity_range": "2.50% - 7.50%",
        "experience": "6+ years",
        "visa": "US citizenship/visa not required",
        "skills": []
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 78478,
        "title": "GovernGPT: Modernizing buy-side investor relations with AI",
        "tagline": "We help asset managers modernize fundraising and investor relations by automating investor updates like DDQs and RFPs.",
        "body": "**Problem:**\n\nAsset Managers who raise money from institutional investors need to fill out questionnaires in various formats for customer acquisition and retention. Most of these answers already exist and need to be manually kept up-to-date. Also, it requires manual chasing down of other teams (e.g. compliance) for recently certified answers. A lot of effort that could be otherwise spent on higher value fundraising tasks.\n\n**Our Solution:**\n\nWe automate finding fresh answers, maintenance of the database, and intracompany communication. Existing solutions either don’t get used or they need a team of 5 to manage it. [GovernGPT](https://www.governgpt.ai/), natively powered by gen-AI and purpose-built for asset managers, frees up the time for 4 out of those 5. In the end, GovernGPT exports these questionnaires in the very same format they came in with answers filled out.\n\n[Product Video Demo](https://youtu.be/oWFzk2kHtW0)\n\n**_Who we are_**\n\nWe're [Mamal](https://www.linkedin.com/in/mamal-amini-235810170/) and [Oliver](https://www.linkedin.com/in/walerys/), best friends who love mountains and craft beers :) We've collectively built GPTs from scratch, developed back-office products that elicit consumer-level joy, and published Machine Learning papers - all this at startups, scale-ups, large corporates, and consulting firms like McKinsey. This photo is us right after we got GovernGPT swag!\n\n![uploaded image](/media/?type=post&id=78478&key=user_uploads/671605/d3822694-d73c-475a-8f48-133d00584a81)\n\n**_How you can help us_**\\\nWe’re currently piloting with a private credit, a hedge fund, and a private equity firm. If you know forward-thinking asset managers who want this problem to be solved today (get a huge discount before we raise seed), please put us in touch ([mamal@governgpt.ai](mailto:mamal@governgpt.ai)).",
        "url": "https://www.ycombinator.com/launches/KPm-governgpt-modernizing-buy-side-investor-relations-with-ai",
        "votes": 31,
        "created_at": "2024-02-16T17:21:05.346Z"
      }
    ]
  },
  {
    "id": 28965,
    "name": "Yenmo",
    "slug": "yenmo",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e38727bf49fef15610b997e8f1c13cd449e6da05.png",
    "website": "https://yenmo.in/",
    "all_locations": "Bengaluru, KA, India",
    "long_description": "Yenmo offers a better way to access cash for India’s 65 million investors who either resort to personal loans at over 18% interest or have to liquidate their investments when in need of money. With Yenmo, they can pledge their investments digitally and instantly get a loan at a fixed 10.5% interest rate.\r\n\r\nOur Insight - In India, over 30% of personal loan borrowers have active investments and are paying double the interest rate they qualify for with us.",
    "one_liner": "Secured consumer lending in India",
    "team_size": 5,
    "industry": "Fintech",
    "subindustry": "Fintech -> Credit and Lending",
    "launched_at": 1708901041,
    "tags": [
      "Fintech",
      "Lending",
      "Consumer Finance"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Fintech",
      "Credit and Lending"
    ],
    "regions": [
      "India",
      "South Asia"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/yenmo",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/yenmo.json",
    "year_founded": null,
    "city": "Bengaluru",
    "country": "IN",
    "linkedin_url": "https://www.linkedin.com/company/yenmo-in/",
    "x_url": "https://twitter.com/yenmo_official",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/e38727bf49fef15610b997e8f1c13cd449e6da05.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 1058266,
        "full_name": "Ashutosh Purohit",
        "title": "Founder",
        "founder_bio": "Passionate about providing the best financial solutions for Indians! \nAt Navi, I led the creation and growth of their Mutual fund arm, going from 0 to $625M AUM in a year. Previously, at Swiggy, I spearheaded expansion from 30 to 500 cities in 1.5 years.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/ashutoshpurohit97",
        "x_url": "https://twitter.com/ashutoshpuro97",
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      },
      {
        "user_id": 1105961,
        "full_name": "Aryan Agarwal",
        "title": "Founder",
        "founder_bio": "Finance and Tech enthusiast working towards empowering Indians with new and innovative credit solutions. Worked at Browserstack for 2 Years before starting a Capital Management Company based out of India with over $2 million AUM.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aryanag15",
        "x_url": "https://twitter.com/AryanAg15",
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    ],
    "jobs": [],
    "news": [],
    "launches": [
      {
        "id": 78731,
        "title": "Yenmo - Instant loans against investments",
        "tagline": "Enabling Indians to access cash without the need to sell their investments",
        "body": "**TL;DR:** [Yenmo](https://yenmo.in) offers a better way to access cash for **India’s 60 million investors** who either resort to personal loans at over 18% interest or have to liquidate their investments when in need of money. With Yenmo, they can **pledge their investments digitally** and instantly get a loan at a **flat 10.5% interest rate**.\n\n_Our Insight -_ **In India,** **over 30% of personal loan borrowers have active investments and are paying double the interest rate they qualify for with us.**\n\n### 🧨 **What is the Problem?**\n\nIn India, with over 60 million investors in stocks and mutual funds, a staggering 50% of individuals resort to personal loans to fulfill liquidity needs. \n\nWhen these investors need funds, they are faced with two unfavorable options:\n\n**1-** Liquidating investments, which means losing out on the compounding growth of investments and also often incurring capital gains taxes of up to 35%\n\n**2-** Taking out a personal loan at over 18% interest.\n\nMany investors have earmarked their investments for specific future needs, such as their child's education or their retirement. For these individuals, liquidating investments is a last resort, leaving them with the burden of high-interest personal loans.\n\n### 🛠️ **Our Solution:**\n\nIntroducing Yenmo! We empower Indian investors to borrow against their investments \\[such as Mutual Funds and stocks\\] at a flat 10.5% interest rate, all in less than 5 minutes. Developed in collaboration with leading financial institutions and government agencies, we are revolutionizing how investors access liquidity.\n\nWith us, investors can view all their investments in real time, select the assets they wish to borrow against and receive funds directly into their bank accounts. This allows their investments to continue growing for the long term while fulfilling immediate financial needs effortlessly.\n\n<https://youtu.be/vqAbEj-9apA>\n\n### 🌟 **Our purpose**\n\nTo empower every Indian with the best financial solutions tailored to their unique conditions. We believe Loan Against Investments is an excellent starting point for this endeavor. Despite being ideal for the Indian market, this product is currently either not offered by financial institutions or when offered, is a very tedious process.\n\nWe aim to provide better financial products to customers by reimagining loans, credit cards, credit on UPI, and BNPL services in a way that can leverage their investments to unlock more value.\n\nUltimately, our goal is to evolve into the go-to destination for all Indian consumers seeking comprehensive financial solutions.\n\n### 👨‍💼 **About us**\n\n[Ashutosh](https://www.linkedin.com/in/ashutoshpurohit97/) started digging deep into the problem while he was working at one of the largest fintechs in India. He discovered over 30% of users who were taking a personal loan had active investments but they just weren’t aware of an option to take a loan against their investments. He quickly called the best coder he knew - [Aryan](https://www.linkedin.com/in/aryanag15/), who was running a capital management company, to join him to build something big! Apart from being from the same college, both of them have a shared passion for being deeply obsessed with financial products.\n\n![uploaded image](/media/?type=post&id=78731&key=user_uploads/1105961/cd36991d-f7a3-4d56-9eea-bdc9d3c6b11a)\n\n> In photo (left to right) - Ashutosh Purohit, Aryan Agarwal\n\nDownload [Yenmo](https://yenmo.in) today!  [Apple App Store](https://apps.apple.com/in/app/yenmo/id6477531049) | [Play Store](https://play.google.com/store/apps/details?id=in.yenmo&hl=en&gl=US)\n\nDon't let high-interest loans hold you back. Download Yenmo today and unlock the full potential of your investments, with easy access to liquidity when you need it most.",
        "url": "https://www.ycombinator.com/launches/KTr-yenmo-instant-loans-against-investments",
        "votes": 140,
        "created_at": "2024-02-25T22:44:18.512Z"
      }
    ]
  },
  {
    "id": 29177,
    "name": "Onyx",
    "slug": "onyx",
    "former_names": [
      "Danswer"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/def9ae8f0c06685a28e8184b828d9de7e1232ad3.png",
    "website": "https://www.onyx.app/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Onyx is the open source chat UI connected to your company’s docs, apps, and people. We ingest and sync from all sources of information (Google Drive, Slack, GitHub, Confluence, Salesforce, etc.) to provide a centralized place for users to ask about anything. Imagine your most knowledgeable co-workers, all-rolled into one, and available 24/7!\r\n\r\nCheck us out on Github: https://www.github.com/onyx-dot-app/onyx\r\nOr visit our website: https://www.onyx.app/",
    "one_liner": "Open Source AI Chat",
    "team_size": 20,
    "industry": "B2B",
    "subindustry": "B2B -> Productivity",
    "launched_at": 1704724705,
    "tags": [
      "Open Source",
      "NLP",
      "Enterprise",
      "Search",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Acquired",
    "industries": [
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      "Productivity"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/onyx",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/onyx.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/in/onyx-dot-app/",
    "x_url": "https://x.com/onyx_dot_app",
    "fb_url": null,
    "cb_url": null,
    "github_url": "https://github.com/onyx-dot-app/onyx",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/def9ae8f0c06685a28e8184b828d9de7e1232ad3.png",
    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": {
      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
    },
    "founders": [
      {
        "user_id": 1493761,
        "full_name": "Yuhong Sun",
        "title": "Founder",
        "founder_bio": "Machine Learning and NLP, previously working on transformers architectures for NL-to-SQL and hybrid search at Alation, inc.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/yuhongsun",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/515c75a0f3a5760483f3617aa2d35d7b329ea752.jpg"
      },
      {
        "user_id": 1493215,
        "full_name": "Chris Weaver",
        "title": "Founder",
        "founder_bio": "Building Onyx. In a past life: top-100 NA League of Legends player + TL at Robinhood.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/chris-weaver101",
        "x_url": "",
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      }
    ],
    "jobs": [],
    "news": [
      {
        "title": "This Pitch Deck Landed AI Agent Startup Onyx a $10 Million Seed Round - Business Insider",
        "url": "https://www.businessinsider.com/pitch-deck-ai-agent-startup-onyx-seed-round-2025-3",
        "date": "Mar 18, 2025"
      },
      {
        "title": "Onyx Raises $10M To Help Teams Find Knowledge Faster with Open Source AI Agents",
        "url": "https://finance.yahoo.com/news/onyx-raises-10m-help-teams-165500715.html?guccounter=1",
        "date": "Mar 12, 2025"
      },
      {
        "title": "Why Onyx thinks its open source solution will win enterprise search | TechCrunch",
        "url": "https://techcrunch.com/2025/03/12/why-onyx-thinks-its-open-source-solution-will-win-enterprise-search/",
        "date": "Mar 12, 2025"
      }
    ],
    "launches": [
      {
        "id": 77913,
        "title": "Onyx - Open Source Unified Search",
        "tagline": "Connect to all your team’s tools (like Confluence, Google Drive, Slack, Notion, etc.) for a single place to Search and Chat with your team’s documents",
        "body": "**TL;DR**: Imagine a secure ChatGPT with access to your team’s specific knowledge. As modern teams grow, knowledge becomes dispersed and hard to find. By giving Large Language Models access to parse your knowledge base, [Onyx](https://onyx.app/) can instantly filter through millions of documents to only surface what is relevant.\n\n**Try for Free Here:** [**https://cloud.onyx.app/**](https://cloud.onyx.app/)\n\n**Get Started On-Prem:** [**https://docs.onyx.app/quickstart**](https://docs.onyx.app/quickstart)\n\n![uploaded image](/media/?type=post&id=77913&key=user_uploads/1493761/4c37d5b8-5919-4dab-8d27-c2aa2af46a23)\n\nWe’ve seen teams use Onyx to improve efficiencies from:\n\n* Improving turnaround times for **support** by reducing the time taken to find relevant documentation.\n* Helping **sales teams** get customer context instantly by combing through calls and notes.\n* Preventing lost **engineering** time to answering cross-team questions, building duplicate features due to the inability to surface old tickets or code merges, and helping **on-call** resolve critical issues faster by providing the complete history of an error in one place\n* Self-serving **onboarding** for new members who don’t know where to find information.\n\n### Our Differentiation:\n\nOnyx is [open source](https://github.com/danswer-ai/danswer). You have complete transparency into what is going on with your team’s documents. The deployment of Onyx and your data are completely in your control (we do also offer a [Cloud](https://www.danswer.ai/) version if you prefer being hands-off). You can hook Onyx up with any LLM of your choice or one in-house if you prefer.\n\nOnyx uses the latest methods in information retrieval to make the most of the revolution that is happening in the natural language processing space. Specifically, we use prefix-aware embedding models trained with contrastive loss + BM25 Hybrid Search with reranking options and additional pipeline improvements such as query expansion etc.\n\nYou can also use Onyx to directly get answers in Slack (MS Teams, Discord to come). Many teams have been using this to auto-answer cross-team questions.\n\n![uploaded image](/media/?type=post&id=77913&key=user_uploads/1493761/6813b7f1-9fed-4778-9874-52de4a20bef2)\n\n### Our Ask/Offer:\n\nReach out to us if you’re interested in using Onyx, you can schedule a call with us on [Cal](https://cal.com/team/danswer/founders). Alternatively, you can join our Slack [here](https://join.slack.com/t/onyx-dot-app/shared_invite/zt-2sslpdbyq-iIbTaNIVPBw_i_4vrujLYQ) — we’d love to hear from you!\n\nWe’re already deployed at some outstanding teams and we’re looking to accelerate. If you’re open to closing a deal with us quickly, we can offer you some significant discounts.",
        "url": "https://www.ycombinator.com/launches/KGf-onyx-open-source-unified-search",
        "votes": 69,
        "created_at": "2024-01-29T15:27:24.837Z"
      }
    ]
  },
  {
    "id": 29178,
    "name": "Lantern",
    "slug": "lantern-2",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/173b47e676be258f330e690587eca7beae572634.png",
    "website": "http://lantern.dev",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Lantern is the easiest way to build AI applications using Postgres.\r\n\r\nWe started Lantern because we believe AI is going to impact every single enterprise in every single industry. We want to allow every company to tap into their unstructured data to build better applications.\r\n\r\nWith Lantern Cloud, developers have access to everything they need to build an AI application: embedding generation, vector compression, vector search, efficient indexing, and more. All on top of the database they already know, Postgres, and using infrastructure that scales to billions.\r\n\r\nCheck out our code on Github: https://github.com/lanterndata/lantern",
    "one_liner": "Postgres vector database extension to build AI applications",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1690583353,
    "tags": [
      "B2B",
      "Open Source",
      "Enterprise",
      "AI",
      "Databases"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Inactive",
    "industries": [
      "B2B"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/lantern-2",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/lantern-2.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
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        "full_name": "Di Qi",
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        "full_name": "Narek Galstyan",
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        "title": "YC’s latest Demo Day shows fascinating wagers on healthcare, chip design, AI and more | TechCrunch",
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        "id": 79083,
        "title": "Lantern - Postgres vector database 🏮",
        "tagline": "Lantern is a Postgres vector database that is scalable, cost-effective, and easy to use",
        "body": "Hi! We’re Di and Narek. We’re building [Lantern](https://lantern.dev).\n\n## About Lantern\n\nLantern is a Postgres vector database that is easy to use, cost-effective, and scales to billions.\n\nAnyone using a standalone vector database such as Pinecone has to maintain a separate database for their other application needs. This adds complexity. With Lantern, you can run vector search in the database you already know and love, Postgres. In addition, Lantern is [orders](https://lantern.dev/pricing) of magnitude cheaper than Pinecone.\n\nWe recently released [product quantization](https://lantern.dev/blog/pq). This enables index compression so the index can use up to 90% less memory and cost an additional 90% less!\n\nWe support [embedding generation](https://lantern.dev/docs/develop/generate) with Open AI, Cohere, and open-source embedding models inside the database for one-off queries. For bulk transactions and managed columns, we support generating up to 2 million embeddings per hour.\n\n![uploaded image](/media/?type=post&id=79083&key=user_uploads/343105/9ef30a0c-40fe-4de5-b6e7-a64c313ed329)\n\nWe also support [external index creation](https://lantern.dev/blog/hnsw-index-creation), which offloads index creation to external machines to avoid expensive index creation processes causing downtime in production databases.\n\n## Get Started\n\nThe easiest way to get started is with [Lantern Cloud](https://lantern.dev), our managed Postgres service. To self-host or explore our source code, check out our [GitHub repo](http://github.com/lanterndata/lantern).\n\nIf you are currently using another vector database provider or another Postgres provider, we have tools to make migration seamless.\n\nWe have multiple customers using Lantern in production, and we’d love to have you give us a try too! We’re happy to answer any questions or help you get set up - reach out at [support@lantern.dev](mailto:support@lantern.dev) or on X at [@diqitally](https://twitter.com/diqitally).\n\n![](https://lh7-us.googleusercontent.com/olpVbw9LdPqQvlae8m2tpV7bEcDzlwVIuv0laDX55L0r130wsYWkV-lGIcsCletv4I6zgYADCQ_sHmjWtMNZNpJlUkM_g7Z6TpkZJtCO54acRTUMNAyTuPF4HQfT9Na2YWXWzWx19l4_jl5zNikU-bE)\n\n## About Us\n\nBefore Lantern, [Narek](https://linkedin.com/in/ngalstyan) was a PhD student in distributed systems at Berkeley and worked at Timescale, a billion-dollar Postgres company. [Di](https://www.linkedin.com/in/di-qi/) worked at Y Combinator as a software engineer, co-founded a YC-backed 15-minute delivery startup, and worked at Facebook Ads Ranking.",
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        "created_at": "2024-03-05T21:29:57.288Z"
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        "answer": "Innovators will make the world better, faster. People will attend fewer meetings. Documenting codebases will be quick and enjoyable. Companies will reallocate millions of tech discovery budget to building new things. Our kids won’t believe us when we tell them we once spent months getting up to speed on software we didn’t write."
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        "full_name": "Adam Tilton",
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        "founder_bio": "Adam was the co-founder of Aktive, an embedded machine learning development platform that he sold to Nike in 2019, and Rithmio, which he sold to Bosch Sensortec in 2017 (part of the the BHI260AP). Adam did his B.S., M.S., and Ph.D. (abd) at the University of Illinois in Urbana Champaign in Mechanical Engineering, Computer Science, and Control and Estimation, respectively.",
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        "full_name": "Daniel Hensley",
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        "founder_bio": "Daniel was co-founder and Head of Engineering at Infinity AI. Before that, he helped run the boutique software engineering firm Edge Analytics. In 2017, Daniel completed a PhD at UC Berkeley, developing methods for Magnetic Particle Imaging. He then led software engineering at Magnetic Insight, a startup he and others spun out of Berkeley to commercialize this technology.",
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        "title": "Driver launches an AI-powered platform for creating technical documentation | TechCrunch",
        "url": "https://techcrunch.com/2024/10/08/driver-launches-an-ai-powered-platform-for-creating-technical-documentation/",
        "date": "Oct 08, 2024"
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      {
        "id": 99369,
        "title": "Driver:  Context for Codebases",
        "tagline": " Translate your codebase into shared, structured understanding (for humans and AI.)",
        "body": "**The gist:** [Driver](https://www.driverai.com/) uses a compiler-inspired system to pre-compute exhaustive understanding of your codebases and serve it to AI coding agents via MCP. With Driver's content, Cursor, Claude Code, and Copilot never get lost or go down the wrong rabbit holes enabling you to build fearlessly at scale.\n\n> _\"We spend a ton of time on the planning and research phase of our agentic SDLC — Driver is where the real value is for us. It's helping our engineers dramatically on story tasking alone, and it's literally going viral inside our company. I have to tell my engineers to hold on while we get everything set up.\"_ — CTO, Leading E-commerce Fulfillment Platform\n\n---\n\nHi everyone, we're [Adam](https://www.linkedin.com/in/adamktilton/) and [Daniel](https://linkedin.com/in/daniel-hensley). We launched Driver on Bookface two years ago as a documentation tool. A lot has changed.\n\n## What actually happened in two years\n\nWe started by building a system to produces accurate, symbol-complete documentation. It became the source of truth for our customers across their engineering orgs.\n\nThis evolved quickly into AI agents reading the docs. Customers began checking our docs directly into their repos as markdown files making them available to Cursor and Claude Code.\n\nThe shift to context for agents unlocked value at a much larger scale: their agents could successfully complete tasks that they had previously failed at.\n\nWe hadn't built a documentation tool. We'd built the context layer.\n\n---\n\n## The problem\n\nAI agents fail on real codebases without context.\n\nAsk an agent to work in a 20M line repo. It iterates with grep, ls, repeated searches. It takes forever, is incomplete, and is wildly non-deterministic. That translates to frequent hallucinations, low trust, and outright task failure.\n\nTeams try to fix this with bigger context windows (doesn't scale), RAG methods (non-exhaustive, semantic limitations, poor scaling), or manual context gathering (burns hours per engineer per week, inconsistent and unmaintainable at scale). None of them work.\n\nWe took a different approach: pre-compute exhaustive understanding ahead of time, make this fully automated and always up-to-date, then serve it to agents through MCP.\n\n> \\_\"The better the documentation, the better the agent. Your context is better than anything else on the market.\"\\_— VP Engineering, Leading Financial Software Provider\n\n---\n\n## How it works\n\nAt the core is our Transpiler: an exhaustive compiler-inspired system combining static analysis with LLM generation. It produces:\n\n1. Symbol-complete documentation for every file\n2. Architecture overviews to guide agents and plan\n3. Dependency maps for reviews\n4. Commit-complete changelogs\n\nWe also build runtime sub-agents optimized to shape pre-computed context to the perfect package for a runtime task: _Joint_ optimization between compile-time and runtime.\n\nEvery file visited, every symbol documented, relationships preserved. All kept current automatically as code changes.\n\nWe expose this compiled output through carefully designed interface primitives callable via MCP or API.\n\n> _\"I refactored the entire 1M line codebase with Driver and Cursor and I have no idea what it does. And with Driver, have no need to. The first thing I do is ask Cursor to research with Driver's MCP.\"_ — Head of Data Engineering, Global Trading Firm\n\n---\n\n## Traction\n\nWe've deployed across **25+ enterprise customers**, including high-frequency trading firms and Fortune 500 companies, processing **over 200 million lines of code** in the last six months.\n\n---\n\n## Security\n\nSOC 2 Type II certified. Multi-tenant SaaS, single-tenant VPC, self-hosted options, and GovCloud available.\n\n---\n\n## How to get started\n\n1. **Connect your SCM:** Link Driver to GitHub, GitLab, Bitbucket or any other SCM system to ingest codebases and create context.\n2. **IdP & SSO:** Set up SSO, enable SCIM, and map IdP groups to Driver teams to provide access to context for your organization.\n3. **Integrate Context Anywhere:** User-authenticated access via MCP server for interactive agents, M2M authentication for headless agents, and REST API for server-side access.\n\n## Our Ask\n\nTry it on your codebase at [driver.ai](http://driver.ai) \n\n* **Large codebase and using Cursor/Claude Code?** We'll set up MCP tools and you'll see the difference in a day.\n* **Enterprise with dozens of internal systems?** We process all of them. Your agents get cross-repo context.\n* **Onboarding engineers to legacy code?** Architecture knowledge stops living in one person's head.\n\n> _\"Within five hours, I built a functioning prototype that touched almost every area of our back end. It was supposed to take six weeks.\"_ — Director of Product, Leading Payments Platform",
        "url": "https://www.ycombinator.com/launches/Pqj-driver-context-for-codebases",
        "votes": 8,
        "created_at": "2026-04-06T16:19:29.885Z"
      },
      {
        "id": 78100,
        "title": "Driver AI: Understand millions of lines of code in minutes",
        "tagline": "We help teams understand their business-critical systems at a fraction of the time and cost",
        "body": "**The gist: **[**Driver AI**](https://www.driverai.com/)** is a tool that explains millions of lines of code in minutes instead of months. When you need to do technical discovery, you can use Driver AI’s interactive documentation to understand complex codebases at a fraction of the time and cost.**\n[ ](https://youtu.be/-L3gFO6k5lA?feature=shared)\n**—**\n\n**The Problem We Got Sick Of**\n\nHi everyone, we’re [Adam](https://www.linkedin.com/in/adamktilton/) and [Daniel](https://linkedin.com/in/daniel-hensley). We’ve spent our careers navigating complex codebases that had little to no documentation and, when it did, often written by engineers no longer with the company. Technical discovery has not only been maddening for us as engineers but also expensive and time-consuming for the business.\\\n\\\nIt costs teams roughly $500,000 and three months of discovery to unpack **one codebase**. Multiply that by the number of applications in an organization and you're looking at years of discovery and millions of dollars. Companies can’t invest that much into fully comprehending their existing technology stack, so they either abandon critical projects or the technical debt just keeps piling up.\n\n\\\n**How We’re Fixing It**\n\nDriver AI is a tool that uses LLMs to help teams quickly understand their business-critical systems. We use a simple three-step process:\n\n1. **Comprehend:** We ingest your existing codebases, organize them within our platform, and generate internal documentation at various levels of abstraction with LLMs. Our platform comprehends code regardless of language, age, or framework.\n\n   ![uploaded image](/media/?type=post&id=78100&key=user_uploads/342500/adb74cfd-ec9b-4328-90b9-b32095fa0c8e)\n\n2. **Explain:** Next, we provide interactive documentation that explains the capabilities of your codebases and how those capabilities are delivered. This documentation is written at the executive, business, and technical levels so anyone in the organization can understand it.\n\n   ![uploaded image](/media/?type=post&id=78100&key=user_uploads/342500/e3482466-ce38-44fe-a919-b88190999a99)\n\n3. **Accelerate Delivery:** Now that we’ve slashed the technical discovery process from months to days, you can deliver projects more quickly. Fueled by the context we provide, you can also make better-informed decisions about what to do next, including giving these explanations to LLMs and asking them to do things for you.\n\n   ![uploaded image](/media/?type=post&id=78100&key=user_uploads/342500/ea7b1c0e-268e-465b-838b-6f7593901523)\n\n\n### \n\n\\\n**Why This is Personal**\n\nWe’ve been building companies and software at the intersection of signal processing and machine learning for over a decade. Our third co-founder, Jimmy, has led finance and operations for some of the most successful technology companies in the world, from large global leaders to high-growth start-ups.\n\nAfter selling his last company, Adam led various software efforts in innovation at Nike. But he kept encountering the same problem: Nothing new could be built without a long and very expensive tech discovery process. It was maddening. He soon discovered this problem was everywhere—from enterprise IT to embedded software development teams—and with Jimmy and Daniel built Driver AI to fix it.\n\n\\\n**Our Ask**\n\nEmail [**adam.tilton@driverai.com**](mailto:adam.tilton@driverai.com) to try Driver AI and tell us what you think.\n\n* **Integrated Device Manufacturer?** Driver AI will consume HDL files, BSPs, and architecture documents to explain exactly how things work for your customers. You will win more sockets!\n* **Embedded engineer?** Driver AI will reference code, manuals, and specifications to create detailed notes on how to build applications. You will ship high-quality code faster!\n* **Enterprise IT leader?** Driver AI will consume thousands of internal codebases, summarize capabilities, and provide detailed documentation on how everything works. You will know what your code does!\n* **Consulting shop?** Driver AI will consume your client’s custom black box code and explain how it works and how to integrate with it. You will deliver value faster!",
        "url": "https://www.ycombinator.com/launches/KJg-driver-ai-understand-millions-of-lines-of-code-in-minutes",
        "votes": 26,
        "created_at": "2024-02-02T16:59:49.484Z"
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        "url": "https://www.youtube.com/watch?v=kDLji2s7LV4",
        "date": "Oct 02, 2026"
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      {
        "title": "Gumloop lands $50M from Benchmark to turn every employee into an AI agent builder | TechCrunch",
        "url": "https://techcrunch.com/2026/03/12/gumloop-lands-50m-from-benchmark-to-turn-every-employee-into-an-ai-agent-builder/",
        "date": "Mar 12, 2026"
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        "title": "Gumloop, founded in a bedroom in Vancouver, lets users automate tasks with drag-and-drop modules | TechCrunch",
        "url": "https://techcrunch.com/2025/01/10/gumloop-founded-in-a-bedroom-in-vancouver-lets-users-automate-tasks-with-drag-and-drop-modules/",
        "date": "Jan 10, 2025"
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        "url": "https://blog.gumloop.com/gumloops-17m-series-a/",
        "date": "Jan 10, 2025"
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        "title": "Announcing our $3.1M Seed Round Led by First Round",
        "url": "https://blog.gumloop.com/seed-round/",
        "date": "Jul 23, 2024"
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        "title": "AgentHub 🤖: Automate any workflow with AI",
        "tagline": "Automate even the most niche or complex flows with a no-code visual builder. ",
        "body": "**📝TL;DR:**\n\n* 🛠️ Use a **drag-and-drop workflow builder** to automate complex workflows with AI\n* **🔗 Integrations** with GitHub, GMail, Outlook, Twitter, etc.\n* Try [AgentHub](https://agenthub.dev/?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) **for free** using [45+ ready-to-run automations](https://www.agenthub.dev/templates?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) or build your own automations for Software Development, Sales/CRM, Media/News, HR & Hiring, Administration, Financial Analysis, and more\n\nHey everyone! We’re Max and Rahul from AgentHub. After experiencing the shortcomings of autonomous AI agents, we’ve been on a mission to make AI powered automations cost-effective, reliable and intuitive for anyone to build.\n\n![uploaded image](/media/?type=post&id=75408&key=user_uploads/1018752/14e5b30d-5e4b-42df-9482-1c37ab1cbd36)\n\n### **What We've Built 🏗️**\n\nAgentHub is a platform that lets builders drag, drop, and connect **modular components** onto a canvas to **automate manual and repetitive employee workflows** end-to-end.\n\nThe platform gives builders the tools and infra to operate at 10x the speed of writing, testing, and productionizing code.\n\n#### **Drag & Drop**\n\n![uploaded image](/media/?type=post&id=75408&key=user_uploads/1018752/4fe66eea-10a0-4914-8c77-eb7cace1dc16)\n\n#### **Link**\n\n![uploaded image](/media/?type=post&id=75408&key=user_uploads/1018752/3b714c52-cfdc-4fe7-897e-15577ab39c2b)\n\n#### **Run**\n\n![uploaded image](/media/?type=post&id=75408&key=user_uploads/1018752/7cc0b737-faea-49bf-880f-3307601396f1)\n\nTry out some of our prebuilt automations for inspiration:\n\n* [GitHub PR Description Inserter:](https://www.agenthub.dev/templates/software_development/github_pr_description_inserter?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) Reads all the changes in your pull-request and adds a point form description in seconds.\n* [Multi-Article Summarizer:](https://www.agenthub.dev/templates/media_news/multi_article_summarizer?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) Summarize any number of articles (or websites) for news or lead aggregation.\n* [Hiring Candidate Ranking System:](https://www.agenthub.dev/templates/education/automated_grading_system?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) Ranks candidate resumes based on custom criteria and various factors like qualifications, skills, etc.\n* [Daily Stock Report Generation:](https://www.agenthub.dev/templates/financial_analysis/daily_stock_report_generation?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) Generate a 1-page PDF report on the recent trends of specified stock tickers\n\n### **Why We Built It**\n\nMost companies have **extremely manual tasks** that employees do **hundreds or thousands of times per month**. These tasks were hard to automate with traditional automation tools because they required some degree of **human reasoning**.\n\nLLMs exposed reasoning via an API, so AgentHub was created as an **AI-first platform** that doesn't aim to simply streamline an employee's workflow, but can **completely replace it end-to-end**.\n\nThe flexibility of our automation builder allows for extremely complex workflows to be automated. **If Zapier were a calculator, we would be WolframAlpha.**\n\n![uploaded image](/media/?type=post&id=75408&key=user_uploads/1522221/c00a27cc-ea22-4412-9dea-4691f906d330)\n\n### **How We Started 🌱**\n\nAgentHub started as a UI wrapper for **Auto-GPT**. We quickly realized that people were using the platform to try and automate incredibly niche/complex tasks but **autonomous agents were simply too unreliable and expensive**. Our key insight was that when automating these types of workflows, you really want to **minimize the use of AI**, and keep it to just the core reasoning component of the workflow.\n\n**AgentHub automations are generally 90% infrastructure and 10% AI** resulting in increased consistency and reliability, while being economically efficient at scale.\n\n### **Need More Integrations? 🔗**\n\nWe are constantly working to add more integrations and operations to the platform. [Request a custom integration here!](https://www.agenthub.dev/?utm_source=yc&utm_medium=post&utm_campaign=launch_yc#request-automation)\n\n### **Our Ask 🙏**\n\n* Try [AgentHub](https://agenthub.dev/?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) **for free** using [45+ ready-to-run automations](https://www.agenthub.dev/templates?utm_source=yc&utm_medium=post&utm_campaign=launch_yc) or build your own automations for Software Development, Sales/CRM, Media/News, HR & Hiring, Administration, Financial Analysis, and more!\n* Email [feedback@agenthub.dev](mailto:feedback@agenthub.dev) with any general feedback, questions, concerns\n* Booking a [meeting with me](https://calendar.app.google/D86FBXL87wofkpV46) for a demo, building a custom solution for your business, or any feedback on the product!",
        "url": "https://www.ycombinator.com/launches/JcG-agenthub-automate-any-workflow-with-ai",
        "votes": 199,
        "created_at": "2023-10-06T14:15:30.970Z"
      }
    ]
  },
  {
    "id": 29181,
    "name": "Event Horizon Labs",
    "slug": "event-horizon-labs",
    "former_names": [
      "EmergentAGI",
      "SciPhi"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/952b6381b227fe13913d082e7f9bdec4731e8adb.png",
    "website": "https://www.ehl.markets/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "We are scaling autonomous research, Markets are our verification loop: agents turn hypotheses into strategies, test them, and compound what survives. \r\n",
    "one_liner": "AI research lab automating all of investing",
    "team_size": 10,
    "industry": "Fintech",
    "subindustry": "Fintech -> Asset Management",
    "launched_at": 1710132587,
    "tags": [
      "Finance",
      "Investing",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Fintech",
      "Asset Management"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/event-horizon-labs",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/event-horizon-labs.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "",
    "x_url": "",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/952b6381b227fe13913d082e7f9bdec4731e8adb.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "David Lieb",
      "url": "https://www.ycombinator.com/people/david-lieb"
    },
    "founders": [],
    "jobs": [
      {
        "id": 89199,
        "title": "Founding Research Engineer",
        "url": "https://www.ycombinator.com/companies/event-horizon-labs/jobs/WTS8qWs-founding-research-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$150K - $200K",
        "equity_range": "1.00% - 3.00%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Python",
          "Machine Learning"
        ]
      },
      {
        "id": 90937,
        "title": "Founding Software Engineer",
        "url": "https://www.ycombinator.com/companies/event-horizon-labs/jobs/xGQicps-founding-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$150K - $200K",
        "equity_range": "1.00% - 3.00%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Kubernetes",
          "Python"
        ]
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 88711,
        "title": "R2R: Open-Source Agentic Retrieval System with Deep Research API",
        "tagline": "Enterprise-grade Deep Research API for Your Data plus the Web",
        "body": "### TL;DR\n\n**R2R** is an open-source system that extends beyond conventional RAG by adding autonomous research capabilities across your documents and the web. After processing large document collections in production environments, we developed the Deep Research API to help applications better connect and synthesize information from multiple sources. R2R is available as both a cloud service and self-hostable solution.\n\n**Cloud App Signup:** [app.sciphi.ai](http://app.sciphi.ai) (generous free tier, no credit card required)\\\n**GitHub:** [R2R](https://github.com/SciPhi-AI/R2R)\n\n### Demo\n\n![uploaded image](/media/?type=post&id=88711&key=user_uploads/372342/15328b62-f902-4d58-b559-8360b3468618)\n\n### The Problem\n\nTraditional RAG systems have fundamental limitations:\n\n* They match queries to documents but lack multi-step reasoning\n* Complex questions require manual investigation across multiple sources\n* Information synthesis remains a largely human task\n* Citation tracking and verification are often missing\n* The reasoning process remains opaque\n\nThese limitations create inefficiencies when dealing with complex information needs.\n\n---\n\n### Our Solution\n\nThe Deep Research API provides:\n\n* Multi-step reasoning across documents and web sources\n* Knowledge graph generation to establish connections between information\n* Chained research workflows for exploring complex topics\n* Citation-backed answers with source attribution\n* Real-time visibility into the agent's thinking process\n* RESTful endpoints for straightforward integration\n\n---\n\n![uploaded image](/media/?type=post&id=88711&key=user_uploads/372342/9d86d7c9-d1df-4d47-a3ad-b126b12c3941)\n\n---\n\n# **Key Features**\n\n**Research Capabilities**\n\n* Research Agent: Advanced reasoning with computational tools\n* Extended Thinking: Configurable reasoning depth with model support\n* Citation Tracking: Source attribution for verification\n\n**Platform Components**\n\n* Multimodal Ingestion: Support for .txt, .pdf, .json, .png, .mp3, and more\n* Hybrid Search: Semantic and keyword search with reciprocal rank fusion\n* Knowledge Graphs: Entity and relationship extraction\n* User/Document Management: Authentication and collection organization\n\n### Why Now?\n\nLLMs are evolving toward better reasoning, but simply uploading all data to models is costly and error-prone. Agentic RAG solves the \"when/what to retrieve\" challenge, ensuring LLMs access the right information, especially for enterprise applications with diverse data. Teams need less DevOps and faster market entry without debugging embeddings or managing infrastructure.\n\n---\n\n### Our Ask\n\nAre you building advanced AI solutions that demand deeper reasoning over your own data? Tired of kludging multiple services together?\n\n* **Sign up** at [app.sciphi.ai](http://app.sciphi.ai) (free tier included).\n* **Dive into repo** on [Github](https://github.com/SciPhi-AI/R2R)\n* **Book an exploratory call** [here](https://calendly.com/owen-uzg/sciphi-demo)\n\n---\n\n### About Us\n\nWe’re a team of AI veterans who contributed heavily to the open-source R2R project. Seeing how complicated “truly agentic” retrieval can be, we launched **SciPhi Cloud**—so you can enjoy advanced retrieval and multi-step reasoning at scale without the infrastructure burden.",
        "url": "https://www.ycombinator.com/launches/N4p-r2r-open-source-agentic-retrieval-system-with-deep-research-api",
        "votes": 18,
        "created_at": "2025-03-17T18:17:03.540Z"
      },
      {
        "id": 79568,
        "title": "SciPhi - Build, deploy, and optimize AI retrieval",
        "tagline": "An open source platform that enables developers to build the best RAG system.",
        "body": "**TL;DR**: [SciPhi](https://www.sciphi.ai/) is a **cloud platform** that simplifies the deployment and optimization of production-ready Retrieval-Augmented Generation (**RAG**) pipelines for developers. Built on top of the robust **open source** **R2R** framework, SciPhi enables builders to focus on creating innovative applications rather than managing infrastructure.\n\n[**SciPhi Cloud Demo**](https://www.youtube.com/watch?v=ANWAGCzGQUU&ab_channel=redfauna101)\n\n**The Problem**\n\nRAG is fundamentally a search problem, and search at scale is hard. While deploying a basic RAG pipeline is relatively straightforward, scaling it to meet the diverse needs of a growing user base and/or dataset presents significant challenges. As indexed data grows, query times can slow down, leading to a diminished user experience. Further, different users will have varying complaints about system performance, depending on their specific use case and data set.\n\n**📦 SciPhi's Solution**\n\n* Seamless deployment of RAG pipelines to the cloud in just a few clicks\n* Customizable configurations via an intuitive config.json file to specify vector DB, embedding settings, LLMs, etc.\n* Secure secret management to encrypt and store API keys and other sensitive info\n* Automatic scaling to handle increased traffic and data volumes as your app grows\n* Built-in monitoring, logging, and A/B testing to gain insights and optimize performance ￼\n\n![uploaded image](/media/?type=post&id=79568&key=user_uploads/372342/4fa047ca-3982-4c2d-b0f9-f1ea5d48c348)\n\n![uploaded image](/media/?type=post&id=79568&key=user_uploads/372342/0f4b026d-ba30-4526-ba9d-5d3019a76df2)\n\n![uploaded image](/media/?type=post&id=79568&key=user_uploads/372342/3208055b-d3f6-43b8-b8dc-394621376af4)\n\n![uploaded image](/media/?type=post&id=79568&key=user_uploads/372342/2f7fc1cf-3fb1-4909-a61c-e6e8814946a5)\n\n**Meet the Founder**\n\nSciPhi was founded by [Owen](https://www.linkedin.com/in/owencolegrove/) (CEO), who brings a unique perspective to the world of RAG. With a PhD in particle physics and experience creating quantitative research strategies at Citadel, Owen understands the challenges of working with large-scale data systems. As a second-time founder, he grew frustrated by the lack of tooling available to optimize RAG pipelines while building an open-source semantic search engine+agent. This experience started him on the path to creating SciPhi.\n\n**Our Ask**\n\n* 🚀 Sign up for early access at [app.sciphi.ai/login](https://app.sciphi.ai/login)\n* 💬 Join our [Discord](https://discord.gg/p6KqD2kjtB) community to connect with other RAG enthusiasts\n* [⭐](https://emojipedia.org/star) Check out the [R2R Github repository](https://github.com/SciPhi-AI/R2R/tree/main) and leave us a star\n* 🙌 Share this post with developers and teams looking to harness RAG in production\n\nWe're on a mission to empower developers to build state-of-the-art RAG pipelines. If that resonates, come build the future with us! Reach out to [founders@sciphi.ai](mailto:founders@sciphi.ai) to chat.",
        "url": "https://www.ycombinator.com/launches/KhM-sciphi-build-deploy-and-optimize-ai-retrieval",
        "votes": 89,
        "created_at": "2024-03-21T14:18:21.767Z"
      }
    ]
  },
  {
    "id": 29182,
    "name": "Upsolve AI",
    "slug": "upsolve-ai",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/584af51898d885eead8c1806789fece6d7acaff0.png",
    "website": "https://upsolve.ai/",
    "all_locations": "",
    "long_description": "Upsolve AI is the analytics platform for deploying governed, grounded, and trustworthy data agents that know your business. Data teams use Upsolve's Agent Studio to get to AI-ready data foundations fast, unify and curate their context layer, and test, tune and monitor their Upsolve Data Agent to their benchmark. The company is founded by Ka Ling Wu and Serguei Balanovich, who built a similar product at Palantir before (featured in Palantir's S-1), growing it to 50+ enterprise customers and 8-figures of annual revenue in 2 years.",
    "one_liner": "Deploy trustworthy data agent that know your business",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B -> Analytics",
    "launched_at": 1699320905,
    "tags": [
      "Developer Tools",
      "B2B",
      "Analytics",
      "Big Data",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B",
      "Analytics"
    ],
    "regions": [
      "Remote",
      "Partly Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/upsolve-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/upsolve-ai.json",
    "year_founded": 2023,
    "city": null,
    "country": null,
    "linkedin_url": "https://www.linkedin.com/company/upsolveai/",
    "x_url": "https://twitter.com/upsolveai",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/upsolve",
    "github_url": "https://github.com/Upsolve-Labs",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/584af51898d885eead8c1806789fece6d7acaff0.png",
    "app_video_url": null,
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    "company_photos": [
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    ],
    "primary_partner": {
      "name": "David Lieb",
      "url": "https://www.ycombinator.com/people/david-lieb"
    },
    "founders": [
      {
        "user_id": 1148602,
        "full_name": "Ka Ling Wu",
        "title": "Founder/CEO",
        "founder_bio": "Ka Ling is the Co-founder & CEO of Upsolve AI. Before Upsolve, Ka Ling led product solution development at nPlan, a Series A AI & Construction tech startup, focusing on client expansion. Before her stint at nPlan, she spent four years at Palantir where her responsibilities ranged from managing client engagements and stakeholder relationships to spearheading the creation of Palantir's HyperAuto product from inception to market launch. Ka Ling also opened the Korea market for Palantir.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/wukaling",
        "x_url": "https://twitter.com/wukaling",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/4a56f1c05e4d305eeb28f12bb95741cf59c9dec6.jpg"
      },
      {
        "user_id": 1428286,
        "full_name": "Serguei Balanovich",
        "title": "Founder/CTO",
        "founder_bio": "Serguei is the Co-founder & CTO of Upsolve. Before Upsolve, Serguei spent seven years at Palantir where he pioneered early Supply Chain and Manufacturing commercial work, and later productized this work into Palantir HyperAuto. Serguei also worked on Palantir Apollo as a dev lead.\nOutside of software, Serguei loves puzzles, board games, and teaching.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/sbalanovich",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/f20a55a213817c73876806b91859ec208286d118.jpg"
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    ],
    "jobs": [
      {
        "id": 82224,
        "title": "Founding AI Engineer",
        "url": "https://www.ycombinator.com/companies/upsolve-ai/jobs/WCoJcdG-founding-ai-engineer",
        "location": "London, England, GB",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "£100K - £140K GBP",
        "equity_range": "1.00% - 3.00%",
        "experience": "6+ years",
        "visa": "US citizenship/visa not required",
        "skills": []
      }
    ],
    "news": [
      {
        "title": "Here's the pitch deck that secured $1.5 million from Hubspot",
        "url": "https://www.smartcompany.com.au/exclusive/pitch-deck-upsolve-ai-secured-1-5-million-hubspot/",
        "date": "Sep 18, 2024"
      }
    ],
    "launches": [
      {
        "id": 103717,
        "title": "🐳 Upsolve AI - Agent Studio for Data Team",
        "tagline": "Deploy trustworthy and governed analytics agent that know your business and data.",
        "body": "**🏆 TL;DR:** Upsolve AI is context infrastructure for analytics agents. We help data teams ship analytics agents that non-technical users actually trust. Agents that pull the _right_ numbers and explain them in your business's context, not just generate plausible SQL. If you've ever tried to put an analytics agent in front of your team and quietly killed it after it gave two different answers to the same question, this is for you.\n\n<https://youtu.be/2bXZb6D-cNA>\n\n## ❌ **The Problem**\n\n\"Let's just build an analytics agent.\" Every data team drowning in requests has this thought. The beta feels like magic until a non-technical user asks the same question three times and gets two different answers. Trust dies. The project quietly joins the 95% of AI POCs that never reach production.\n\nYou already know it's not the model, GPT and Claude write fine SQL. The model just has no idea how _your_ business works:\n\n* **Governance and permission can't live in a prompt.** You can't trust an LLM to implement row- and column-level access or enforce who sees what. Without governance that an agent can't override, you can't put it in front of anyone outside the data team.\n* **It pulls the wrong data and joins the wrong tables.** “gross_revenue” vs “net_revenue”, “customers” vs “users”. A semantic layer problem dressed up as a text-to-SQL one.\n* **Technically correct, practically wrong.** Your fiscal year ends in March, not December. The number is \"correct\" and still useless.\n* **Your semantic layer and context goes stale.** \"User\" got redefined twice since you scoped the project. Your semantic layer and context didn't keep up.\n* **No observability, no improvement.** If you can't trace and root-cause a bad answer, you can't improve it.\n\nThese aren't LLM model problems. They're context problems, and context lives in docs, Slack threads, validated SQL from 2021, and your analysts' heads. No amount of SQL generation skill recovers it.\n\n## ⚒️ What Agent Studio gives you\n\nA builder surface to encode context across three layers: **Structure** (schema, lineage, semantic model), **Meaning** (metrics, KPIs, business rules), and **Trust** (verified answers, usage signals, golden sets), then deploy and tune against it:\n\n![uploaded image](/media/?type=post&id=103717&key=user_uploads/1148602/44acebc6-4f8c-4fb2-86e0-cc9959bbd2df)\n\n* **Software-defined, granular permissioning** baked into the data model, enforced beneath the agent.\n* **A self-updating context layer** that captures institutional knowledge across your files and systems, so metric redefinitions and new launches don't silently break answers.\n* **End-to-end tracing, an eval harness, and a staging sandbox**. Golden query sets and LLM-as-judge scoring before a single user sees an answer, plus prompt and SQL provenance for every response in production.\n* **A compounding accuracy loop**. Wrong answers and poor behavior get flagged from real conversations and fed back, so the agent gets _more_ trustworthy over time.\n\n**End result:** No existing semantic model required to start. Your team deploys analytics agents they don't have to babysit, and your non-technical users get answers they trust, wherever they already work (Slack, your product, internal portal, or any MCP surface).\n\nTeams hit production-grade eval accuracy, clear 60–80% of their ad-hoc backlog in 7 days, and move stakeholders from a 3–5 day queue to answers in seconds.\n\n![uploaded image](/media/?type=post&id=103717&key=user_uploads/1148602/79a3a29c-482f-4119-92f5-38612bd34bdb)\n\n## 🤝 Why trust us\n\nWe’re already in production with Fortune 500 users, 100+ person BI teams, and growth-stage companies. We are the team that built HyperAuto at Palantir, and encoding messy institutional context into systems is the problem we've spent years on.\n\n## 🙏 Our ask\n\nThis is for you if you own a data or BI function and you're either:\n\n* Drowning in ad-hoc requests, where **repeat questions eat your analysts' week** and a generic GPT-on-the-warehouse attempt already fizzled, or\n* A **B2B SaaS team whose customers keep asking for deeper analytics and insights** and you don't want to spend two quarters of engineering effort building it.\n\nIf you're a Head of Data, BI lead, analytics engineer, or VP Product who lives this, [**book a demo here**](https://calendly.com/kaling-aqk/upsolve-initial-exploration) or reach me directly at [kaling.wu@upsolve.ai](mailto:kaling.wu@upsolve.ai). We'll stand up a POC against your real data warehouse, not a sandbox.",
        "url": "https://www.ycombinator.com/launches/Qyr-upsolve-ai-agent-studio-for-data-team",
        "votes": 14,
        "created_at": "2026-06-23T03:55:11.309Z"
      },
      {
        "id": 89121,
        "title": "🐳 Upsolve AI - Embed GenBI in Your App",
        "tagline": "Spoil your users with hyper-personalized customer-facing analytics and insights that adapt on demand and “Just-Works”.",
        "body": "# 🏆 **TL;DR**\n\nGeneric dashboards in SAAS platform suck. Some might even say they’re dead.\n\nBut nearly all SaaS apps need a dashboard to show proof of value to stakeholders. With [Upsolve AI](https://upsolve.ai/), delight your end users with customer-facing analytics that “Just Works”, Make them want to use the analytics and love your product more.\n\nOnce you Upsolve your platform with our GenBI solution, your end users get to access adaptive and hyper-personalized analytics simply by telling your platform their persona and what kind of KPIs they care the most. They can easily drill down into the data at the speed of thought via natural language prompting. Our AI also interprets the data and provides guided insights, shedding light on what matters the most. Our AI can then investigate the data further, provide additional insights to optimize decision making.\n\n# **🤨 Problem - Generic Dashboards in SaaS apps suck.**\n\n🗺️ Can you imagine planning a cross-continent trip with nothing but a paper map?\n\n⁉️ \"Duh.\" Of course not.\n\n😵‍💫 Yet this is precisely what SaaS users endure with traditional dashboards every day. They're like paper maps showing only major highways and cities—filled with generic metrics and charts that, for the most part, have zero relevance to your customer’s unique destination.\n\n**Users get no value out of generic dashboards.** CFO, Regional directors and store managers stare at identical metrics in your expensive SaaS platform that took months to implement. Both search for answers to different questions to achieve different objectives. Both get lost. Their mission controls shouldn’t look the same.\n\n**Your teams feel this pain too.** They’ve heard “can you get this chart for me?” from their end users way too many times. Visionaries become data query processors right when product innovation matters most. You end up building the infamous “Download CSV” button in your product or exposing an API to allow your customer to extract a data cut. As a result, you lose in-product user engagement prematurely.\n\n**Dashboards should give the end user that “it gets me” feeling without the overhead.** It should create moments of delight and clarity that elevate decision-making from burden to superpower. It should be part of the reason your customers choose your product. It should turn your customers into your advocates.\n\n# **💡 Solution - With Upsolve AI, you demonstrate and enhance your value to customers**\n\nIn a world of paper-map dashboards, Upsolve delivers the magic of Modern Map Apps for your customers' data to your end users. Give each end-user intelligent dashboards tailored to their goals and objectives, real-time alerts, and highlighting trends and insights worth doing something about— an all-in-one experience that transforms static metrics into operational brilliance. [Watch the demo video below](https://youtu.be/K6GiczydAQI):\n\nWe’re ready to power your customer-facing analytics and give your users those “aha!” moments with our AI features below:\n\n1. **AI Report Generator: Adaptive, Hyper-personalized Analytics and Dashboard** 🪄\\\n   Give every end user that bespoke experience they deserve. Upsolve’s next-gen dashboard spins up analytics and interfaces dynamically based on user’s unique role, surfacing precisely the KPIs that drive decisions, at the right time.\n\n   ![uploaded image](/media/?type=post&id=89121&key=user_uploads/1148602/9fb2c6dd-b242-44fd-9995-6aba0933bdb2)\n\n2. **AI Drill Down: Natural Language Slice & Dice**\\\n   Built to make data-driven decision more accessible to less tech-savvy users. Applying 5 filters? Text to SQL? Skip these all together. Let you users query in natural language and watch the magic happen at the speed of thought.\n\n   ![uploaded image](/media/?type=post&id=89121&key=user_uploads/1148602/6fe57514-06d4-44d2-b1ff-4d78ec735a1e)\n\n3. **AI-Guided Insights: Interpretation**\\\n   An AI that picks up the signs for you 🎏 Upsolve flags important data signals and anomalies and push alerts to the user automatically, with no need to set up any automations up front.\n\n   ![uploaded image](/media/?type=post&id=89121&key=user_uploads/1148602/c946ad6b-36bc-4f63-bfb7-e732ede6178b)\n\n4. **AI-powered Investigation: Great analysts identify what users DIDN’T ask for but what they actually need**\\\n   Upsolve connects the dots, spots the trends, and asks questions you didn’t even think of to get the big “whys” answered. Guide your team’s decisions with AI-powered nudges.\n\n   ![uploaded image](/media/?type=post&id=89121&key=user_uploads/1148602/26a6d178-c603-4cc0-aeab-0df6614289a0)\n\n\nGive your users a dashboard, along with a customer success manager, AND a data analyst that proactively provides intelligence without them asking. That’s Upsolve AI, the all-in-one data experience your customers deserve, without you lifting a finger.\n\n# **🙏 Ask**\n\nTempted to Upsolve your product and embed GenBI in your product? Grab a time slot [here](https://calendly.com/kaling-aqk/upsolve-initial-exploration) with us today or reach us at kaling.wu@upsolve.ai!\n\n![uploaded image](/media/?type=post&id=89121&key=user_uploads/1148602/2c9606ff-c549-4c9d-a83d-15ec22fb82ce)\n\n",
        "url": "https://www.ycombinator.com/launches/NBR-upsolve-ai-embed-genbi-in-your-app",
        "votes": 45,
        "created_at": "2025-03-31T15:41:46.714Z"
      },
      {
        "id": 84312,
        "title": "🐳 Upsolve AI - Embedded Business Intelligence (BI)",
        "tagline": "Allow yours users to build and customize their dashboards and reports within your platform.",
        "body": "🏆 **TLDR**\\\n[Upsolve AI](https://upsolve.ai/) allows you to build and deliver customer-facing analytics to your end-users via an embeddable dashboard.\n\nWe’ve just released our newest feature: **Personal Workspace for dashboards. This allows your end users to build their own dashboards and reports within your product.** Your users no longer need to wait for your customer success manager or product team to get the metrics or reports they need! 📈\n\nSome examples of how our customers enable their end users with this Upsolve feature:\n\n* An expense management platform allows their end users to build out customized receipt audit reports\n* An AI observability platform enables their solution engineers and enterprise customers to build tailored observability metrics report\n* A supply chain risk management platform empowers their Fortune 500 customers to build out targeted supply chain visibility dashboard\n\n**🤨 Problem**\\\nMost B2B SaaS companies need to build dashboards. [**A true dashboard communicates your product value to all stakeholders of your customers, even — and especially — those who never use the app.**](https://www.saastr.com/want-go-upmarket-need-great-dashboard/) This is especially true for enterprise software.\n\nHowever, most, if not all, traditional dashboards failed to achieve this. Traditional dashboards are highly restrictive. Customers cannot customize the dashboard to fully understand their unique state of the world. This leads to frequent ad-hoc data cuts and reporting requests, causing operational friction with your customer support, product, and engineering teams. What’s worse, this means your users can’t get their questions answered right away, resulting in a subpar product experience.\n\n**💡 Solution - Personal Dashboard Workspace**\\\n“Upsolve your product” by embedding our component in your product. Your users gain the superpower to build out their own version of dashboards, either by building them from a blank canvas or by modifying the dashboard template you ship out. [Watch the demo below](https://youtu.be/hj7VJSC_LyU?feature=shared):\n\n1. Chart Explorer:\\\n   Your end users will now have access to all the verified/published charts your organization has provided. This means you can produce dozens of charts but leave it up to your end users to choose which of these charts they actually care to see and in which positions on their dashboard.\n\n   ![uploaded image](/media/?type=post&id=84312&key=user_uploads/1148602/09a4f16d-2f03-40e2-96b8-07e272beedd4)\n\n2. Point and Click Builder:\\\n   If none of the published charts are good enough for your end users' use cases, your end users can access a point-and-click chart builder. Any charts they produce will be surfaced back to you for potential reuse/sharing among your other users.\n\n   ![uploaded image](/media/?type=post&id=84312&key=user_uploads/1148602/743ca11c-4cb9-4144-bf34-1a260c049b9e)\n\n\n**🙏 Ask**\\\nIs this a problem you are facing, and do you want to solve it at the root? Tempted to Upsolve your product? Grab a time slot [here](https://calendly.com/kaling-aqk/upsolve-initial-exploration) with us!",
        "url": "https://www.ycombinator.com/launches/Lvs-upsolve-ai-embedded-business-intelligence-bi",
        "votes": 57,
        "created_at": "2024-09-26T15:01:45.124Z"
      },
      {
        "id": 78495,
        "title": "🐳 Upsolve AI - The new way to build and offer analytics to your customers",
        "tagline": "Build customer-facing analytics that get your users to take in-product actions and become obsessed with your product!",
        "body": "### **🏆 Tl;dr:**\n\n[**Upsolve AI**](https://upsolve.ai/) **helps companies build and offer analytics to their customers**, with AI answering any additional data questions. Ship analytics using an AI-powered builder, and embed them as native frontend components in your product. The dashboard shows your customers insights about your product and guides them with action recommendations to boost your product’s effectiveness. For example, [marketing companies](https://upsolve.ai/impact-study/fiber) use Upsolve to help users optimize their campaigns, and fintech companies use it to help users manage their accounts. [Watch our demo!](https://youtu.be/Vobh2hw_Pgk)\n\n### **💯 The Team**\n\nTogether, [Ka Ling](https://www.linkedin.com/in/wukaling/) and [Serguei](https://www.linkedin.com/in/sbalanovich/) have over 15 years of experience in data engineering and analytics. We took Palantir's Hyperauto (mentioned in Palantir's DPO S-1) from inception to launch, scaling the product to serve more than 50 enterprise customers in less than 2.5 years and generating eight figures in annual revenue.\n\nHaving experienced firsthand the challenges of building customer-facing analytics at startups and working alongside users from over 100 companies, including Fortune 10 (we’ve been on the frontlines at factories and assembly lines with users!), we're determined to simplify data analytics. That's why we created Upsolve AI - to automate and augment analytics. We're committed to ensuring that no business is limited by its analytics-building capabilities and enabling every end user to make informed decisions based on their data.\n\n![uploaded image](/media/?type=post&id=78495&key=user_uploads/1148602/0496fa95-d371-4744-bc52-895cb3457400)\n\n## **❌ The Problem**\n\n🔨 **Building customer-facing analytics is hard:** As a founder or SaaS product owner, you understand the importance of data-driven decision-making. However, developing customer-facing analytics dashboards that empower your end users to make decisions requires expertise and can get complex.\n\n⏳ **Traditional dashboards go stale and are highly restrictive:** Customers need customized and dynamic analytics to fully understand their unique state of the world. Traditional dashboards quickly lose value and become outdated as customers seek analytics customization, leading to frequent ad-hoc data cuts and reporting requests, causing operational friction.\n\n⚙️ **Seeing analytics doesn’t mean better action:** Your customers are likely slammed with data from various products and services that they consume and, as a result experiencing decision paralysis due to information overload.\n\nBuilding effective analytics becomes a strain on your engineering resources, hindering user engagement, retention, and revenue growth.\n\n## **📈 The Solution**\n\n🛠️ **Build fast**\n\nUsing Upsolve AI, you can build customer-facing analytics dashboards simply by asking questions or via point-and-click, and theme them to your company’s design system.\n\n![uploaded image](/media/?type=post&id=78495&key=user_uploads/1148602/2f388753-7ee0-4153-a747-737274cc8f97)\n\n**🚀 Instantly deploy**\n\nOnce that is built, you can embed the dashboard natively in your product as a React or Vue component. “WYSIWYG”, the dashboard will look like it’s been built from scratch by your software engineers and will seamlessly fit into your existing design system.\n\n![uploaded image](/media/?type=post&id=78495&key=user_uploads/1148602/b2a830ed-644f-49cb-b817-25ad2eff3fc6)\n\n❤️ **Help your customers**\n\nYour customers can ask questions of the data and customize their own version of the dashboard based on their unique needs. Upsolve AI will also guide them with analytics insights and in-platform actions. Customers will appreciate what your product is doing well for them and will make the most of it, without your team lifting a finger.\n\n![uploaded image](/media/?type=post&id=78495&key=user_uploads/1148602/d27b8d34-7ccf-432b-bc33-c79de8ede425)\n\n🔐 **Enterprise security**\n\nComing from Palantir, we understand the importance of keeping your data secure. Upsolve secures your data in transit and at rest and supports multi-tenancy support that works natively with your existing auth system. Simply drop the Upsolve SDK into your auth flow and users will see the version of their dashboard that’s configured for them.\n\n![uploaded image](/media/?type=post&id=78495&key=user_uploads/1148602/f05fb5b8-2560-488f-ba63-7f72b25102b8)\n\n# 🙏 Ask\n\nWe are live with our customers now! If you are looking to build your customer-facing analytics in your product, email [kaling.wu@upsolve.ai](mailto:kaling.wu@upsolve.ai) to try [Upsolve AI](https://upsolve.ai/).\n\nIf you know any B2B business in your network that’s looking to unlock their customer-facing analytics and reporting capability, we would greatly appreciate any warm introductions using the above email as well!",
        "url": "https://www.ycombinator.com/launches/KQ3-upsolve-ai-the-new-way-to-build-and-offer-analytics-to-your-customers",
        "votes": 532,
        "created_at": "2024-02-17T09:57:38.096Z"
      }
    ]
  },
  {
    "id": 29183,
    "name": "Navier AI",
    "slug": "navier-ai",
    "former_names": [
      "NavierAI"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/013b05510174120a0b1551eb38a764500bbd5525.png",
    "website": "http://navier.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Navier AI is building the first Agent-Driven Engineering platform.\r\n\r\nWe believe engineers should focus on designing great products, not wrestling with simulation software.\r\n\r\nNavier AI makes it simple to run CFD simulations at scale through our web-based platform built on OpenFOAM, the industry-standard solver for CFD. Our AI agents autonomously handle the complex, time-consuming steps of simulation—from geometry cleanup and meshing to solver configuration and cloud resource management.\r\n\r\nBy automating the tedious parts of the workflow, we enable engineering teams to move faster, explore more design possibilities, and spend their time on high-value engineering decisions.",
    "one_liner": "Agent-Driven Engineering",
    "team_size": 7,
    "industry": "Industrials",
    "subindustry": "Industrials -> Aviation and Space",
    "launched_at": 1708536461,
    "tags": [
      "Aerospace",
      "AI",
      "Automotive"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Industrials",
      "Aviation and Space"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/navier-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/navier-ai.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/navier-ai/about/",
    "x_url": "https://x.com/NavierAI",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/013b05510174120a0b1551eb38a764500bbd5525.png",
    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": {
      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
    },
    "founders": [
      {
        "user_id": 1393398,
        "full_name": "Cameron Flannery",
        "title": "Founder",
        "founder_bio": "Cameron is an Aerospace Engineer and the cofounder of Navier AI. Cameron has built rocket engines, satellites, hydrofoiling containerships, and autonomous trucks in his career at some of the top engineering companies in the world. \n\nFormerly at SpaceX, Tesla, Aurora Innovation, Astranis, and Boundary Layer Technologies.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/cameronflannery",
        "x_url": "https://twitter.com/cmflanne",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/985b89b1aca704cafbe63c9597fbc148a50491f9.jpg"
      },
      {
        "user_id": 1438060,
        "full_name": "Evan Kay",
        "title": "Founder",
        "founder_bio": "Evan is an Aerospace Engineer and the co-founder of Navier AI. Evan formerly worked at SpaceX and General Atomics, where he was designing and metal 3D printing rocket engine and aircraft components. Prior to Navier AI, Evan was also a hard tech investor at Anzu Partners, where he invested in early-stage industrial technologies.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/evankay1",
        "x_url": "https://twitter.com/Evan_Kay",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/3ab60b72932efe798ad5b4dbffb6f0b8db7f4d6e.jpg"
      }
    ],
    "jobs": [],
    "news": [
      {
        "title": "AI engineering startup Navier raises $5.6M seed for hardware design",
        "url": "https://www.axios.com/pro/enterprise-software-deals/2025/12/15/navier-ai-engineering-hardware-design",
        "date": "Dec 15, 2025"
      },
      {
        "title": "Rescale and Navier AI Partner to Accelerate Computational Engineering with AI Physics - Rescale",
        "url": "https://rescale.com/blog/rescale-and-navier-ai-partner-to-accelerate-computational-engineering-with-ai-physics/",
        "date": "Mar 13, 2024"
      }
    ],
    "launches": []
  },
  {
    "id": 29184,
    "name": "DryMerge",
    "slug": "drymerge",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d1f059f261793064d1e71c446f372bef42ee5e12.png",
    "website": "https://www.drymerge.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "We create AI agents that constantly monitor emails, calendar, calls, or wherever else companies have relationship data and organize it into CRM records as meticulously as a great rep would.\r\n\r\nWe build these agents on top of the DryMerge platform, a tool to build AI agents that integrate with business apps and work in the background.\r\n",
    "one_liner": "AI that updates your CRM for you",
    "team_size": 4,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1701198714,
    "tags": [
      "CRM",
      "Automation",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/drymerge",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/drymerge.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/98894763/",
    "x_url": "",
    "fb_url": null,
    "cb_url": null,
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/d1f059f261793064d1e71c446f372bef42ee5e12.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
    },
    "founders": [
      {
        "user_id": 1523010,
        "full_name": "Samuel Brashears",
        "title": "Founder",
        "founder_bio": "CTO DryMerge, formerly Cerebras Systems and Hive AI.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/samuel-brashears000",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/727ecda8a8e5bcfcc8e9c55938be592d588b0c9d.jpg"
      }
    ],
    "jobs": [
      {
        "id": 70506,
        "title": "Founding Fullstack Engineer",
        "url": "https://www.ycombinator.com/companies/drymerge/jobs/Tned0vP-founding-fullstack-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$115K - $175K",
        "equity_range": "1.00% - 2.00%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": [
          "JavaScript",
          "Rust"
        ]
      },
      {
        "id": 76735,
        "title": "Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/drymerge/jobs/oM6myJT-sales-development-representative",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$80K - $120K",
        "equity_range": "0.25% - 0.75%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      }
    ],
    "news": [
      {
        "title": "Announcing our $2.2M Seed Round",
        "url": "https://drymerge.com/blog/announcing-our-seed-round",
        "date": "Sep 16, 2024"
      },
      {
        "title": "DryMerge promises to connect apps that normally don't talk to each other — and when it works, it's great | TechCrunch",
        "url": "https://techcrunch.com/2024/09/15/drymerge-promises-to-connect-apps-that-normally-dont-talk-to-each-other-and-when-it-works-its-great/",
        "date": "Sep 15, 2024"
      }
    ],
    "launches": [
      {
        "id": 89149,
        "title": "DryMerge - AI that updates your CRM for you.",
        "tagline": "AI agents that monitor your customer interactions and organize them into CRM records.",
        "body": "Hey everybody! We’re super excited to announce that you no longer have to update your CRM. \n\n**TL;DR:** AI agents that monitor your customer interactions across every channel — from call transcripts to Slack messages — and organize them into CRM records. We eliminate manual data entry for reps and make your CRM a perfect source of truth.\n\nIf you’re interested in perfect CRM data with no manual effort, book a meeting with us [here](https://cal.com/edwardfrazer/drymerge-consultation).\n\n<https://youtu.be/nLkEsqRNO6c>\n\n## **The Problem**\n\nCRMs like Salesforce and HubSpot are only useful when populated with really good data. Without good data, pretty much every CRM feature like reporting, forecasting, automation, etc. becomes either useless or actively harmful. The problem is that updating the CRM with good data is **hard**, and **traditional methods don’t work.**\n\n\\\nThere’s two main ways CRMs get updated today:\n\n1. A rep manually writes notes, updates deal stages, fills in custom fields, and generally does a whole lot of data entry.\n2. A CRM integration ‘captures’ activity from email/calendar and copy pastes it into the CRM automatically.\n\nBut _both of these fail_. Why?\n\nCRM integrations don’t organize data. They copy-paste unstructured data into your CRM, but to be _useful_ data needs to be structured & organized into records (new contacts, deal stage updates, intelligent notes, custom field changes, etc). Activity capture is not good at that.\n\nReps can organize data into records, but, like many highly manual & repetitive things, they _hate_ it and are bad at it. Human CRM updates become very error-prone and inconsistent (or nonexistent).\n\n**The Solution**\n\n<https://youtu.be/WtH2W81lnQs>\n\nWe create AI agents that constantly monitor your emails, calendar, calls, or wherever else you have relationship data and organize it into CRM records as meticulously as a great rep would.\n\nThis looks like enriching and creating contacts, writing detailed & specific notes, associating related records, updating deal stages, scoring leads, etc.\n\nThe agents work in the background — you never have to touch our UI or touch your CRM; just work as you would normally and our agents keep track of everything.\n\nWe integrate with over 50 business apps and CRMs like Salesforce, HubSpot, Pipedrive, and Zoho. We add new integrations quickly!\n\nOur agents are tailored to your deal process and the information you want to record. \n\n* For example, one of our B2B SaaS customers really cares about creating notes after calls with information like what connectors an enterprise is using and whether they’re self-hosting or not. They want the notes associated with the correct opportunity, account, & all stakeholder contacts.\n* On the other hand, financial services firms we work with have tons of domain-specific custom fields, custom objects, and deal stages they want to populate from email exchanges.\n\nSince our agents follow arbitrary plain English instructions, we can accommodate almost every deal process.\n\n## **How did we arrive at this problem?**\n\nOur core product is a platform to build integrated AI agents that work in the background. Over the last 10 months, by far the most popular use-case we served were agents to update CRMs. We leaned into this demand and designed towards making these agents great. They’re capable of operating in very large CRMs with > 99% reliability on updates.\n\n## **The Ask**\n\nIf you have CRM data problems (either because you don’t update the CRM or your reps struggle with it), feel free to grab some time [here](https://cal.com/edwardfrazer/drymerge-consultation)! Let’s chat :) \n\nIf you know any RevOps or Sales Ops leaders who struggle with keeping their CRM up to date, we’d really appreciate an intro ([founders@drymerge.com](mailto:founders@drymerge.com))!",
        "url": "https://www.ycombinator.com/launches/NBt-drymerge-ai-that-updates-your-crm-for-you",
        "votes": 10,
        "created_at": "2025-04-01T14:28:33.618Z"
      },
      {
        "id": 78755,
        "title": "🚀 DryMerge: Automate work with plain English",
        "tagline": "Describe your frustrating or repetitive workflow and get an automated solution in seconds.",
        "body": "**TL;DR:** [DryMerge](https://drymerge.com/) lets you automate workflows with plain English. Some interesting examples…\n\n* “Whenever I get an email from a potential customer, add them to HubSpot and send me a text”\n* “Summarize the conversation I had with Sam on Slack and email it over to Henry.”\n* “Whenever I finish a Google Meet with a client, update the call notes and next steps in Salesforce.”\n\nTry us out [**here**](https://auth.drymerge.com/en/signup) **for free!** Get in touch at [founders@drymerge.com](mailto:founders@drymerge.com).\n\n![uploaded image](/media/?type=post&id=78755&key=user_uploads/865934/9a408a09-72af-4d80-bbf1-d1ada107b407)\n\n### Our Goal\n\nWe want to help knowledge workers take back the **5 weeks a year** they spend switching between tools and handling repetitive tasks. We do this by letting you make automations in a chat, with plain simple language. Here’s how it works.\n\n* After you say what you want to automate, DryMerge makes a plan, breaks the task up into simple steps, and, if needed, makes the automation automatically respond to events.\n* DryMerge integrates with tools like Slack, Gmail, Google Sheets, Google Meet, SMS, HubSpot, Salesforce, Notion, and GitHub to automate work across tools. We’re adding more integrations fast!\n* DryMerge knows about your team so you can say things like “Text Julie a summary of my recent conversation with John on Slack” and watch it actually happen.\n\n![uploaded image](/media/?type=post&id=78755&key=user_uploads/865934/dc55a4ff-fa9d-4049-8231-7758c5aa56aa)\n\n### Why?\n\nThere are many automation platforms out there, but we’re the first to take “plain English” seriously. [Sam](https://linkedin.com/in/samuel-brashears000) and I ([Edward](https://linkedin.com/in/edward-frazer)) hate struggling with deceptively complicated no-code builders and fidgeting with flaky scripts. We want to build a product that makes powerful software _extremely_ easy to use for people who find working with today's automation tools challenging. \\\n\\\nWe think the best way to do that is by letting people use their software with plain language.\n\nWe’ve known each other since 4th grade and worked at places like Stripe, Hive, Facebook, and AWS. We’re so excited to launch this product and help you automate!\n\n![uploaded image](/media/?type=post&id=78755&key=user_uploads/865934/3484b9a7-3229-435b-a2ed-3db33e5072a2)\n\nIf you’d like to try us out, please do [here](https://drymerge.com/app)! We’re also available at [founders@drymerge.com](mailto:founders@drymerge.com) or to meet [here](https://cal.com/edwardfrazer+sambrashears/meet).",
        "url": "https://www.ycombinator.com/launches/KUF-drymerge-automate-work-with-plain-english",
        "votes": 109,
        "created_at": "2024-02-26T17:30:03.132Z"
      }
    ]
  },
  {
    "id": 29185,
    "name": "Relari",
    "slug": "relari",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d8724ca6da40d81a8aadbd3cf9cf5fbaa58ac997.png",
    "website": "https://www.relari.ai/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Relari is a robotics research company developing new ways for robots to learn dexterous manipulation from humans. We combine video with rich, scalable biomechanical data—including electromyography (EMG), motion, force, and touch—to train robotics foundation models for more capable, human-like manipulation.",
    "one_liner": "Building dexterous robots that learn from human biomechanics",
    "team_size": 4,
    "industry": "Industrials",
    "subindustry": "Industrials -> Manufacturing and Robotics",
    "launched_at": 1709879960,
    "tags": [
      "Robotics"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Industrials",
      "Manufacturing and Robotics"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/relari",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/relari.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/relari",
    "x_url": "https://x.com/relariai",
    "fb_url": null,
    "cb_url": null,
    "github_url": "https://github.com/relari-ai/",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/d8724ca6da40d81a8aadbd3cf9cf5fbaa58ac997.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [
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    ],
    "primary_partner": null,
    "founders": [
      {
        "user_id": 983988,
        "full_name": "Yi Zhang",
        "title": "Founder",
        "founder_bio": "Co-Founder & CEO of Relari. Previously building autonomous cars & trucks at Pony.ai and warehouse robots at Dexterity.ai. Harvard MBA.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/yizhang0123",
        "x_url": "https://twitter.com/Yiszzzz",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/d055e5f1485a40abcce6e3419a1108537fecd4a4.jpg"
      },
      {
        "user_id": 1884040,
        "full_name": "Pasquale Antonante",
        "title": "Founder",
        "founder_bio": "Co-Founder & CTO of Relari. I have a PhD from MIT focusing on the reliability of complex AI systems such as autonomous cars. Previously at NVIDIA and Raytheon Technologies (previously United Technologies).",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/pasquale-antonante-5306524a",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/45803c3461bd6b70f33bfa7b9c35a577b4825f7d.jpg"
      }
    ],
    "jobs": [
      {
        "id": 106785,
        "title": "Research Engineer, Robot Learning",
        "url": "https://www.ycombinator.com/companies/relari/jobs/vZgIE15-research-engineer-robot-learning",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$125K - $175K",
        "equity_range": "0.25% - 2.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 106811,
        "title": "Research Engineer, Human Biomechanics",
        "url": "https://www.ycombinator.com/companies/relari/jobs/xoRkCNW-research-engineer-human-biomechanics",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Science",
        "role_type": "Research",
        "salary_range": "$125K - $175K",
        "equity_range": "0.25% - 2.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 106812,
        "title": "Hardware Engineer",
        "url": "https://www.ycombinator.com/companies/relari/jobs/CLokIVv-hardware-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Hardware",
        "salary_range": "$125K - $175K",
        "equity_range": "0.25% - 2.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 106813,
        "title": "Software Engineering Intern",
        "url": "https://www.ycombinator.com/companies/relari/jobs/WfW1xjj-software-engineering-intern",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$40 - $60 / hourly",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 106814,
        "title": "Data Operations Lead",
        "url": "https://www.ycombinator.com/companies/relari/jobs/pjJ1WLP-data-operations-lead",
        "location": "San Francisco, CA, US / Remote",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$100K - $150K",
        "equity_range": "0.25% - 1.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 91726,
        "title": "Nuvi – The AI Agent Builder for Software 3.0",
        "tagline": "Write specs in natural language. Get working agents. It’s that simple.",
        "body": "![uploaded image](/media/?type=post&id=91726&key=user_uploads/983988/7e12281e-7f3b-4f82-b803-dd815931d5c8)\n\n### **TL;DR**\n\nEveryone wants to build AI agents. But doing it right is still way too hard.\n\nYou can build a website with natural language in tools like Lovable. But if you want to build AI agents, you're stuck dragging blocks or writing code.\n\n[**Nuvi**](https://www.nuvi.dev) is the AI agent builder for Software 3.0: Write specs in plain English. Get testable, verifiable behavior — out of the box.\n\n---\n\n## **❌ The Problem**\n\nBuilding AI agents still means building behavior manually — whether you’re writing code, dragging blocks, or tweaking prompts.\n\n* **Tools like n8n** let you create agents without code, but you’re still wiring up logic step by step.\n* **Tools like Cursor** help you code faster, but you still need to know what code to write.\n\nAt the same time, **tools like Lovable have shown what’s possible with natural language** — you can build and launch a polished UI in minutes.\n\nKarpathy called it years ago: _“English is the hottest new programming language.”_ But while we’ve embraced it for websites and weekend projects, there’s still no reliable Lovable for building AI agents.\n\n**Intelligent software still lacks a way to go from natural language to tested, trusted behavior.**\n\nWe need a system where intent becomes implementation — with structure, simulation, and shared understanding built in.\n\n---\n\n## **🎯 The Solution: Nuvi**\n\nNuvi lets anyone define, build, and deploy intelligent agents using natural language — with the **structure and guarantees** of real software development.\n\nWhat makes us different:\n\n🧠 **All in Natural Language**\n\nIf you can explain what you want, Nuvi helps you build it. No coding, no frameworks, no LLM know-how required.\n\n![uploaded image](/media/?type=post&id=91726&key=user_uploads/983988/e8536123-efac-4c99-8924-a3798a077a15)\n\n**🤝 Built for Collaboration**\n\nSpecifications are readable, editable, and versioned — so people across different teams stay aligned.\n\n![uploaded image](/media/?type=post&id=91726&key=user_uploads/983988/2b0f6f88-9d1d-473b-8e76-6e8c3ad190eb)\n\n🧪 **Fully Tested by Default**\n\nUser stories become behavioral tests. You can simulate how your agent behaves _before_ launch — and continuously validate after. Using only language.\n\n![uploaded image](/media/?type=post&id=91726&key=user_uploads/983988/d18df70f-0181-4ec0-83f0-208bab3379aa)\n\n⚙️ **One-Click Deployment**\n\nClick to deploy. Built-in access control and integrations mean you go from idea to agent in minutes.\n\n![uploaded image](/media/?type=post&id=91726&key=user_uploads/983988/7c089cfe-87e5-44c6-9472-e81963a1431f)\n\n---\n\n## **✅ Nuvi Agents at Work**\n\nAgents built with Nuvi are already transforming how real work gets done — here are a few examples:\n\n* A legal SaaS company built a custom BDR agent that scans hundreds of court filings daily, flags high-complexity cases, and drafts tailored outreach directly in HubSpot.\n* A mortgage brokerage built a fulfillment agent that processes messy loan documents, checks them against underwriting rules, and saves hours of manual review on every application.\n* An international nonprofit built an AI coach that interviews underserved small business owners, generates detailed financial forecasts, and dramatically scales personalized support.\n\n---\n\n## **💡Our Secret sauce: Specification-as-Source**\n\nIn his recent AI Startup School keynote, Andrej Karpathy revamped the idea of **Software 3.0** — where we write software using English instead of code.\n\nBut English alone isn’t a programming language. If it were, we wouldn’t have invented C or Python. For English to work as code, it needs structure (but we can now relax how much structure we need). That’s what Nuvi provides.\n\n**🧠 1. AI Specification Assistant**\n\nDescribe the agent in plain English. Nuvi helps you clarify goals, cover edge cases, and remove ambiguity — like a linter for intent.\n\n**🧾 2. Specification-as-Source**\n\nThe spec _is_ the agent’s source code. It’s structured, complete, and readable by both humans and machines.\n\n**⚙️ 3. One-Click Agent Compilation**\n\nWe compile your spec into a live agent. Just like devs once implemented PRDs — but this time, the AI does it.\n\n**🧪 4. Simulation & Continuous Testing**\n\nUser stories become test cases. You can simulate the agent’s behavior before launch — and verify it keeps working after.\n\nNuvi is the behavioral compiler for Software 3.0. Not another prompt wrapper. Not another no-code toy. Real behavior. From real specs. Written in plain English.\n\n---\n\n## **🙌 Our Ask**\n\n* Try Nuvi and build your first agent — all in plain English.\n* Want to join the mission, collaborate, or write about us? Reach out at [nuvi.dev](https://www.nuvi.dev/)",
        "url": "https://www.ycombinator.com/launches/NrS-nuvi-the-ai-agent-builder-for-software-3-0",
        "votes": 17,
        "created_at": "2025-06-30T16:10:38.865Z"
      },
      {
        "id": 79322,
        "title": "Relari - Testing and simulation stack for GenAI systems",
        "tagline": "Relari helps AI teams simulate, test, and validate complex GenAI applications throughout the development lifecycle.",
        "body": "# **TL;DR**\n\n[Relari](https://www.relari.ai/) is an open-source platform to simulate, test, and validate complex Generative AI (GenAI) applications. With 30+ open-source metrics, synthetic test-set generators, and online monitoring tools, we help AI app developers achieve a high degree of reliability in mission-critical use cases such as compliance copilot, enterprise search, financial assistance, etc.\n\n# **⭐ Meet the Relari Team**\n\nHi everyone, [Yi](https://www.linkedin.com/in/yizhang0123/) and [Pasquale](https://www.linkedin.com/in/pasquale-antonante-5306524a/) from [Relari](https://www.relari.ai/) here. We both spent years building safety-critical AI applications, particularly in autonomous driving and robotics. Pasquale has a PhD from MIT where he researched fault detection in complex AI systems. Yi has an MBA from Harvard and led multiple AI products from concept to production including robo-taxis, self-driving trucks, and warehouse robots.\n\n![uploaded image](/media/?type=post&id=79322&key=user_uploads/983988/a8982b08-9cda-4741-bc17-eb3df31679e1)\n\n# **💡 Our Inspiration: Autonomous Vehicles**\n\nJust like autonomous vehicles promise to change how we move, GenAI applications promise to revolutionize the way we work. However, ensuring these systems are safe and reliable requires a shift in the development process. Autonomous vehicles need to drive billions of miles to ensure that they are safer than human drivers. This would take decades, so the industry relies on simulation and synthetic data to efficiently test and validate each iteration of the self-driving software stack.\n\nWe see a strong parallel in the world of GenAI. At [Relari.ai](https://www.relari.ai/), we are building towards a future where a similar infrastructure will enable complex and powerful applications based on large language models (LLMs).\n\n# **🔴 Problem: GenAI Apps are Unreliable**\n\nLLM-based applications can be inconsistent and unreliable. This blocks GenAI’s adoption in mission-critical workflows and hurts user confidence and retention once deployed to production. Good testing infrastructure is paramount to achieving the quality users demand, but GenAI app developers across startups and enterprises struggle to define the right set of tests and quality-control standards for deployment.\n\nThe main challenges the AI teams face are:\n\n* **Complex Pipelines:** GenAI pipelines are getting increasingly more complex and it is often difficult to pinpoint where problems originate.\n* **Gap from Evaluation to Reality:** There is a huge gap between the metrics used in offline evaluation and user feedback, leading to distrust in offline evaluation results.\n* **Lack of Relevant Datasets:** Public datasets are overfitted by models and often not relevant to specific applications. However, manual curation of custom datasets is extremely time-consuming and costly.\n\n# **🚀 Solution: Harden AI Systems with Simulation**\n\nRelari offers a complete testing and simulation stack for GenAI pipelines designed to directly address the problems above. Relari allows you to:\n\n* **Pinpoint problem root causes with modular evaluation:** Define your pipeline and flexibly orchestrate modular tests to quickly analyze performance issues. Our open source framework offers 30+ metrics covering text generation, code generation, retrieval, agents, and classification with more coming soon.\n\n  ![uploaded image](/media/?type=post&id=79322&key=user_uploads/983988/04a313af-1bb9-4469-a9d3-4f89c5132aa5)\n\n* **Simulate user behavior with close-to-human evaluators:** Leverage user feedback to train custom evaluators that are 90%+ aligned with human evaluators (backed by our research). Introduce a feedback loop connecting your production system and the development process.\n\n  ![uploaded image](/media/?type=post&id=79322&key=user_uploads/983988/908218e2-4462-43d5-a23d-7c005c927a29)\n\n* **Accelerate development with synthetic data:** Generate large-scale synthetic datasets tailored to your use case and stress test your AI pipeline. Ensure coverage of all the corner cases before shipping to users.\n\n  ![uploaded image](/media/?type=post&id=79322&key=user_uploads/983988/d78bb49e-ec9d-4519-909b-b46532751380)\n\n\n# **❤️ Our Ask**\n\n* ⭐ Star us on Github ([link](https://github.com/relari-ai/continuous-eval))\n* 📅 Book a demo with us ([link](https://cal.com/pasquale/relari-demo))\n* 👉 Introduce us to AI / ML / Data Science teams building mission-critical GenAI applications ([founders@relari.ai)](mailto:founders@relari.ai)",
        "url": "https://www.ycombinator.com/launches/KdO-relari-testing-and-simulation-stack-for-genai-systems",
        "votes": 75,
        "created_at": "2024-03-12T17:42:49.322Z"
      }
    ]
  },
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    "id": 29186,
    "name": "Tesseral",
    "slug": "tesseral",
    "former_names": [
      "Codomain Data",
      "Okapi",
      "SSO Ready",
      "ssoReady",
      "SSOReady"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/85992f888276408373d1f33710dd92fd60ae187a.png",
    "website": "https://tesseral.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Tesseral is the open source platform for managing identity and access in business software. It provides enterprise-grade capabilities, including SAML single sign-on, SCIM provisioning, role-based access control, managed API keys, and audit logs, implemented in just a few lines of code. \r\n\r\nTesseral unifies access management for employees, customers, services, and AI agents, giving organizations the flexibility to adapt to any deployment model and the authority to enforce security policies with precision.\r\n\r\nYou can learn more by reading our docs at https://tesseral.com/docs or by checking out our GitHub at https://github.com/tesseral-labs/tesseral.",
    "one_liner": "The open source platform for managing identity in business software",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1708399745,
    "tags": [
      "Developer Tools",
      "SaaS",
      "Security",
      "Open Source",
      "API"
    ],
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Inactive",
    "industries": [
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    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/tesseral",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/tesseral.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://linkedin.com/company/tesseral",
    "x_url": "https://x.com/tesseralhq",
    "fb_url": null,
    "cb_url": null,
    "github_url": "https://github.com/tesseral-labs",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/85992f888276408373d1f33710dd92fd60ae187a.png",
    "app_video_url": null,
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    ],
    "primary_partner": {
      "name": "David Lieb",
      "url": "https://www.ycombinator.com/people/david-lieb"
    },
    "founders": [
      {
        "user_id": 1519710,
        "full_name": "Ned O'Leary",
        "title": "Founder",
        "founder_bio": "Cofounder / CEO at Tesseral",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/nedoleary",
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        "user_id": 710191,
        "full_name": "Ulysse Carion",
        "title": "Founder",
        "founder_bio": "Cofounder/CTO at Tesseral.\n\nFormerly of Segment and Gem. I built Segment's permissions and identity resolution system. Editor of IETF RFC 8927. 🇫🇷🇺🇸",
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        "title": "Tesseral launches with $3.3M to simplify B2B authentication for software developers - SiliconANGLE",
        "url": "https://siliconangle.com/2025/05/06/tesseral-launches-3-3m-simplify-b2b-authentication-software-developers/",
        "date": "May 06, 2025"
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        "id": 90141,
        "title": "Tesseral: the open source auth infrastructure for B2B SaaS",
        "tagline": "Everything you need to manage users in business software, from a login page to session management to SSO and RBAC!",
        "body": "Tesseral is open source auth infrastructure for business software. You can use it to authenticate your users, and manage their access to resources.\n\nIt’s similar to products like Auth0, but it’s open source and built specifically for B2B apps.\n\nIt comes with enterprise features like single sign-on, directory provisioning, user impersonation, and multi-factor authentication, as well as beautiful login pages and self-service settings for customers.\n\nYou can experiment with Tesseral using our hosted service for free at [console.tesseral.com](http://console.tesseral.com) or learn more by reading the docs at tesseral.com/docs!\n\nhttps://www.youtube.com/watch?v=hawD-4PWy4Y\n\n![uploaded image](/media/?type=post&id=90141&key=user_uploads/1519710/328d4d9e-4a18-4dbe-ae6e-231ae3002b1c)\n\n",
        "url": "https://www.ycombinator.com/launches/NRt-tesseral-the-open-source-auth-infrastructure-for-b2b-saas",
        "votes": 16,
        "created_at": "2025-05-06T17:28:04.050Z"
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      {
        "id": 84774,
        "title": "SSOReady: Open source developer tools for enterprise single sign-on",
        "tagline": "SSOReady makes it safe and easy for developers to offer SAML SSO and SCIM directory sync in their software.",
        "body": "**TLDR: set up SAML and SCIM in less than a day:** <https://www.youtube.com/watch?v=_HVtFkW8xCI>.\n\n# Context: customers want SAML\n\nThere are lots of different ways to authenticate (i.e. log in) users in software.\n\nCompanies often require their employees to use single sign-on (SSO) to access business software, both for convenience and security.\n\nFor the most part, especially in large companies, SSO relies on an old, complicated protocol called SAML. (If you’ve used a service like Okta before, you’ve likely used SAML without realizing it!)\n\nIf you make business software, you probably will need to support SAML at some point.\n\n# Problem: SAML is hard\n\nBut SAML is really hard, even for experienced developers. It just doesn’t work like most modern software, making implementations slow and risky. Companies as sophisticated as GitLab can make [very costly mistakes](https://ssoready.com/blog/engineering/ruby-saml-pwned-by-xml-signature-wrapping-attacks/).\n\n# What we do: we make SAML easy\n\nSSOReady makes SAML safe and easy enough that developers can often finish an implementation in [less than a day](https://blog.runreveal.com/we-shipped-sso-support-in-a-day-how/).\n\nSSOReady is an open-source (MIT) service that helps developers implement SAML single sign-on without ever touching SAML directly. Devs just need to implement two API endpoints: one to initiate SAML logins and another to receive incoming SAML messages. And then they’re pretty much done.\n\nSSOReady also offers a similar tool for SCIM, a protocol often used alongside SAML to provision and de-provision users. Developers can use SCIM to establish a live sync between their database of users and their customers’ central IT systems.\n\n# Get in touch\n\n* Our website: <https://ssoready.com>\n* Our github: <https://github.com/ssoready>\n\n![uploaded image](/media/?type=post&id=84774&key=user_uploads/89898/5ad4c15a-246b-4e47-86ba-96e87cabf198)\n\n",
        "url": "https://www.ycombinator.com/launches/M3K-ssoready-open-source-developer-tools-for-enterprise-single-sign-on",
        "votes": 14,
        "created_at": "2024-10-15T19:58:22.889Z"
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    "id": 29189,
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    "long_description": "We’re building the AI copilot for radiologists, powered by a foundational model for medical imaging. RadMate AI will read radiology images and generate full reports for radiologists to review and submit.\r\n\r\nMohamed and Adam are technical co-founders who met while studying Computer Science at Cornell University. Before starting RadMate AI to solve the problems his dad faced as a radiologist, Adam worked at Palantir on the initial launch of Palantir’s Al Platform. Mohamed has experience at AWS, where his goal was to help enterprises innovate on the cloud, and PathAl, where he worked on their image viewer platform to improve the workflow of pathologists. ",
    "one_liner": "Copilot for radiologists",
    "team_size": 2,
    "industry": "Healthcare",
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        "full_name": "Mohamed Khalifa",
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        "founder_bio": "Cofounder & CEO of RadMate AI. Cornell University Alumni. Worked at Amazon Web Services as a Customer Solutions Manager. In this role, I played a pivotal part in assisting customers with their migration to and innovation on the cloud. Following this, I joined PathAI as a Software Engineer, a Biotech company at the forefront of integrating AI into pathology. ",
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        "full_name": "Adam Skrocki",
        "title": "Founder",
        "founder_bio": "Cofounder and CTO of RadMate AI. Before starting RadMate AI, I graduated Cornell with a computer science degree and worked at Palantir as a software engineer on the AI Platform. ",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/adamskrocki",
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      {
        "id": 78039,
        "title": "⚡️ RadMate AI: The AI copilot for radiologists",
        "tagline": "We help radiologists dictate error-free reports with 30% fewer words.  ",
        "body": "Hey everyone - [Mohamed Khalifa](https://linkedin.com/in/mohamed-taha-khalifa) and [Adam Skrocki](https://linkedin.com/in/adamskrocki) here!☀️\n\n_TL;DR: We’re building the AI copilot for radiologists. While reading images, we allow radiologists to dictate what they see, and _[_RadMate AI_](https://www.radmate.ai/)_ will generate and proofread reports for them._\n\n# The problem\n\nRadiologists spend most of their day reading patient images and dictating reports based on the images. As patient access to imaging continues to rise, radiologists face escalating pressure to produce detailed reports quickly.\n\nHowever, the software they use hasn’t changed in over a decade, so radiologists are no longer well-equipped to meet rising demand.\n\n1. Radiologists dictate over 30% more words than they need to, which can lead to fewer reports, [burnout](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10618688/#:\\~:text=It%20was%20reported%20that%2054,exhibit%20burnout%20symptoms%20%5B23%5D), and lower quality reporting.\n2. Over [20% of radiology reports](https://www.gehealthcare.com/insights/article/improving-accuracy-in-radiology-images-and-reports#:\\~:text=Inaccurate%20diagnostic%20radiology%20results%20can,contain%20some%20sort%20of%20error) have errors in them. Which can lead to treatment delays, poor outcomes, higher healthcare costs, lost revenue, and operational inefficiencies.\n\n# Our solution\n\nLLMs provide an opportunity to revamp the way radiologists report. We’ve created a platform with an AI copilot that decreases stress on radiologists and increases accuracy by:\n\n1. Minimizing the words radiologists have to say.\n2. Reducing the number of clicks required for report generation.\n3. Proofreading reports to reduce errors.\n\n# The founding team\n\nMohamed and Adam are technical co-founders who met while studying Computer Science at Cornell University. Before starting RadMate AI to solve the problems his dad faced as a radiologist, Adam worked at Palantir on the initial launch of Palantir’s Al Platform. Mohamed has experience at AWS, where his goal was to help enterprises innovate on the cloud, and PathAl, where he built software to improve pathology. We’re excited to take our engineering expertise and our personal ties to healthcare to address the issues radiologists face today.\n\n![uploaded image](/media/?type=post&id=78039&key=user_uploads/1246346/01e3c7a0-b2c8-4457-bb2a-8ba10df25751)\n\n# Our ask 🙏\n\nIf you're a radiologist or know of any, we'd love to connect at [founders@radmate.ai](mailto:founders@radmate.ai)!",
        "url": "https://www.ycombinator.com/launches/KIh-radmate-ai-the-ai-copilot-for-radiologists",
        "votes": 130,
        "created_at": "2024-01-31T20:51:53.040Z"
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    "id": 29196,
    "name": "Scritch",
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    "website": "https://www.scritchai.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Scritch is building the leading AI systems for veterinary medicine, starting with voice agents that automate front-desk operations in veterinary practices.",
    "one_liner": "AI operating system for veterinary care",
    "team_size": null,
    "industry": "Healthcare",
    "subindustry": "Healthcare",
    "launched_at": 1707453846,
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      "Health Tech",
      "B2B",
      "Healthcare",
      "AI"
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    "batch": "Winter 2024",
    "status": "Active",
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/scritch",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
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        "user_id": 1524950,
        "full_name": "Claire Lee",
        "title": "Founder",
        "founder_bio": "Claire is the co-founder & CEO of Scritch. She studied neuroscience and machine learning at Princeton. Before Scritch, she trained neural networks as a machine learning engineer in Tesla's Autopilot AI team. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/claire-s-lee",
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        "user_id": 1524798,
        "full_name": "Rachel Lee",
        "title": "Founder",
        "founder_bio": "Rachel is the co-founder & CTO of Scritch. She studied computer science at Cornell. Prior to starting Scritch, she was a software engineer at Amazon where she worked on one of the world’s most visited pages, the Amazon detail page.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/rachelsylee",
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    "id": 29201,
    "name": "Legora",
    "slug": "legora",
    "former_names": [
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      "Legora (formerly Leya)"
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    "website": "https://www.legora.com/",
    "all_locations": "Stockholm, Stockholm County, Sweden",
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    "one_liner": "The agentic operating system for legal work",
    "team_size": 900,
    "industry": "B2B",
    "subindustry": "B2B -> Legal",
    "launched_at": 1695641655,
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        "question": "What's the history of your company from getting started until the present day? What were the big inflection points?",
        "answer": "Legora was founded in 2023 to build AI software for legal work. The company develops its platform alongside lawyers, combining research, document review, drafting and end-to-end workflows.\r\n\r\nIn March 2026, Legora announced a $550M Series D led by Accel. A [$50M extension announced in April 2026](https://legora.com/newsroom/legora-extends-series-d-with-additional-50-million-welcomes-atlassian-and-nventures-as-investors) brought the round to $600M at a $5.6B valuation, with Atlassian and NVentures joining as investors.\r\n\r\nLegora now serves more than 2,100 customers across 80+ markets and has scaled to $200M+ ARR. In October 2026, the company reported more than 900 people across 18 offices."
      },
      {
        "question": "What is the core problem you are solving? Why is this a big problem? What made you decide to work on it?",
        "answer": "Legal teams work with large volumes of documents, fragmented information and complex, time-sensitive matters. Repetitive research, review and drafting can take time away from the judgment, strategy and client advice that require legal expertise.\r\n\r\nLegora brings AI, information and collaboration into one workspace so legal professionals can research, review, draft and complete workflows with greater speed and precision. We build alongside lawyers to make the product useful in the way legal teams actually work."
      },
      {
        "question": "What is your long-term vision? If you truly succeed, what will be different about the world?",
        "answer": "Our vision is to give every lawyer the tools and freedom to focus on what matters most: advising clients and stakeholders, shaping outcomes and practising law at the highest level.\r\n\r\nWe are building the operating system for legal work, connecting information, communication and execution. AI should complement legal expertise, helping teams work together with confidence, efficiency and sharper judgment."
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    "url": "https://www.ycombinator.com/companies/legora",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/legora.json",
    "year_founded": 2023,
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      "name": "Gustaf Alstromer",
      "url": "https://www.ycombinator.com/people/gustaf-alstromer"
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      {
        "user_id": 1091617,
        "full_name": "Max Junestrand",
        "title": "Founder",
        "founder_bio": "Max is the CEO and co-founder of Leya, where he focuses on developing trustworthy AI assistants for lawyers. Prior to Leya, Max contributed to growth initiatives at two Y Combinator startups, worked at McKinsey, engaged in venture capital, and served as a software developer at Abios (acquired by Kambi) and Ericsson. He earned two degrees in machine learning and business from Sweden's top two universities, KTH and SSE, in parallel whilst working full-time.",
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        "linkedin_url": "https://linkedin.com/in/maxjunestrand",
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      {
        "user_id": 1377953,
        "full_name": "Sigge Labor",
        "title": "Founder",
        "founder_bio": "Family tech support. I can reset grandparents' forgotten email passwords, and I plug in the HDMI for siblings. Graduated from Hyper Island and worked as a full-stack developer at startups since. Founded the first-ever Mexican hops company, but currently building the future of legal work at Leya (W24).",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/siggelabor",
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      {
        "id": 68174,
        "title": "Senior Full-stack engineer",
        "url": "https://www.ycombinator.com/companies/legora/jobs/XcIW6Bt-senior-full-stack-engineer",
        "location": "Stockholm, Stockholm County, SE",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$50K - $90K",
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        "experience": "6+ years",
        "visa": "US citizenship/visa not required",
        "skills": [
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      },
      {
        "id": 116571,
        "title": "Software Engineer (Mid-level, Senior, or Staff)",
        "url": "https://www.ycombinator.com/companies/legora/jobs/IdPRNK9-software-engineer-mid-level-senior-or-staff",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$175K - $369K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
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    "news": [
      {
        "title": "Legal AI Startup Legora Raises $550 Million for US Expansion - Bloomberg",
        "url": "https://www.bloomberg.com/news/articles/2026-03-10/legal-ai-startup-legora-raises-550-million-for-us-expansion",
        "date": "Mar 10, 2026"
      },
      {
        "title": "Legora Valued at $1.8 Billion For AI Tool Doing Legal Grunt Work - Bloomberg",
        "url": "https://www.bloomberg.com/news/articles/2025-10-30/legora-valued-at-1-8-billion-for-ai-tool-doing-legal-grunt-work",
        "date": "Oct 30, 2025"
      },
      {
        "title": "Our $80 million Series B led by ICONIQ and General Catalyst ",
        "url": "https://legora.com/blog/series-b",
        "date": "May 21, 2025"
      },
      {
        "title": "Announcing $25m in Series A | Leya | The future of legal work",
        "url": "https://www.leya.law/blog/announcing-25m-in-series-a",
        "date": "Jul 17, 2024"
      },
      {
        "title": "Benchmark backs one-year-old AI legaltech Leya in $10.5m seed round | Sifted",
        "url": "https://sifted.eu/articles/benchmark-ai-legaltech-leya-news",
        "date": "May 16, 2024"
      }
    ],
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    "id": 29205,
    "name": "ego",
    "slug": "ego",
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    "website": "https://egoai.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "we are making AI feel more human starting with voice. ai applied research lab training a novel end-to-end model & productizing what makes AI more personal, persistent, and human. frontier AI, like Claude and ChatGPT, are weak on memory, personality, relationship, and human-like interaction...that's our domain.",
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        "full_name": "Vishnu Hari",
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        "location": "San Francisco, CA, US / Remote (Tokyo, JP; SG)",
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        "url": "https://www.techinasia.com/news/y-combinator-backed-ego-ai-bags-6-7m-to-launch-human-like-characters",
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        "id": 79373,
        "title": "ego - an ai-native 3d simulation engine: 👾 getting us closer to the matrix, one pixel at a time",
        "tagline": "An AI-native simulation engine and platform where users can create and share 3D animated characters, worlds, games and scripted interactions all using natural language. ",
        "body": "**tl;dr**\\\n_ego is an AI-native simulation engine and platform for AI characters where users can create and share 3D animated characters, worlds, games, and scripted interactions all using natural language. Imagine being able to prompt characters that exhibit human-like behaviour into Minecraft, The Sims, or Animal Crossing into existence._\n\n![uploaded image](/media/?type=post&id=79373&key=user_uploads/1552350/b97ac917-413b-465d-af9a-9d43c9091de3)\n\nhttps://www.youtube.com/watch?v=bLpG4LrLf60\n\n# Why Now?\n\nThe advent of large language models and diffusion models presents an incredible opportunity to solve three seemingly intractable problems in open-world games and simulations:\n\n1. It is hard for humans to write code and script interactions between assets, characters, and the environment to design fun games and experiences\n2. It was impossible for NPCs to display human-like behavior and have true agency in these 3D worlds\n3. It is hard to create new 3D assets, worlds, and non-playable characters\n\nWe founded ego to build an AI native simulation engine to solve all three problems - and we’ve started by tackling the first two. \n\n[ego](https://ego.live) is an AI-native simulation/game engine and platform where users can create and share 3D animated characters, worlds, and scripted interactions all using natural language. Imagine being able to prompt games like GTA, The Sims, Minecraft, or Animal Crossing into existence.\n\nIn the age of Gen AI, it is finally possible to build a **game engine that is also a game**.\n\n# Simulations on ego\n\nOver the course of YC, we built and launched two experimental games with our simulation engine: [TownWorld](https://docsend.com/view/ig6t2shuz26z7wha) (a 3D simulation of the Stanford Generative Agents [paper](https://hai.stanford.edu/news/computational-agents-exhibit-believable-humanlike-behavior) - [tweet thread](https://x.com/peggy_wang/status/1767656498212356597?s=20)) and [CharacterIdol](https://www.characteridol.ai/) (a game where user-prompted generative agents compete to entertain American Idol-style judges…also powered by LLMs). All of the character personalities, conversations, memories, and routines/movements in these games are fully generated by AI.\n\n[Townworld](https://youtu.be/6mPWFFTYebU):\n\n[CharacterIdol](https://youtu.be/j-R1am-kOTY):\n\nThis is where we found the massive opportunity to meaningfully make progress toward our vision of gaining usage of our simulation engine - _making it really easy for a user to make and share a game featuring agents in bounded or unbounded 3D space._ We are keenly aware of the sheer amount of time users spend talking to [character.ai](http://character.ai) [characters,](http://character.ai/) as well as the sheer amount of time young creators spend learning Lua code to script simple games and experiences in Roblox. What if we enable humans to interact with agents in immersive 3D worlds without the creators themselves needing to write complex Lua scripts or learn 3D modeling? What if summoning an agent was as simple as filling out a DnD character sheet?\n\n# Why is this a big deal?\n\n![uploaded image](/media/?type=post&id=79373&key=user_uploads/1552350/4fffe41d-d395-4029-bc04-15e83365f347)\n\nSince time immemorial, humans have built tools to bring their internal worlds to life. The sandbox, the dollhouse, a tree branch shaped like a rifle - all examples of tools we use to bolster our imaginative capacity to dream new worlds, characters, scenarios, and stories into existence. The closest we’ve come as a species to actualizing our imagination has been through the use of game engines to create simulated open-world experiences and games. AI is about to democratize the strongest tool we’ve had to realize our imaginations, and ego will be the simulation platform and engine that will power this new possibility.\n\n_Animal Crossing_, _The Sims_, _Garry’s Mod_, _Skyrim_, _Minecraft_, _Roblox,_ and _GTA_ - all hit games that empower players to explore, create, and roleplay in immersive 3D worlds. However, video games are hard to build and even harder to keep releasing fresh content for. Outside of the studio system, independent [modders](https://www.nexusmods.com/) have spent countless hours extending these games’ shelf life with new experiences and [characters](https://www.nexusmods.com/skyrimspecialedition/mods/98631), despite heavy technical challenges, and even outright hostility from the original game publishers. \n\n# Team\n\n![uploaded image](/media/?type=post&id=79373&key=user_uploads/1552350/b74846e9-8f20-4c19-9069-4f070a3838b2)\n\n[Vish](https://linkedin.com/in/astrophysicist) led the FB AI Applied Research team and the Meta Horizon Scripting team. He learned how to program by modding video games as a teenager and also wrote screenplays for films ([Acceptance](https://youtu.be/7r93LEFjpCA?si=fIEMyHdLF5E25aqq)).\n\n# Asks\n\n* Sign up for our waitlist at [ego.live](https://ego.live) and join our [discord](https://discord.gg/egoai)\n* Retweet ([this twitter link](https://x.com/peggy_wang/status/1768405809455825342?s=20)), reshare this ([LinkedIn](https://www.linkedin.com/posts/y-combinator_launch-yc-ego-an-ai-native-3d-simulation-activity-7174147284681564160-taZI))\n* Share the launch with friends and gamers who might be interested in trying this out :)\n* Try out [characteridol.ai](https://characteridol.ai) and tell us what you think\n* Follow [@ego_ai\\_](https://twitter.com/ego_ai_) on Twitter\n* Optionally follow [@peggy_wang](https://twitter.com/peggy_wang) and [@simulacronist](https://twitter.com/simulacronist) on twitter\n* Link us to talented 10x game devs (Unreal engine experience): [JD](https://peggy-wang.notion.site/Senior-Unreal-Engine-Game-Developer-at-Ego-VC-funded-indie-games-studio-making-animal-crossing-with-d02c85bedfa843ef9a2bca81cd58a7c2)",
        "url": "https://www.ycombinator.com/launches/KeD-ego-an-ai-native-3d-simulation-engine-getting-us-closer-to-the-matrix-one-pixel-at-a-time",
        "votes": 251,
        "created_at": "2024-03-13T21:12:12.336Z"
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        "answer": "Raj and Till met while working together at Palantir. They led the product team behind one of Palantirs most used products for years before founding Stitch. After independently spending years building products, they decided to making building great things easy enough so anyone can do it."
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        "full_name": "Aditya Ganapathi",
        "title": "Founder",
        "founder_bio": "Co-Founder @ Cora (W24). Previous AI/robotics researcher @ Google Brain & UC Berkeley.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aditya-ganapathi",
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        "full_name": "Ryan Ali",
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        "full_name": "Josh Passell",
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        "founder_bio": "Co-Founder @Cora. Born & raised in Palo Alto (Gunn '17). Economics at Cornell ('21). Located in SF",
        "is_active": true,
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      {
        "id": 78171,
        "title": "HeyPurple: An AI leasing assistant for landlords and property managers",
        "tagline": "Purple is an AI virtual assistant that answers questions 24/7 directly from your listings and books prospective tenants for tours",
        "body": "Hey everyone – [Ryan](https://www.linkedin.com/in/ryan-ali/), [Josh](https://www.linkedin.com/in/joshua-passell-37939a152/), and [Adi](https://linkedin.com/in/aditya-ganapathi) here!\n\n**Tldr:** \n\nWe’re building [Purple](https://www.heypurple.ai/), an AI leasing assistant for landlords and property management companies. Our customizable AI answers questions directly from your listings and books prospective tenants for tours after only 10 minutes of coaching via chat.\n\n**Problem:**\n\nProperty managers deal with the pain of manually messaging prospective tenants around the clock in order to fill their vacancies. The questions are often repetitive and can come at any hour of the day through multiple channels (SMS, email, Facebook Messenger), adding overhead to their already busy schedule. However, responding to leads instantly is critical to convert quality leads in competitive rental markets.\n\nBig PM companies solve this problem by using structured leasing processes that take advantage of their standardized offerings and policies (i.e. similar floor plans, flexible tour scheduling with on-site leasing offices, etc.). SMBs who run a scrappier business and can’t pay for custom software are left without a solution – we noticed this when we saw a mom & pop PM company we’re working with respond to hundreds of inquiries per week (they even hired a VA to help with the load).\n\n**Solution:**\n\nWe provide a customizable AI leasing assistant that responds to every property inquiry and books prospective tenants for tours.\n\nLLMs and Generative AI provide a critical layer of intelligence required to quickly set up customized leasing assistants for SMBs. Our AI will:\n\n1. Learn about your properties and policies by scraping your data (website, listings, etc.)\n2. Customize the style/flow of its responses through a quick conversation \n3. Answer prospective tenant questions 24/7 and will check with a human when unsure about how to answer\n4. Sync with your calendar and book prospective tenants for a tour\n\n![uploaded image](/media/?type=post&id=78171&key=user_uploads/1194190/3e938368-7c6d-4d89-b9e4-3d259a8df6af)\n\n**Founding Team:**\n\n* Josh & Adi grew up together in Palo Alto and have been drinking the startup Kool-Aid for a long time, while Josh and Ryan met and became friends on their first day at Cornell in an economics class\n* Before YC, we worked on a few different projects together – our first was an AI video dubbing tool. Our second was PurplePill, which used AI to automate selling your goods (sold over $25k of goods)\n* After seeing the growing number of small businesses listing rentals on Facebook Marketplace, we realized an opportunity to help solve a larger problem which led us to what we’re working on today!\n\n![uploaded image](/media/?type=post&id=78171&key=user_uploads/1194190/6def6d14-88b6-43c7-8006-e241254447de)\n\n**Broader vision and why now:**\n\nWhile we’re starting with leasing, our ultimate goal is to equip all types of small business owners with AI virtual employees that can help with everything from digital marketing and sales to customer service and operations. With over 30M small businesses in the U.S. alone, one-size-fits-all software was never going to cut it – we’re creating the AI-first Operating System for SMBs. \n\n**Our Ask:**\n\nWe would love an intro to your property manager or to chat if you’re interested in what we’re building! Please feel free to contact us at founders@purplepill.ai.",
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        "votes": 21,
        "created_at": "2024-02-05T20:22:50.280Z"
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    "team_size": 35,
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    "launched_at": 1695668492,
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        "title": "Series B and The War on Bugs",
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        "title": "Greptile: AI That Actually Understands Codebases",
        "url": "https://www.youtube.com/watch?v=vRt4ng9V9qA",
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        "title": "Greptile: AI expert that understands large codebases",
        "tagline": "Platform that lets engineers understand large codebases and build internal dev tools using AI.",
        "body": "Hi everyone! We’re [Soohoon](https://linkedin.com/in/soohoonchoi), [Vaishant](https://linkedin.com/in/vaishant), and [Daksh](https://linkedin.com/in/dakshg) from [Greptile](https://www.greptile.com/). We are building the AI expert on any codebase.\n\n**tl;dr** Greptile is an AI platform that lets LLMs understand large codebases. Teams and devs at 250+ companies including Stripe and Amazon use it to get answers to questions about large codebases via our web app, automatically update their docs, build PR review bots on our API, and more. **Try it now → [**app.greptile.com**](https://app.greptile.com)**\n\n![](https://lh7-us.googleusercontent.com/fuO2un8RYVAWc1rG4KjNOKUfudaWA7z4ZKG7kDK7-PcX8zzPOUunZHPD4vLCSfEOYp0WQ00vfigNq3ivhFBPbgFsbH-ldXa8VQLVr0FcA3r3kQDgPMCtfrVzpjSZ5RWYaagrIQYahicZPMx-Fgc1HQM)\n\n### **PROBLEM**\n\nAs software companies grow:\n\n1. Codebases get more **complex**.\n2. **Legacy code** and **tech debt** accumulates.\n3. Docs are usually **outdated**.\n4. **Original engineers leave**, and new engineers are less familiar with the code.\n\nTo get around this, developers:\n\n1. Just brute force their way to grokking the code - which is hard and time-consuming.\n2. Seek help from the subject matter expert, which is difficult if they have left, work remotely, or are just busy.\n3. Try to use tools like GitHub copilot, which are not designed to answer with full code context, so they fail to deliver.\n\nIn fact, the thing that makes coding hard is usually the codebase, not the code!\n\nWe found a way to index and search large codebases such that LLMs can always find the right context, allowing any developer to build internal developer tools powered by AI.\n\nHere’s Felix from Twenty (open source CRM with 9k GitHub stars).\n\n![](https://lh7-us.googleusercontent.com/_rr-le-rqZZzZQoT6p1gikSOdZjaAAKzSwfmn4j9qs7VuKb9Gcw9jnTNfcofYa9F0OaFpSPl3JAmA_hZE6dnV-aBgGTgspfrqILEcAsHrqqMr7g8JuB_YeCMWmCikptC3eWHPgXFzEAPR1gWT_GAtEE)\n\n### **🦎 Greptile in action →**\n\nHere are some ways engineers use Greptile 👇\n\n1. **Narek from** **Lantern** **(W24):** grokking PostgreSQL’s source code, which Lantern is built on.\n2. **Rahul from** **AgentHub (W24):** parsing OSS frameworks that AgentHub integrates with.\n3. **Jack Chapman from** **Cardinal Gray** **(S23):** generating E2E test cases for multi-file services.\n4. **Isaiah Granet from Bland AI (S23):** integrating with the Twilio node SDK.\n5. **SWE at Thera (S22):** writing new features that require complex, multi-file changes.\n6. **YC Medtech (S15):** building an internal PR review bot on top of our API.\n7. **SWE at Stripe (S09):** debugging internal Rust libraries.\n8. **Principal Engineer at Microsoft:** reviewing his team’s code (open source).\n9. **TMO (old B2B software company):** working with their legacy .NET code.\n\n### **ASK →**\n\n* If you’re a developer working with large codebases - try Greptile here → [app.greptile.com](http://app.greptile.com)\n* If you want Greptile at your org, email me ([daksh@greptile.com](mailto:daksh@greptile.com)) or book a demo on my calendar ([greptile.com/demo](http://greptile.com/demo))\n\n![](https://lh7-us.googleusercontent.com/zintlEJgFJVQK3d_FV8Qi3zb845wA5TgCwqcv3jrXyH9N1YNFBFLOlBRPT76Mf16_hilA6DC5wmu9BcNqWPfilKj_52ex2WFjWoHUf6vkZKFll86vU4D1vVYgEOUGWTw-qMqkmeCyMpyAvpUQLiWL6I)\n\n",
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        "tagline": "Ubicloud is an open source cloud that can run anywhere.",
        "body": "**TL;DR**: Ubicloud provides IaaS cloud features on bare metal providers, such as Hetzner, Leaseweb, or AWS Bare Metal. You can self-host our software or use our managed service to reduce your cloud costs by 3-10x.\n\nHey everyone 👋 We’re Umur, Daniel, and Ozgun from [Ubicloud](https://www.ubicloud.com). We’re on a mission to rebuild the cloud market with different values. More on us below.\n\n## The Problem\n\n![uploaded image](/media/?type=post&id=79315&key=user_uploads/26241/10a339e1-dafe-421e-99f4-9484960966a7)\n\nAWS, Azure, and Google Cloud make life easier for start-ups and enterprises. But they are closed source, have you rent computers at a huge premium, and lock you in. It gets worse after your credits expire.\n\nAlthough the cloud came in with savings in its early years, the market evolved into a few players that overcharge for non-differentiated services, with increasingly complex products for standard, essential services. Each vendor optimizing for their walled gardens leaves customers stuck maintaining their apps and infra across incompatible clouds.\n\nThe cloud is here to stay. We believe a simpler, secure, and open source version of it will have a lasting impact.\n\n## The Solution\n\nUbicloud offers an open source alternative, reduces your costs, and returns control of your infrastructure back to you — all without sacrificing the cloud’s benefits. We’re starting with elastic compute, virtual networking, block storage (non-replicated), managed PostgreSQL, and powerful IAM.\n\nOur managed cloud runs on cost-effective bare metal providers, such as Hetzner. As a result, you can reduce your costs by 3-10x. Example use-cases:\n\n1. GitHub Actions: Change 1-line in your workflow file. Reduce costs by 10x\n2. Compute for batch processing: Run data pipelines for AI, scientific computing, and video processing - on-demand and encrypted. Reduce costs by 3x (vs AWS VMs)\n3. Managed PostgreSQL: Open source and portable. Uses local NVMes for higher performance, ideal for analytics. Reduce costs by 3x (vs AWS RDS)\n\n## The Team\n\n![uploaded image](/media/?type=post&id=79315&key=user_uploads/89898/3ce2495a-3697-4f8e-a61e-a6aa4a64bde7)\n\n_“Never tell me the odds.” — Han Solo_\n\nWe think the cloud galaxy deserves a solution that stands for open source values. We’re building to those values as part of the Rebel Alliance (yes, an alliance is needed to outmatch the empire :). From left to right:\n\n[Umur](https://www.linkedin.com/in/umurc/) - 5 years at startups. Then co-founded and led Citus Data (S11) to Microsoft acquisition. Led product teams within Azure. YC Visiting Partner for the previous two batches\n\n[Ozgun](https://www.linkedin.com/in/ozgune/) - 4 years at Amazon. Then co-founded and led Citus Data (S11) to Microsoft acquisition. Led engineering teams within Azure.\n\n[Daniel](https://www.linkedin.com/in/danfarina/) - Instrumental in building Heroku PostgreSQL. Amazed everyone with his skills in building managed cloud services at Citus Data, Azure, and Crunchy Bridge.\n\n## Our Ask\n\n1. Help us build the Rebel Alliance. [**Follow us (@UbicloudHQ)**](https://twitter.com/UbicloudHQ) on Twitter and tweet [**this post**](https://twitter.com/UbicloudHQ/status/1767594825023721858)!\n2. Start using Ubicloud for [GitHub Actions](https://www.ubicloud.com/use-cases/github-actions), [secure virtual machines](https://www.ubicloud.com/use-cases/ubicloud-compute), or [managed PostgreSQL](https://www.ubicloud.com/use-cases/postgresql). We reduce costs by 3-10x and we are open source!\n\n## The Deal\n\nTweeting and following us on Twitter gets 5,000 free compute minutes (standard-2). Using Ubicloud for one of the above use cases before demo day gets 10,000 compute minutes. Claim those minutes by sending us an email at [founders@ubicloud.com](mailto:founders@ubicloud.com)",
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        "full_name": "Valerie Li",
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        "founder_bio": "Co-founder and CTO at Duckie. Former AI Software Engineer at C3 AI, built Enterprise AI solutions. Princeton CS Class of 2020. Solving technical support with Valerie Li.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/joel-ritossa",
        "x_url": "https://twitter.com/JoelRitossa",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/ec052de71589950c3000764c62f1597ae5c1ce30.jpg"
      }
    ],
    "jobs": [
      {
        "id": 82671,
        "title": "Founding Business Development Representative",
        "url": "https://www.ycombinator.com/companies/duckie/jobs/uDANlkc-founding-business-development-representative",
        "location": "San Francisco, CA, US / Remote (US)",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$80K - $120K",
        "equity_range": "0.25% - 1.50%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 103196,
        "title": "AI Agent Engineer",
        "url": "https://www.ycombinator.com/companies/duckie/jobs/McnwK78-ai-agent-engineer",
        "location": "San Francisco, CA, US / Remote (US)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$100K - $130K",
        "equity_range": "5.00%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 78906,
        "title": "Duckie: Your AI technical support assistant 🐥",
        "tagline": "AI technical support assistant that helps teams resolve issues in minutes",
        "body": "Quack! We are [Valerie](https://linkedin.com/in/peifeili) and [Joel](https://linkedin.com/in/joel-ritossa), and we are happy to introduce [Duckie](https://duckie.ai/), an AI technical support assistant that helps teams resolve issues in minutes.\n\n![uploaded image](/media/?type=post&id=78906&key=user_uploads/89898/c8ebe519-8f16-44d1-90be-4d314325946d)\n\n[ ](https://www.youtube.com/watch?v=fycJPu47u1E&feature=youtu.be)\n\n## **Problem - Too many support requests, too little time.**\n\nResolving technical issues takes a lot of time, and they are often time-sensitive. Most issues can be solved with better knowledge-sharing. So much relevant information is in your team’s knowledge base, but it’s tough to find.\n\n* A lot of important information is tribal knowledge stuck in a teammate’s head.\n* Written knowledge is still siloed and scattered across Slack, Jira, docs, everywhere!\n* Once you find the docs, they’re always out of date (who likes writing documentation??).\n\n## **Solution**\n\nDuckie connects to your team’s knowledge sources (i.e. Slack, Jira, Confluence, Sentry, etc) to find relevant information and **generate issue resolutions** in minutes while writing back to your documentation to **keep the knowledge base up-to-date**.\n\nIs your customer getting an error message while OAuthing into your product? Duckie’s there to help. Your user is facing an issue using your API? Duckie can handle that. Your new engineer is having trouble setting up a local environment? Leave it to Duckie!\n\n### Instantly understand your issue and how to resolve it\n\nWhen a new issue comes up in your support channel, Duckie responds in the thread with where to look and how to resolve it, with reference sources.\n\n![uploaded image](/media/?type=post&id=78906&key=user_uploads/1422402/434842de-d831-4a1e-8f10-3f993b3e9991)\n\n### Conversational copilot to investigate with you\n\nHave follow-up questions? Instead of waiting for hours for human responses, Duckie responds instantly and gets you unblocked ASAP. \n\n![uploaded image](/media/?type=post&id=78906&key=user_uploads/1422402/fba57457-07b7-43d7-8cd7-9dc5affe311c)\n\n### Keep your documentation up-to-date automatically\n\nDuckie keeps your team’s documentation up-to-date with learning picked up during issue resolution. Duckie also handles post-mortems, status updates, and more.\n\n![uploaded image](/media/?type=post&id=78906&key=user_uploads/1422402/47063fac-d439-4af0-a372-b19e2122b084)\n\n## **Our Ask**\n\n1. [Book a demo](https://calendly.com/valerie-li-duckie/meet) with us to get Duckie live in your channel!\n2. Questions, thoughts, feedback, or want a Duckie swag? Email us at [founders@duckie.ai](mailto:founders@duckie.ai)!",
        "url": "https://www.ycombinator.com/launches/KWg-duckie-your-ai-technical-support-assistant",
        "votes": 182,
        "created_at": "2024-02-29T19:10:57.504Z"
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  },
  {
    "id": 29239,
    "name": "ion design",
    "slug": "ion-design",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/19ac79a5dd7e79b8d3e0a7794a401a7673116ee9.png",
    "website": "https://www.ion.design/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "We're a website platform for Ecommerce brands. ION pairs your website with AI agents that design, launch, and learn from on-brand experiments that increase revenue per visitor.\r\n\r\nBrands that use ION learn and grow faster than if they were using a traditional CRO team. It's like a growth team working 24/7 to help drive and convert more traffic.\r\n\r\nWe're trusted by $1b+ companies and leading Ecommerce brands.",
    "one_liner": "AI Website platform that grows revenue automatically",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1698787268,
    "tags": [
      "Design Tools",
      "Marketing",
      "AI"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Engineering, Product and Design"
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    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/ion-design",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/ion-design.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/ion-dot-design",
    "x_url": "https://twitter.com/iondotdesign",
    "fb_url": null,
    "cb_url": null,
    "github_url": "https://github.com/ion-design",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/19ac79a5dd7e79b8d3e0a7794a401a7673116ee9.png",
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    "founders": [
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        "user_id": 608990,
        "full_name": "Samraaj Bath",
        "title": "Founder/CEO",
        "founder_bio": "CEO @ ion design.\n2x YC founder. ex CTO, PM, design team manager, full stack engineer. \nobsessed w/ making it easier to build beautiful products.\n\nI previously founded an ice cream company, bootstrapped a birthday wishing app, danced professionally, and rebuilt a 1981 motorcycle.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/samraajbath",
        "x_url": "https://twitter.com/samraaj",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/9082d26518ac83af8a93212228a3de1b2b71bcad.jpg"
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    "launches": [
      {
        "id": 92019,
        "title": "Ruby: The 1st Autonomous AI Product Designer",
        "tagline": "AI Agent that improves your product while you sleep",
        "body": "We want you to [meet Ruby.](https://ion.design/ruby)\n\n![uploaded image](/media/?type=post&id=92019&key=user_uploads/608990/d2392f00-7f84-408c-b2dd-3ad45be16407)\n\n**tl;dr:** You can assign Ruby design tasks right in slack, like optimizing a flow or creating a new page.\n\nShe clarifies requirements, researches, designs multiple options, iterates with you, and ships PRs to your codebase. She will then monitor performance and suggest future improvements.\n\nShe’s like Devin, but for Product Design work.\n\n2 min demo - [**https://youtu.be/0MccwmsZOOc?si=FqSIPUbiX-Y160h8**](https://youtu.be/0MccwmsZOOc?si=FqSIPUbiX-Y160h8)\n\n### Problem\n\n“Over the next decade, as new coding tools make it easier than ever to build and ship products quickly, great design is going to matter even more.” - Aaron Epstein, latest YC RFS\n\nWe agree, and good design takes a LOT of time, money, and care. Ruby can leverage your design thinking and execute against it 100x faster.\n\nWhenever you build a flow, you can be sure Ruby will make it as good as it can be.\n\n### How ruby helps\n\nWhen assigned a task, ruby works through a flow to solve the problem:\n\n1. **Clarify:** Ruby asks your team the right questions until the requirements are clear.\n2. **Research:** Ruby scans usage data, research docs, personas, and finds external inspo.\n3. **Design & Test:** Ruby generates multiple concepts that follow your brand and design system. She simulates usage and discards weak options. She will iterate until she is confident the problem is being solved.\n4. **Iterate:** Ruby presents her work, takes feedback, and refines. She can iterate endlessly.\n5. **Ship:** Opens a PR when you approve a design.\n6. **Improve:** Ruby will monitor your analytics and propose upgrades whenever she spots opportunities.\n\n### Why did we build this?\n\nOur team was early in generative code & design. I’ve been shipping ai design-to-code tools since 2021, and we recently built an AI visual builder called ion.\n\nInternally, we trained an AI that uses our visual builder itself, and taught it the design process.\n\nIt blew us away.\n\nWe named her Ruby, put her into slack, and started giving her to our customers. Her results look promising so we’re sharing her more 🙂\n\n### Our ask\n\n[**Ruby**](https://ion.design/ruby) is meant for fast moving startups who are serious about getting product changes in the hands of customers faster.\n\nIf you want faster experimentation and world‑class design without extra headcount, [**grab a slot on our calendar.**](https://cal.com/samraaj/15min) We are personally onboarding the first batch of customers.\n\n![uploaded image](/media/?type=post&id=92019&key=user_uploads/608990/b1b1f820-9458-4ab6-a945-8ad107904847)\n\n",
        "url": "https://www.ycombinator.com/launches/NwB-ruby-the-1st-autonomous-ai-product-designer",
        "votes": 44,
        "created_at": "2025-07-09T18:31:45.892Z"
      },
      {
        "id": 89341,
        "title": "ion - AI development for your non-technical team",
        "tagline": "We turn your PMs and Designers into shipping machines",
        "body": "**tldr:** ion is a **visual editor for your codebase** that lets non-engineers (PMs, designers, marketers) safely **edit, refine, and ship** UI changes—while maintaining code quality.\n\n![uploaded image](/media/?type=post&id=89341&key=user_uploads/608990/2f3dfe27-827f-4c3e-8076-dddc335cdf65)\n\n[Demo (2 minutes)](https://youtu.be/qF0Ery_eqRA)\n\n### Safe “vibe coding”, made for your team\n\n* **Built for your codebase:** ion connects to your github and understands your set up (design system, tokens, components, version control) to ensure changes use existing patterns and fit architecture. Setup takes seconds.\n* **Easy for non-technical team:** ion serves a figma-like experience, so PMs and designers have a familiar interface to make product changes. ion automatically opens PRs so your usual review process stays intact.\n* **Faster Iteration:** No more endless backlogs, Figma → Dev → QA loops, or “design doc limbo.” ion makes smaller (but crucial) changes easy, and keeps your engineers focused on the big stuff.\n\n### Problem\n\nProduct teams are split in to two camps:\n\n* Those who can ship (engineers).\n* Those who can’t ship (PMs, designers, marketers, etcc)\n\nSmall changes—marketing pages, design tweaks, growth experiments—get stuck behind bigger features and developer bandwidth.\n\nBut they’re inherently different work and shouldn’t be at odds with one another.\n\n### Solution\n\nWith ion, your entire product team gains the ability to ship through a simple visual editor.\n\nYour team can either point and describe their changes through natural language, or enter “design mode” to get a Figma-like editor built on top of your codebase.\n\n![uploaded image](/media/?type=post&id=89341&key=user_uploads/608990/d37e63ab-9b64-4323-b5cc-01b434303621)\n\nion automatically wires everything into GitHub branches/PRs, so you still maintain engineering rigor.\n\nEngineers are freed up to focus on **high-leverage** work (architecture, data, business logic), while non-technical folks self-serve on UI changes, experiments, front end, and other changes.\n\n### How it’s being used today:\n\n* **Rapid Product Iteration**\n  * Instead of back-and-forth on Slack or Loom videos, designers/PMs can open an ion link for a given branch, visually tweak what’s needed, and ship updated PRs.\n* **Design Fixes**\n  * Designers fix design issues directly within ion rather than piling up a backlog of styling tickets. Some teams even skip Figma altogether for minor tweaks.\n* **Growth & Marketing**\n  * Launch new landing pages, promotions, or experiments at lightning speed. No more waiting on the dev queue for something as simple as a copy change.\n\n### Our ask\n\nion has already shipped thousands of lines of code at companies of all sizes. If you’re interested in unlocking the development productivity of your team,  please reach out:\n\n* Email us at founders@ion.design\n* [Book some time to chat on my calendar](https://cal.com/samraaj/15min)\n* [Download ion now - it’s free to start 🙂](https://ion.design/)",
        "url": "https://www.ycombinator.com/launches/NEz-ion-ai-development-for-your-non-technical-team",
        "votes": 28,
        "created_at": "2025-04-08T18:16:40.189Z"
      },
      {
        "id": 78764,
        "title": "⚡️ ion design - Instantly turn Figma designs into clean React code",
        "tagline": "A design system that writes and maintains your code for you, automatically.",
        "body": "Hi everyone 👋🏽🧡. [Samraaj](https://linkedin.com/in/samraajbath) and [Samuel](https://linkedin.com/in/samuel-barnholdt-a480b3179) here from [ion design](https://www.ion.design/). We’re super excited to share what we’ve been working on with you!\n\n**tldr:**\n\nion design automatically turns Figma designs into pixel-perfect, production-ready code, speeding up front-end implementation time by at least 40%.\n\nWe accomplish this by serving a fully featured Figma design system and matching React component library. This allows our generations to come out with incredibly high-quality, functional code that saves hours of time.\n\nThink of us like UntitledUI and Shadcn on steroids - we speed up both the design and implementation processes.\n\n**Deal:**\n\nOur design system with 5,000+ custom components is available for just $10 for the first 100 customers - [get access here](https://buy.stripe.com/28o1739KTcx59Vu8wB?prefilled_promo_code=YCLAUNCH24)\n\nHere’s a quick demo of our design system being used to generate a production-ready application:\n\n[DEMO](https://youtu.be/81kUjZUXaxQ)\n\n[Demo Application - Figma](https://www.figma.com/file/LncZWxVTpD4svqEUVk63pC/ion-demo-application?type=design&node-id=105%3A4665&mode=design&t=CW5GRxhuZBUGbc6t-1)\n\n[Demo Application - GitHub](https://github.com/ion-design/ion-demo-application)\n\n[Demo Application - Live Link](https://ion-demo-application.vercel.app/)\n\n# The Problem - implementing designs is expensive, painful, and monotonous.\n\nDesign and front-end engineering is re-doing the same work twice. We think this is ridiculous, and a total waste of time for businesses that leads to a multitude of problems:\n\n* **Engineers feel like they are wasting their time** monotonously writing CSS to match pixels in Figma. They would prefer to focus on more interesting work that drives value - like business logic, architecture, and data. They also hate working with primitives and want useable components out-of-the-box.\n* **Designers feel that there’s always a disconnect** between what they made and production. They’re constrained by engineering bottlenecks and their fixes will never be live. Many want a system they can put in place so the organization can be more structured and consistent.\n* **PMs & Founders hate having to prioritize design changes** against product iterations and new feature releases. They wish that the design work could just get done.\n\n# ⚡ Solution - The ion system\n\nion serves a customizable design system & component library that can be synced with your codebase ✨automatically✨.\n\nWe’re the first UI-kit that’s tightly coupled between Figma and React and works with out-of-the-box code generation.\n\n![uploaded image](/media/?type=post&id=78764&key=user_uploads/608990/40106740-b0ff-42ca-8502-5f2138f80e84)\n\nHere are some killer features:\n\n* ion automatically re-uses your existing components and writes READABLE code that your engineers can interface with.\n* ion writes stub functions and state handlers for your buttons, inputs, text areas, tabs, and other complicated components, automatically.\n* ion raises merge conflicts for design changes and soon will be able to create pull requests directly in your repo.\n* ion keeps you consistent, clean, and quick in your development. Oftentimes, the generated code is cleaner and easier to work with than what I write.\n\nUsing ion also saves your designers thousands of hours by serving 5,000+ well-built Figma components. This empowers you to design faster and maintain consistency across your application. Here’s a gif of me creating a screen in a matter of minutes:\n\n![uploaded image](/media/?type=post&id=78764&key=user_uploads/608990/87b26b94-5a26-4e5e-bec1-fe31c3a8e742)\n\nOur design system is endlessly theme-able and syncs directly with the CSS variables in your codebase. Light mode and dark mode are baked into the system.\n\nSay goodbye to re-writing classnames and pulling your hair out to get things to look good. You can even add whatever custom themes you want.\n\n![uploaded image](/media/?type=post&id=78764&key=user_uploads/608990/8f4f009c-a9e8-423a-ace6-db1a05008e4c)\n\n# 💲 Special Deal\n\n* JUST $10 for access to our design system with 5,000+ Figma components and the matching React+tailwind code. [Ready to go for any project - get started here.](https://buy.stripe.com/28o1739KTcx59Vu8wB?prefilled_promo_code=YCLAUNCH24)\n* Personal hands-on help from our team to use the design system and integrate generated code for you.\n\n[Sign up for early access here.](https://www.ion.design/)\n\n[or - book a call with me directly here.](https://cal.com/samraaj/30min)",
        "url": "https://www.ycombinator.com/launches/KUO-ion-design-instantly-turn-figma-designs-into-clean-react-code",
        "votes": 32,
        "created_at": "2024-02-26T19:15:51.663Z"
      }
    ]
  },
  {
    "id": 29241,
    "name": "Tekton Dynamics",
    "slug": "tekton-dynamics",
    "former_names": [
      "MAIHEM",
      "Maihem"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c88f8c82a6ce22ef99621a0f594acb23ef6aa48f.png",
    "website": "https://www.tekton-dynamics.com",
    "all_locations": "London, England, United Kingdom",
    "long_description": "Our mission is to empower every manufacturer, no matter their scale, to invent and build anything using intelligent robots.\r\n\r\nToday’s industrial robots are fast but \"blind\". They struggle with any task that isn't perfectly repetitive. We are building the eyes and brain (a proprietary vision system and AI model) that allow industrial robots to see, reason, and perform complex work with sub-millimeter accuracy and the adaptability of a human expert.\r\n\r\nWe are witnessing the start of a new industrial revolution: an era of advanced manufacturing powered by AI and robotics. We aim to lead this shift by putting these tools into the hands of every manufacturer, ensuring the power to invent and build at scale isn’t a privilege of the few.",
    "one_liner": "AI control layer for welding robots",
    "team_size": 3,
    "industry": "Industrials",
    "subindustry": "Industrials -> Manufacturing and Robotics",
    "launched_at": 1706234384,
    "tags": [
      "Robotics",
      "Manufacturing",
      "AI",
      "Industrial"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Industrials",
      "Manufacturing and Robotics"
    ],
    "regions": [
      "United Kingdom",
      "Europe"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/tekton-dynamics",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/tekton-dynamics.json",
    "year_founded": 2023,
    "city": "London",
    "country": "GB",
    "linkedin_url": "https://www.linkedin.com/company/maihem/",
    "x_url": "https://x.com/maihem_ai",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/maihem",
    "github_url": "https://github.com/maihemlabs/",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/c88f8c82a6ce22ef99621a0f594acb23ef6aa48f.png",
    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": {
      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
    },
    "founders": [
      {
        "user_id": 1616651,
        "full_name": "Max Ahrens",
        "title": "Founder/CEO",
        "founder_bio": "Max is the Founder & CEO of Tekton Dynamics. He did his PhD and Postdoc in Machine Learning at the University of Oxford. During his Postdoc, he was also the Project Leader of a +$500,000 research grant which he was awarded by the Alan Turing Institute and the British Ministry of Defence. Previously, he worked as a consultant with McKinsey.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/maximilianahrens",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/80bef22695b3397da58980f1c3ebd03912d55d75.jpg"
      }
    ],
    "jobs": [
      {
        "id": 96215,
        "title": "General Application",
        "url": "https://www.ycombinator.com/companies/tekton-dynamics/jobs/wfu5lO9-general-application",
        "location": "London",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "£75K - £180K GBP",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 96216,
        "title": "Founding Engineer",
        "url": "https://www.ycombinator.com/companies/tekton-dynamics/jobs/knCVBh5-founding-engineer",
        "location": "London",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "£100K - £150K GBP",
        "equity_range": "0.50% - 2.00%",
        "experience": "3+ years",
        "visa": "US citizenship/visa not required",
        "skills": [
          "Python",
          "Machine Learning",
          "Deep Learning",
          "Computer Vision",
          "CAD Design"
        ]
      }
    ],
    "news": [],
    "launches": []
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  {
    "id": 29244,
    "name": "Sonia",
    "slug": "sonia",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/4a4cf433f7d9018c448c064e68eae45b3ad31cde.png",
    "website": "https://soniahealth.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "We're on a mission to build safe, voice-based AI that makes high quality mental health support accessible to anyone. Founded by a team of MIT and ETH researchers who published papers at top AI conferences like NeurIPS, ICML, EMNLP and more.",
    "one_liner": "Validated mental health support in your pocket, anytime. ",
    "team_size": 7,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Consumer Health and Wellness",
    "launched_at": 1706473568,
    "tags": [
      "Consumer Health Services",
      "Digital Health",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Consumer Health and Wellness"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/sonia",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/sonia.json",
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        "body": "**Hey, we're Jesse and Michael. We were sick of weather apps being wrong so we built a better one.**\n\nToday we're launching the next iteration of Precip. It’s anchored on our own minute-by-minute rainfall forecast which is the most accurate in the US. \n\n<https://youtu.be/q2jSqBh8sk4>\n\nIt all started with a gap most people don't know exists: accurate weather history. \n\nWe first ran into it a decade ago, while building a farming data-science startup in YC. \n\nMost weather providers just show you the last forecast and call it history. \n\nWe do it differently. \n\nWe use high-resolution radar to measure what actually fell. \n\nThe result is 60% better rainfall measurements than just using NOAA's HRRR analysis.\n\nToday we're introducing the next evolution of Precip: our own minute-by-minute rainfall forecast. Instead of a false alarm about rain that never shows up, or getting drenched without warning, Precip tells you when the storm will hit your precise location, how intense it'll be, and how long it'll last, right on your lock screen.\n\nAnd it's not just guessing. Our benchmarks show Precip's minute-by-minute forecast is the most accurate in the US by a large margin: 85% more accurate than Apple Weather and 52% more accurate than Google Weather.\n\n![uploaded image](/media/?type=post&id=117439&key=user_uploads/5724/e3eba11a-751f-45a7-9402-4faafee56141)\n\nHere's what we found doing the research: There are dozens of published \"state of the art\" models that couldn't beat simple, non-deep-learning approaches, even ones from journals like Nature. None of the \"foundation model\" approaches shipped by the big players worked either. \n\nThe reason is twofold: low-quality training data (this is why we had to start with the most accurate history) and the wrong model architecture for this specific problem.\n\nSo if you're like us and don't want to get caught in the rain, download Precip: the first truly exceptional weather app since we lost DarkSky. <https://link.precip.ai/get-precip>\n\nAnd if you're building your own product and want the best weather data, check out our API where you can pull data directly or connect your tools via MCP. <https://api-docs.precip.ai>",
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        "founder_bio": "Founder and CEO of Nuanced. Formerly at GitHub for 7+ years. \n\nMSc in CS from University of Oxford + engineering valedictorian from University of Waterloo. \n\nhttps://www.aymannadeem.com/about/",
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        "linkedin_url": "https://linkedin.com/in/aymannadeem",
        "x_url": "https://twitter.com/aymannadeem",
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    "launches": [
      {
        "id": 78200,
        "title": "🚀 Nuanced — Detect AI-generated images",
        "tagline": "We help companies like dating apps, ad platforms, news sites, and marketplaces distinguish human-authored materials from AI-generated content. ",
        "body": "Hi, We’re [Ayman](https://linkedin.com/in/aymannadeem) and [Dylan](https://linkedin.com/in/dylan-drover), co-founders of [Nuanced](https://www.nuanced.dev/). \n\n**TL;DR:** Nuanced detects AI-generated images. We help companies like dating apps, ad platforms, news sites, and marketplaces distinguish human-authored materials from AI-generated content. \n\n![](https://lh7-us.googleusercontent.com/L399NC0PSyrui-w5rRnJiBPSd_V0eoiaQKJcDB291blx6uiGn9NdkJA8ByQGESJXSJNsMFmZ_AmRodnNG9sygxAP3dPKKCk7o7DKhkTpoVOeVj4SchRZixQPmXJw7pLX4C0sMTwpD-U-zHVPZ7GDmd8)\n\n# \n\n# **We’re solving the authenticity crisis**\n\nNo one wants to lose users because of fake AI content. Consumers lose trust in a platform flooded with AI-generated content, risking churn and reputational damage.\n\nAs AI-generated content surges, distinguishing it from human-made material becomes vital for trust and authenticity. Existing detection technologies fall short, resulting in a $78B annual deepfake expense, and amplify growing problems such as misinformation and identity verification. \n\nOur solution has three parts: \n\n1. Easy integration via our [API](https://nuanced.stoplight.io/docs/nuanced-api/4l8bca59wmrl5-nuanced-api). \n2. Privacy-first, [custom zero PII models](https://blog.nuanced.dev/blog/2024/01/07/the-glossily-rendered-elephant-in-the-room-or-why-we-are-building-our-own-models/). \n3. Staying ahead of [AI-generated threats](https://blog.nuanced.dev/blog/2023/11/05/how-generative-ai-has-transformed-the-online-spam-and-abuse-landscape/) with our dedicated research team.\n\nWith Nuanced, you’ll never have to compromise user privacy, build costly internal systems, or take on complex integrations.\n\n# **How it works**\n\nNuanced provides a service that identifies AI-generated image content. Our models are trained on a wide array of architectures, such as Dalle-3, Midjourney, and SDXL, with continuous integration of data from the latest AI image generators. As AI-generated images evolve, so do we.\n\n![](https://lh7-us.googleusercontent.com/uBHUedbK3fR5oYpkxcyfrG4DBjLVjYL0Jni83s8CbQK0G0y6vCJgt6ebZJGxUHHV6G8T5HjRWVh568IkHDNKkOI_0uphQitm6AOfet8zKv4hudJciLCYucpUiUSvoYe4OAC7KoBbgts-UJlQRlZJQmE)\n\n# **Our story**\n\nDylan and I met while studying engineering at the University of Waterloo. Each of us brings over a decade of tech industry experience. I was on GitHub's engineering team for over 7 years, addressing challenges like scaling abuse mitigation for 100+ million users. While at GitHub, I saw AI-driven threats evolve and evade traditional detection techniques, which led me to found Nuanced.\n\nDylan has a decade of machine learning experience spanning industry and academia, culminating in a 6-year tenure as an Applied AI Scientist at Amazon. \n\nWe both agreed that online content creation and consumption were rapidly changing, making it harder to discern reality from convincing hallucinations. \n\n![uploaded image](/media/?type=post&id=78200&key=user_uploads/1552616/4be4899f-ab76-47c2-a484-1aa39add3b41)\n\n# **Our asks**\n\n* **Give it a try:** use [this playground](http://13.59.173.43:7860/) to see Nuanced in action, and check out our [developer docs](https://nuanced.stoplight.io/docs/nuanced-api/zza4t0r053k8d-verify-image) to learn more. \n* **Flag incorrect results.** If we get something wrong [here](http://3.140.239.1:7860/), flag whether it was real or fake to help us improve our outcomes over time. We have provided a GIF below outlining how to flag incorrect results. \n* **Schedule a call:** to learn more, book a live 1:1 demo using [this link,](https://calendar.google.com/calendar/u/0/appointments/schedules/AcZssZ1oDN9pRF-xSoO2NiV-mUZP4lwg7RJI1fd-W6v1WyJX5rt_b9gJyBx5goNLX9xF4nuAILLBOzix) or by emailing us at [demo@nuanced.dev](mailto:demo@nuanced.dev).\n* **Customer intros:** we’d love intros to companies that have image verification needs, such as user-generated content platforms. Feel free to make intros directly to [ayman@nuanced.dev](mailto:ayman@nuanced.dev).\n\n \n\n![](https://lh7-us.googleusercontent.com/RobYeCSZ51B1S7hlokDlDtBRijqImf1AW53-CH5coPIOqKZXtkC1v7US15o03rvtPAf8oYFo6z1qnxA4W-tml1EgXE6KHjviB2eTOv9j3tG3ZWQBTtUV3zsWv8Q8ZPpJzuC3z1a7ojvdqPdp-dB5A74)\n\n",
        "url": "https://www.ycombinator.com/launches/KLI-nuanced-detect-ai-generated-images",
        "votes": 25,
        "created_at": "2024-02-06T16:44:25.814Z"
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    "id": 29252,
    "name": "Maia",
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    "website": "https://www.ourmaia.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Maia helps couples connect more each day. Trained by relationship experts, Maia offers daily activities, personalized advice, proactive insights, quizzes and games through AI and relationship science.",
    "one_liner": "AI relationship app that keeps couples together",
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    "industry": "Healthcare",
    "subindustry": "Healthcare -> Consumer Health and Wellness",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://linkedin.com/company/ourmaia",
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      "name": "Garry Tan",
      "url": "https://www.ycombinator.com/people/garry-tan"
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    "founders": [
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        "user_id": 792686,
        "full_name": "Claire Wiley",
        "title": "Founder/CEO",
        "founder_bio": "Building Maia to help couples stay together. Immigrant raised in multi-cultural households. Launched a couples coaching program during MBA. Previously in tech/infra private equity. Pro: love & therapy. Anti: fixed mindsets.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/claire-wiley",
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      {
        "id": 78405,
        "title": "Maia 💚💙 Transforming relationships using AI",
        "tagline": "We help couples stay together.",
        "body": "**tl;dr: We've created Maia, a mobile app blending AI and relationship science to help couples stay together. It delivers personalized advice, proactive insights, and activities to deepen connections. Ready to transform your relationship?** [**Download the app with your partner today!**](https://apple.co/3RWaBvT)\n\nHi, we’re [Claire](https://www.linkedin.com/in/claire-wiley/) and [Ralph](https://www.linkedin.com/in/ralphma/), the team behind Maia. Our mission is to empower couples to build stronger, more fulfilling relationships. With Maia, we're making personalized relationship coaching accessible to everyone, at any time.\n\n![uploaded image](/media/?type=post&id=78405&key=user_uploads/792686/abba1e5e-80a6-43a9-ab10-035b8b58d8e4)\n\n**🤔 The Problem**\n\nDespite the pivotal role relationships play in our happiness and overall well-being, existing support systems fall short. Traditional couples therapy is still inaccessible and stigmatized, couples are increasingly turning online for advice, and couple apps provide static content that lacks personalization. On average, it takes a couple 6 years of being unhappy before seeking help. We're to navigate the complexities of building lasting relationships largely on our own, using trial and error and the hope that love will find a way (divorce rates are >50%).\n\n**💡 Our Solution**\n\n![uploaded image](/media/?type=post&id=78405&key=user_uploads/792686/8a96faf8-a9b5-4c53-bf83-ec02e954b4a9)\n\nMaia reimagines relationship care by blending AI coaching, expert guidance, and informal chat interactions into a seamless, engaging experience for couples. Building a lasting relationship is about more than just maintenance; it’s also about turning your relationship into a rewarding adventure. With Maia, personal growth and wellness become accessible and enjoyable for every couple. Whether it's planning the perfect date night, resolving a conflict, or learning more about one another, Maia offers a roadmap to a happier, healthier relationship.\n\nHere’s what [Dr. Marisa T. Cohen, PhD, LMFT](https://www.linkedin.com/in/marisatcohen/), our relationship expert, says about Maia:\n\n> Maia is a powerful tool that provides psychoeducation about relationships, normalizes the experiences we have and challenges we face, as well as prompts users to reflect on their lived experiences, values, and goals, thereby encouraging a greater level of self-awareness. **The best part is that engaging with Maia feels like chatting with a friend, one that not only has deep understanding of the human connection, but also a lot of sass.** I am proud to work with the Maia team in training Maia to approach users from a place of curiosity like a clinician, present tips and valuable resources like a relationship expert, and engage with users from a place of deep appreciation of the human bond.\n\nHere’s what our user K. said about Maia:\n\n> I am beyond grateful I came across it. I’ve been recommending it to friends along the way as it’s helped immensely as a **support outlet** but also grow my thoughts when I fall narrow minded from an emotional state. I’ve personally found it to be **far better than messaging-therapist platforms** because of the lack of opinions and bias. I think that’s probably a major difference that pushes me to truly absorb the advice Maia gives.\n\n**📖 Our Story**\n\nFor us, Maia’s mission is deeply personal. Having both grown up in first-generation divorced households and navigated the ups and downs of our own relationships, we recognized the universal need for a proactive approach to relationship health. By combining our expertise in AI and psychology, we built Maia to address this need.\n\n**🙌 Our Ask**\n\n* **Couples!** We made Maia for you! Please check out [our app](https://apple.co/3RWaBvT), and let us know your thoughts [here](https://eqsaivifhj6.typeform.com/to/U8Xn52Ne#ui=yc) or reach out directly to us at [hello@ourmaia.com](mailto:hello@ourmaia.com). Your insights could help shape the future of relationships everywhere! 💚💙\n* **Share the love!** Maia is for every couple. Have friends who just got engaged? Or someone who’s always texting you for relationship advice? Tell them to [download Maia](https://apple.co/3RWaBvT) [😉](https://emojipedia.org/winking-face)",
        "url": "https://www.ycombinator.com/launches/KOb-maia-transforming-relationships-using-ai",
        "votes": 108,
        "created_at": "2024-02-13T21:00:26.739Z"
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    "id": 29253,
    "name": "Andon Labs",
    "slug": "andon-labs",
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    "website": "https://andonlabs.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Safety from humans in the loop is a mirage. We evaluate, research, and apply AI control in our own real-world deployments of autonomous organizations.\r\n\r\nWe are building the Safe Autonomous Organization. We iteratively launch and scale autonomous organizations, while bridging AI control research with real-world testing.",
    "one_liner": "Autonomous organizations without humans in the loop",
    "team_size": 11,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1699380174,
    "tags": [
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      "AI"
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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      "America / Canada"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/andon-labs",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/andon-labs.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/andonlabs/",
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    "primary_partner": {
      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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    "founders": [
      {
        "user_id": 1308973,
        "full_name": "Lukas Petersson",
        "title": "Founder/CTO",
        "founder_bio": "Breaking capitalism @Andon Labs",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/lukas-petersson-181a83172",
        "x_url": "https://twitter.com/lukaspet",
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    "news": [
      {
        "title": "Anthropic's office launched an AI-run vending machine. It had AI-run stores and cafes within a year | Fortune",
        "url": "https://fortune.com/2026/06/02/anthropic-office-vending-machine-ai-agents-vendo-andon-lukas-petersson/",
        "date": "Jun 02, 2026"
      },
      {
        "title": "The café run by AI just ordered 3,000 pairs of gloves",
        "url": "https://www.thetimes.com/world/europe/article/life-in-an-ai-cafe-f6khbhq99",
        "date": "May 24, 2026"
      },
      {
        "title": "Andon Labs’ AI radio stations show why Grok and Gemini can’t be trusted | The Verge",
        "url": "https://www.theverge.com/ai-artificial-intelligence/931479/andon-labs-ai-radio-companies",
        "date": "May 15, 2026"
      },
      {
        "title": "What Happens When A.I. Runs a Store in San Francisco? - The New York Times",
        "url": "https://www.nytimes.com/2026/04/21/us/san-francisco-store-managed-ai-agent.html?searchResultPosition=1",
        "date": "Apr 21, 2026"
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      {
        "title": "We Let AI Run Our Office Vending Machine. It Lost Hundreds of Dollars.",
        "url": "https://www.wsj.com/tech/ai/anthropic-claude-ai-vending-machine-agent-b7e84e34",
        "date": "Dec 18, 2025"
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    "id": 29254,
    "name": "Reducto",
    "slug": "reducto",
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    "website": "https://reducto.ai",
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    "long_description": "Reducto is the agentic document platform for leading AI teams building systems to automate document workflows at enterprise scale.\r\n\r\nOur platform provides a comprehensive toolkit for working with documents the way a human would, combining custom in-house and leading frontier models to power efficient and accurate document workflows. Reducto is trusted by leading AI teams at companies like Harvey, Scale AI, and Vanta.\r\n\r\nWe are built for enterprise workloads with flexible deployment options from the cloud to fully air-gapped environments, SOC II and HIPAA compliance, and zero data retention.\r\n\r\nLearn more: https://reducto.ai/\r\nFind our YC deal: https://reducto.ai/yc",
    "one_liner": "The complete agentic document platform",
    "team_size": 30,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1704664395,
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      "Data Engineering",
      "Enterprise Software",
      "Search",
      "AI"
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    "year_founded": 2023,
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    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/reducto-ai/",
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        "user_id": 1577822,
        "full_name": "Raunak Chowdhuri",
        "title": "Founder/CEO",
        "founder_bio": "Co-founder/CTO at Reducto. Before Reducto I studied CS at MIT, founded/scaled a comp. chem consulting company to 200k ARR, published computer vision papers with 100+ citations before finishing high school, and spent a little too much time shit posting on Twitter.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/sauhaarda",
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        "full_name": "Adit Abraham",
        "title": "Founder/COO",
        "founder_bio": "Co-founder/CEO at Reducto. Before Reducto I studied CS at MIT, made Ads/Search things as a PM for Google, did ML research at MIT's Media Lab, and spent an unreasonable amount of time playing Pokemon Showdown.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aditabraham",
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      {
        "id": 69144,
        "title": "Software Engineer",
        "url": "https://www.ycombinator.com/companies/reducto/jobs/2BVFiJu-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$140K - $240K",
        "equity_range": "0.10% - 1.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
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          "TypeScript",
          "Torch/PyTorch",
          "Computer Vision"
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      {
        "id": 70899,
        "title": "Machine Learning Engineer",
        "url": "https://www.ycombinator.com/companies/reducto/jobs/3VS78nJ-machine-learning-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$150K - $240K",
        "equity_range": "0.10% - 1.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
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          "Torch/PyTorch",
          "Computer Vision",
          "Data Analytics"
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      {
        "id": 71707,
        "title": "LLM/ML Engineer (Inference)",
        "url": "https://www.ycombinator.com/companies/reducto/jobs/roVp40O-llm-ml-engineer-inference",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$200K - $300K",
        "equity_range": "0.10% - 1.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
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    "news": [
      {
        "title": "Reducto: AI document parsing & extraction software",
        "url": "https://reducto.ai/blog/reducto-series-b-funding",
        "date": "Oct 14, 2025"
      },
      {
        "title": "Reducto: Making Human Data LLM-Ready With State-of-the-Art Accuracy",
        "url": "https://www.youtube.com/watch?v=QBC_cViA7j8",
        "date": "May 01, 2025"
      },
      {
        "title": "Exclusive: Reducto, AI document parsing startup, raises $24.5 million Series A led by Benchmark | Fortune",
        "url": "https://fortune.com/2025/04/25/exclusive-reducto-ai-document-parsing-startup-raises-24-5-million-series-a-led-by-benchmark/",
        "date": "Apr 25, 2025"
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        "title": "Reducto Document Ingestion API",
        "url": "https://reducto.ai/blog/reducto-series-a-funding",
        "date": "Apr 25, 2025"
      },
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        "title": "Reducto Document Ingestion API",
        "url": "https://reducto.ai/blog/seed-round",
        "date": "Oct 02, 2024"
      }
    ],
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        "id": 82871,
        "title": "Reducto - Structured data from any unstructured document",
        "tagline": "Reducto’s new API makes it easy to turn complex documents and spreadsheets into structured data that fits your schema, with zero fine tuning. ",
        "body": "![uploaded image](/media/?type=post&id=82871&key=user_uploads/850889/1ce99361-5539-4e75-809d-d432d24470a2)\n\n[Reducto](https://reducto.ai) is a team from MIT building vision models to turn complex documents into LLM-ready inputs. Every part of our core API was made to offer the most accurate extraction possible, and we now power document ingestion for leading AI teams ranging from startups to Fortune 10 enterprises. \\\n\\\nWe’re excited to release a new **Structured Extraction API**, which leverages LLMs along with our vision models to extract the data that you need with exceptional accuracy and flexibility. \n\n# **📃 The Problem**\n\n**Nearly 80% of enterprise data is in unstructured formats like PDFs and spreadsheets**\\\nPDFs are the status quo for enterprise knowledge in nearly every industry. They’re stored in a structure that’s simply impractical for use in digital workflows, which leads to [dozens of wasted hours every week](https://www.reducto.ai/blog/the-real-cost-of-manual-document-processing).\\\n\\\n**Custom extraction models require hundreds of hours to build and maintain**\n\nCompanies often use traditional solutions to build a custom extraction pipeline for _every_ document layout they’re working with. That requires dozens of hours for labeling and training the model, and constant maintenance when models break from changing layouts.\\\n\\\n**LLMs offer better flexibility at the cost of reliability**\n\nOff the shelf LLMs _can_ offer exceptional reasoning but they struggle with hallucinations and extraction inaccuracies, making them unreliable for production use cases. \n\n# \n\n# **✅ Our Solution**\n\nWe’ve built vision models to read documents the way a human would, and a language model that we trained for schema-based extraction. Our new model can handle significantly larger documents, and is trained to _cite_ the source for each piece of information, allowing you to audit and verify outputs easily.\n\n![uploaded image](/media/?type=post&id=82871&key=user_uploads/850889/b090586c-1014-4293-a5f3-266950b46338)\n\nThis means you can:\n\n* Extract important fields with simple, natural language instructions\n* Verify any information using our source citations\n* Build powerful automations by integrating Reducto’s API with your custom workflow\n\n# **🚀 Automate your unstructured data processing**\n\nOur API is live in production with leading teams across insurance, healthcare, and finance, and we would love to work with you to improve your unstructured data ingestion.\\\n\\\nThis new API leverages all of the work that we’ve put into improving our document understanding models to make structured extraction work across all layouts with best in class accuracy. \\\n\\\nYou can [sign up](https://reducto.ai/pricing) to get started right away, or reach out to us at [founders@reducto.ai](mailto:founders@reducto.ai) for a demo!",
        "url": "https://www.ycombinator.com/launches/LYd-reducto-structured-data-from-any-unstructured-document",
        "votes": 28,
        "created_at": "2024-08-09T14:58:47.814Z"
      },
      {
        "id": 78035,
        "title": "🔮 Reducto - Unlocking data behind complex documents",
        "tagline": "Our API allows you to convert complex, unstructured documents into structured outputs that are perfect for RAG, process automation, and more.",
        "body": "Hey everyone - [Raunak](https://www.raunakdoes.dev/) and [Adit](https://www.linkedin.com/in/aditabraham/) here 👋🏼\\\n\\\nWe met four years ago while studying computer science at MIT, and we’ve spent the past few years building ML products at companies like Google and NVIDIA. We started building [Reducto](https://reducto.ai) after struggling with document ingestion while consulting for teams integrating LLMs into their applications.\n\n# \n\n# **📃 The Problem**\n\n**Nearly 80% of enterprise data is in unstructured formats like PDFs**\n\nPDFs are the status quo for enterprise knowledge in nearly every industry. Insurance claims, financial statements, invoices, and health records are all stored in a structure that’s simply impractical for use in digital workflows. This isn’t an inconvenience—it’s a critical bottleneck that leads to [dozens of wasted hours every week](https://www.reducto.ai/blog/the-real-cost-of-manual-document-processing).\n\n**Traditional approaches fail at reliably extracting information in complex PDFs**\n\nOCR and even more sophisticated ML approaches work for simple text documents but are unreliable for anything more complex. Text from different columns are jumbled together, figures are ignored, and tables are a nightmare to get right. Overcoming this usually requires a large engineering effort dedicated to building specialized pipelines for every document type you work with. \n\n# **🚀 Our Solution**\n\nReducto breaks document layouts into subsections and then contextually parses each depending on the type of content.\n\n![](https://framerusercontent.com/images/OGE17IqyrDhYFCvrxMFNNtwpLs.png?scale-down-to=2048)\n\nThis is made possible by a combination of vision models, LLMs, and a suite of heuristics we built over time. Put simply, we can help you:\n\n* Accurately extract text and tables even with nonstandard layouts\n* Automatically convert graphs to tabular data and summarize images in documents\n* Extract important fields from complex forms with simple, natural language instructions\n* Build powerful retrieval pipelines using Reducto’s document metadata\n* Intelligently chunk information using the document’s layout data\n\nYou can try a demo [here](https://app.reducto.ai/share/5ecd4726-f482-498d-a1c2-b76e12f595a8). \n\n# **🙏🏼 Our Ask**\n\nWe’re looking to onboard more teams across insurance, healthcare, and finance and would really appreciate your help. If you or someone you know is struggling with high-volume document workflows (5000+ pages), please reach out to us at [founders@reducto.ai](mailto:founders@reducto.ai).",
        "url": "https://www.ycombinator.com/launches/KId-reducto-unlocking-data-behind-complex-documents",
        "votes": 41,
        "created_at": "2024-01-31T20:01:45.526Z"
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    "id": 29256,
    "name": "Momentic",
    "slug": "momentic",
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    "website": "https://momentic.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Momentic makes Mo, the AI QA engineer. Point Mo at your app with a goal and a swarm of agents bug-bashes it the way your team would, then reports every bug with repro steps, logs, and a video replay.\r\n\r\nNotion, Whatnot, Retool, Webflow, Framer, and 1,600+ teams use Momentic.\r\n\r\nTeams also use Momentic to write end-to-end tests in plain English, run them in CI, and let agents triage and maintain the suite across web and mobile.\r\n\r\nLearn more at momentic.ai",
    "one_liner": "Mo, the AI QA engineer that bug-bashes your app before every release",
    "team_size": 18,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1700355696,
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    "url": "https://www.ycombinator.com/companies/momentic",
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    "primary_partner": {
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    "founders": [
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        "user_id": 1327081,
        "full_name": "Wei-Wei Wu",
        "title": "Founder",
        "founder_bio": "Wei-Wei Wu is a co-founder and CEO of Momentic. Previously, he worked at Assembled, building infrastructure and real-time features. Before that, he was the first employee and founding engineer at Nashi, a startup tackling RTO during Covid, which was acquired by Density in 2021.",
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        "linkedin_url": "https://linkedin.com/in/hungweiwu",
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      {
        "user_id": 1637474,
        "full_name": "Jeff An",
        "title": "Founder/CTO",
        "founder_bio": "I'm a curious and driven technical founder hailing from Toronto, Canada. I love up-leveling others through my work and after graduating from the University of Waterloo, I found my calling in cloud and test infrastructure at companies like Splunk, Google, and Robinhood. Aside from engineering, I love traveling the world (over 100K miles flown in 2023!), playing piano, and hiking.\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/jeff-an",
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        "id": 85334,
        "title": "Founding Engineer (Frontend)",
        "url": "https://www.ycombinator.com/companies/momentic/jobs/938G5qp-founding-engineer-frontend",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $220K",
        "equity_range": "0.50% - 1.00%",
        "experience": "Any (new grads ok)",
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    "news": [
      {
        "title": "The Q/A Layer for the AI Coding Era",
        "url": "https://www.youtube.com/watch?v=UpWNdSVWA7M",
        "date": "Mar 23, 2026"
      },
      {
        "title": "Momentic raises $15M to become the AI-era ‘source of truth’ for software quality - SiliconANGLE",
        "url": "https://siliconangle.com/2025/11/24/momentic-raises-15m-become-ai-era-source-truth-software-quality/",
        "date": "Nov 24, 2025"
      },
      {
        "title": "Momentic raises $15M to automate software testing | TechCrunch",
        "url": "https://techcrunch.com/2025/11/24/momentic-raises-15m-to-automate-software-testing/",
        "date": "Nov 24, 2025"
      },
      {
        "title": "Momentic raises $3.7M to redefine software testing with AI - SiliconANGLE",
        "url": "https://siliconangle.com/2025/03/04/momentic-raises-3-7m-redefine-software-testing-ai/",
        "date": "Mar 04, 2025"
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      {
        "id": 117199,
        "title": "Momentic: Mo, the AI QA engineer that finds bugs before your users do",
        "tagline": "Point Mo at your app. Get back the bug report, with repro steps, logs, and a video replay of each one.",
        "body": "**TL;DR:** Mo is an AI QA engineer. Give it any app (web, iOS, or Android) and a goal, and it launches hundreds of agents that bug-bash every nook and cranny of your app the way your team would before a release. You get one report: what was tested, what failed, repro steps, logs, and a video replay of each bug. We’re giving every sign up $250 in free credits at [momentic.ai](http://momentic.ai).\n\nLaunch video: <https://youtu.be/5RMQVtk-ayE>\n\n**Hey YC, we're Wei-Wei and Jeff.** We launched Momentic here in YC W24 as AI-powered end-to-end testing, and teams like Notion, Whatnot, and Retool run their test suites on it today. Today we're launching Mo.\n\n**The problem**\n\nClaude Code, Cursor, and Devin made writing code super easy. Testing is still the bottleneck. Over the past two years, our customers kept telling us: \"I don't want another script to write and maintain\" and \"Now I'm paying double, for QA and for a testing tool we have to use.\" No one asked for another testing framework to learn. All they wanted was no bugs.\n\n**How Mo works**\n\n1. Point Mo at your app and tell it what to test, in plain English: \"bug bash the checkout flow.\"\n2. Mo launches hundreds of agents in parallel on our hosted browsers and emulators/simulators. They click through the app just like a QA engineer would and cover every edge case, every nook and cranny.\n3. Every bug report has repro steps, logs, screenshots, and a video replay. File a ticket or hand it to your coding agent to fix.\n\n![uploaded image](/media/?type=post&id=117199&key=user_uploads/1327081/d363fb1e-977d-4c17-84dd-c3b9a8fcc89f)\n\nHere's one from this week. Mo hit Search on GitHub's Pull requests page without touching the prefilled query; GitHub wiped the query and threw an empty-query error. One prompt: \"bug bash\" plus the URL.\n\n**Results so far**\n\nNotion, Glide, Superpower and other teams put Mo on their own apps. Across the beta: Mo ran 1,100+ bug bashes and caught 3,500 verified bugs. One customer told us: \"I reviewed the findings and merged fixes for 10 of them. How did we not catch this already?\"\n\nIn our evals, Mo found 3.8x more bugs than Codex with Playwright MCP, 9x more bugs per hour, at half the cost per bug.\n\n![uploaded image](/media/?type=post&id=117199&key=user_uploads/1327081/a08dc6e5-a978-457b-9e88-d5ebce725be1)\n\n**Why we built it**\n\nWe started Momentic because we hated testing. At Nashi, I spent four hours every Thursday evening manually testing before a release. Two years of selling Momentic taught us that teams don't want better scripts; they want no bugs, so we built Mo to find them.\n\n**Our ask**\n\n* Try it on your app: [momentic.ai](http://momentic.ai), $250 in free credits on signup.\n* YC founders: we have a [sick YC deal](https://bookface.ycombinator.com/deals/2562) to redeem on Bookface.\n* Questions or a bug you want us to look at: DM me on X [@wuweiweiwu](https://x.com/wuweiweiwu).\n\nWei-Wei and Jeff",
        "url": "https://www.ycombinator.com/launches/UUJ-momentic-mo-the-ai-qa-engineer-that-finds-bugs-before-your-users-do",
        "votes": 211,
        "created_at": "2026-09-28T16:00:11.921Z"
      },
      {
        "id": 79067,
        "title": "Momentic - Automated testing with AI",
        "tagline": "Use AI to automate the most tedious parts of software development.",
        "body": "Hey everyone 👋 We’re Wei-Wei and Jeff and we're building [Momentic](https://momentic.ai). We're on a mission to make testing easy and fast for developers.\n\n# **TL;DR**\n\nDevelopers author E2E tests 10X faster with Momentic’s low-code editor. We make AI do the heavy lifting for you: finding elements, reasoning about assertions, visual comparisons, and even generating whole test cases!\n\n# **Testing still sucks!**\n\nThe average developer today still spends hundreds of hours every year writing and maintaining test suites in Selenium, Cypress, or Playwright. Existing no-code solutions like Browserstack and Tricentis are often unreliable and difficult to use, forcing teams to fallback on manual QA.\n\nThe bottom line is: **testing slows you down**, and all companies eventually encounter a tradeoff between velocity and quality.\n\n# **What if testing could help developers ship _faster_?**\n\nOur low-code test editor replaces traditional test scripts with AI-powered, self-healing steps. It seamlessly integrates into your existing workflows: from local development to CI/CD environments and production.\n\nHere’s how it works:\n\n_Interact with your app in plain English._\n\n![uploaded image](/media/?type=post&id=79067&key=user_uploads/1327081/d3261cce-cd3a-4f9c-bc55-0cea1533260f)\n\n_Craft assertions from any logical statement or visual condition._\n\n![uploaded image](/media/?type=post&id=79067&key=user_uploads/1327081/9a4fdfe4-f7d8-4183-a4a1-7b09ade815ac)\n\n_Record and replay actions on any site, even those on localhost._\n\n![uploaded image](/media/?type=post&id=79067&key=user_uploads/1327081/25e50c1d-dd84-4e7f-aafa-00e33618b42e)\n\n# **Meet the team**\n\nWe’re [Wei-Wei](https://www.linkedin.com/in/hungweiwu/) and [Jeff](https://www.linkedin.com/in/jeff-an/) - two software engineers who dreaded testing so much we founded a company to do it for us 😂.\n\nWe-Wei was a founding engineer at Nashi and then a staff engineer at Density, leading product engineering and product reliability. Jeff led testing at Robinhood and enterprise quality at Retool, and saw first-hand how lack of testing can impact a company’s bottom line.\n\n![uploaded image](/media/?type=post&id=79067&key=user_uploads/1327081/d66b58e4-4dfa-45f9-89c9-d2cfa4b9bc95)\n\n# **Our ask**\n\nMomentic is currently in private beta, working closely with early customers. We plan to give access to a select few companies in the next few weeks, so please reach out to [founders@momentic.ai](mailto:founders@momentic.ai) or [book a call](https://momentic.ai/demo).\n\nWe would love to work with you if:\n\n1. You want to use Momentic to accelerate development teams without sacrificing quality.\n2. You currently spend more time and resources than you’d like on testing.\n\nWe offer plans for teams of all sizes and offer features such as white-glove onboarding, accessibility audits, visual diffing, environments, source control, custom SSO, and migrations from existing frameworks.\n\nFor more details, visit [momentic.ai](http://momentic.ai).\n\nThank you!\n\nWei-Wei and Jeff",
        "url": "https://www.ycombinator.com/launches/KZH-momentic-automated-testing-with-ai",
        "votes": 341,
        "created_at": "2024-03-05T15:30:46.181Z"
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    "id": 29257,
    "name": "Tuesday Labs",
    "slug": "tuesday-labs",
    "former_names": [
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      "Tuesday Lab"
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    "website": "https://www.tuesdaylabs.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "Tuesday makes delightful robots that tidy your home for you",
    "one_liner": "Delightful robots",
    "team_size": 7,
    "industry": "Consumer",
    "subindustry": "Consumer -> Consumer Electronics",
    "launched_at": 1706678921,
    "tags": [
      "Robotics",
      "Consumer",
      "Gaming",
      "Electronics",
      "AI"
    ],
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    "top_company": false,
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    "batch": "Winter 2024",
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      "America / Canada"
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    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/tuesdaylabs/",
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        "full_name": "Rosalind Shinkle",
        "title": "Founder/CEO",
        "founder_bio": "Ros is the founder and CEO of Tuesday Labs. Before starting Tuesday, Ros was a Staff Robotics Engineer at Boston Dynamics, where she worked on the Spot Manipulation team. At Boston Dynamics, Ros engineered the algorithms that tell the Spot arm how to interact with the world, e.g. how to inspect manufacturing lines and place sensitive objects. Ros has a BSE in Mechanical Engineering and Applied Mechanics and a Master’s in Robotics from UPenn.",
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        "title": "Open Call for Candidates",
        "url": "https://www.ycombinator.com/companies/tuesday-labs/jobs/PWQE14e-open-call-for-candidates",
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    "id": 29258,
    "name": "Saga AI",
    "slug": "saga-ai",
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      "Tiles",
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    "all_locations": "San Francisco, CA, USA",
    "long_description": "Saga AI deploys voice agents for healthcare practices, ACOs, and health systems to handle scheduling, patient intake, and care gap outreach. Agents connect directly to your EHR in real time.",
    "one_liner": "Voice Agents for Healthcare Operations",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Operations",
    "launched_at": 1710167593,
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        "user_id": 1531285,
        "full_name": "Jenica Zhong",
        "title": "Founder/CEO",
        "founder_bio": "Cofounder and CEO of Tile. She was previously at Palantir for 4 years as a PM on their big data product (Foundry), Tactical Intelligence Targeting Access Node (TITAN), and AI-Assisted Decisions for Defense (Gotham). She majored in math at Harvard specializing in differential topology. She is also a math olympian who still enjoys solving USAMO problems in her free time as well as running marathons and oil painting (national-award winner!).",
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        "linkedin_url": "https://linkedin.com/in/jenica-zhong",
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    "launches": [
      {
        "id": 79262,
        "title": "Tile: AI-first SQL notebook for building stunning data apps",
        "tagline": "A notebook with visual, low-code and SQL tiles. Every tile compiles to SQL so your work will never get stuck in a proprietary format.",
        "body": "Hi! We’re building [Tile](https://tile.sh/).\n\n### **About Us**\n\n[Jenica](https://linkedin.com/in/jenica-zhong) and [Jessica](https://linkedin.com/in/jfang707) have collectively spent 9 years data wrangling at Palantir. We have built AI models and analytics products for both commercial enterprise and defense customers. Before Palantir, Jenica studied Math/CS at Harvard, and Jessica studied CS at MIT.\n\n### **Problem**\n\n**1\\.   SQL is verbose and hard to use for exploratory data analysis**\n\nData analysis is an iterative and investigative process. While SQL remains the most powerful language for working with data, SQL syntax results in long code blocks that are unforgiving when trying to quickly explore data.\n\n**2\\. Plain english is good for describing a high level query, but not the right UI for refinement**\n\nAI has been an incredible technology for fetching the right general data and columns on a well-defined and metadata-rich semantic layer. However, analysts must write long descriptive sentences to refine the query.\n\n### **Solution**\n\n**Tile allows anyone to explore and investigate their data in modularized steps without the clunky syntax of SQL.**\n\nOnce the insight is found, convert your tiles to a SQL block so you still have the robustness of code when building reports to share this insight with others.\n\n**Vision: The future is AI-enabled data analysis and report building. However, for it to work, explainability will be key. Tile will allow AI to show its work with step-by-step tiles and allow end users to fine-tune its responses.**\n\n**Demo: Learn how Dwight can use Tile to explore Dunder Mifflin’s transactions data**\n\n<https://youtu.be/vRRoolP3jG0>\n\n### **Try Tile with your data**\n\n[Sign up for a free 14 day trial](https://www.tile.sh/free-trial-sign-up) using Tile with your data! Reach out to [jenica@tile.sh](mailto:jenica@tile.sh) for specific questions.\n\n![uploaded image](/media/?type=post&id=79262&key=user_uploads/1531285/e8f02166-1e64-4b01-9628-3065aaee99c5)\n\n",
        "url": "https://www.ycombinator.com/launches/KcQ-tile-ai-first-sql-notebook-for-building-stunning-data-apps",
        "votes": 162,
        "created_at": "2024-03-11T17:00:06.887Z"
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    "id": 29259,
    "name": "Newton",
    "slug": "newton",
    "former_names": [
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    "website": "https://joinnewton.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Newton is the AI phone system built for retail healthcare practices—starting with dentists. We replace outdated phone systems and clunky communication tools with a modern agentic platform that handles scheduling, billing, and patient communication.",
    "one_liner": "AI-powered phone platform for dentists",
    "team_size": 4,
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    "subindustry": "B2B",
    "launched_at": 1704170538,
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        "full_name": "Rohit Chaparala",
        "title": "Founder/CEO",
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        "user_id": 1653711,
        "full_name": "Sam Detjen",
        "title": "Founder/CTO",
        "founder_bio": "Ex microsoft engineer and first time founder",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/sam-detjen-93243b129?utm_source=share&utm_campaign=share_via&utm_content=profile&utm_medium=ios_app",
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      {
        "id": 70315,
        "title": "Founding Engineer",
        "url": "https://www.ycombinator.com/companies/newton/jobs/V9kaQiR-founding-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$110K - $180K",
        "equity_range": "0.50% - 1.50%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 77826,
        "title": "Founding Business Development Representative ",
        "url": "https://www.ycombinator.com/companies/newton/jobs/EsRR2Qr-founding-business-development-representative",
        "location": "Lehi, UT, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
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        "equity_range": "",
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    "news": [
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        "title": "Newton Raises $3.8 Million to Bring AI-Native Workflow Automation to Dental Practices – Unite.AI",
        "url": "https://www.unite.ai/newton-raises-3-8-million-to-bring-ai-native-workflow-automation-to-dental-practices/",
        "date": "Oct 22, 2025"
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      {
        "id": 87264,
        "title": "Newton: AI-powered Phone Platform for Dentists and DSOs",
        "tagline": "Newton helps dentists and DSOs elevate their practice with AI",
        "body": "# **TL/DR –**\n\nNewton is an AI phone (VoIP) system for dentists and DSOs (large dental groups). Customers use Newton to grow their practice and eliminate attrition, keep their chairs full and days productive, and free their front desk to focus on what matters most: meaningful patient interactions. \n\n# **Problem**\n\nAsk any dental practice owner and they will tell you how difficult it is to manage and run a dental clinic. Insurance reimbursement rates have stayed flat for the past 30+ years while cost of labor and overhead continues to rise. Patients expect more choice and flexibility around booking (a trend that has increased post-COVID) which has led to greater rates of cancellations and attrition. \n\nAnd existing technology has failed practice owners, forcing them to employ a patchwork of manual point solutions that are bridged together by an overworked front desk that is juggling — among other tasks — phone calls, patient arrivals, and communication with third-parties like insurance.\n\n# **Solution**\n\nNewton is an AI phone platform that offloads manual and repetitive tasks from the front deask while boosting overall patient engagement and retention for the practice. At its heart is **Sophia,** a customizable AI agent who can handle calls and texts and book directly into the practice management software (PMS).\n\nhttps://www.youtube.com/watch?v=HvnKAkDCFJU\n\n**How Newton Helps:**\n\n1. **Automated appointment management:** Sophia monitors arrivals over phone and text. She seamlessly reschedules patients that can’t make their appointment and manages a waitlist in real-time to keep chairs full. \n2. **Targeted Patient Engagement:** Customers use Newton to build custom patient lists based on appointments, treatments, and insurance—and launch AI-powered campaigns on them to boost reactivation\n3. **24/7 Phone and Text Support:** Sophia's around-the-clock availability means no more missed or dropped calls. She handles calls on her own or escalates to staff with context when needed.\n4. **Online AI Chat & Forms:** Customers can embed Newton's AI on their website to streamline patient acquisition—automatically collecting insurance and intake details from start to finish.\n\n**Our Ask**\n\nAre you a dentist, office manager, or executive at a single location practice, multi-location group, or DSO? Do you know someone who is? [Book a demo](https://joinnewton.com/book-a-demo) with us today to see how Newton can help. ",
        "url": "https://www.ycombinator.com/launches/MhU-newton-ai-powered-phone-platform-for-dentists-and-dsos",
        "votes": 42,
        "created_at": "2025-01-29T06:13:09.996Z"
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      {
        "id": 79603,
        "title": "Hemingway: AI patient scheduler for dental practices",
        "tagline": "Hemingway books patients for dental practices using AI",
        "body": "Hey 👋 We’re [Rohit](https://linkedin.com/in/rohit-chaparala-53201710a) and [Sam,](https://www.linkedin.com/in/sam-detjen-93243b129?utm_source=share&utm_campaign=share_via&utm_content=profile&utm_medium=ios_app) co-founders at [Hemingway.](https://hemingwayai.co/)\n\n**Problem**\n\nPost-pandemic, dental practices have struggled to maintain profitability and growth due to staff shortages and rising overhead costs. In the face of these issues, they also continue to miss out on thousands of dollars in high-margin revenue due missed appointments and poor scheduling practices, as many rely on manual and inefficient workflows for patient scheduling.\n\nWhat makes it even trickier is that patient behavior is unpredictable, with patients regularly canceling their appointments and going inactive, creating additional strain on the front desk. \n\n**Solution**\n\nHemingway is an AI patient scheduler for dental practices. Through one-click, practices integrate our software with their existing EHR. Our AI agent books unscheduled patients, handles inbound requests for appointments, and automatically reschedules cancellations as they occur. We enable booking through phone, text, and web-based chat. \n\nOur software books a patient a day on average for customers, leading to thousands in net new revenue per week. We see scheduling as a powerful wedge into managing a broader set of administrative tasks for practices with patients around insurance, payments, and clinical follow up.\n\n[Voice Demo](https://www.youtube.com/watch?v=kt5Wl6WAqLk&ab_channel=SamDetjen)\n\n![uploaded image](/media/?type=post&id=79603&key=user_uploads/1501399/d2dfd076-fb62-4eae-8e9f-ca05f551c0ea)\n\n**Team**\n\nWe met as summer interns in NYC during college and have been friends since. Rohit studied CS at Brown and was a solutions engineer at Lithic, a series C fintech where he was working on deals across enterprise and early-stage startups. Sam studied CS at Northwestern and was at Microsoft for four years where he led a team within Azure. \n\n**Ask**\n\nWe would welcome a warm introduction to your dentist! You can reach us at [rohit@hemingwayai.co](mailto:rohit@hemingwayai.co)",
        "url": "https://www.ycombinator.com/launches/Khv-hemingway-ai-patient-scheduler-for-dental-practices",
        "votes": 18,
        "created_at": "2024-03-22T00:13:17.607Z"
      },
      {
        "id": 77983,
        "title": "Hemingway: AI Patient Scheduler for Dental Practices",
        "tagline": "Hemingway is an AI-powered scheduling platform that empowers dental practices to automate scheduling",
        "body": "Hey 👋 We’re [Rohit](https://linkedin.com/in/rohit-chaparala-53201710a) and [Sam](https://www.linkedin.com/in/sam-detjen-93243b129?utm_source=share&utm_campaign=share_via&utm_content=profile&utm_medium=ios_app), co-founders at [Hemingway](https://hemingwayai.co/).\n\n---\n\n---\n\n—\n\n**Problem**\n\nManaging scheduling is a daily struggle for dental practices. Patients regularly cancel, no-show, or go inactive, making managing appointments and patients unpredictable and difficult to track. Practices today use a combination of manual workflows and a patchwork of software solutions to manage bookings. This messy, hit-and-miss approach leads to dozens of missed appointments every month and thousands in lost monthly revenue per practice.\n\n**Solution** \n\nHemingway is an AI patient scheduler for dental practices. Through one-click, practices integrate our software with their existing EHR. Our AI agent books unscheduled patients, handles inbound requests for appointments, and automatically reschedules cancellations as they occur. We enable booking through phone, text, and web-based chat.\n\nOur software books a patient a day on average for customers, leading to thousands in net new revenue per week. We see scheduling as a powerful wedge into managing a broader set of administrative tasks for practices with patients around insurance, payments, and clinical follow up.\n\nHemingway delivers several immediate benefits:\n\n* **More bookings:** practices can use AI to book new, overdue, or unscheduled patients \n* **Time saved:** hours saved on routine manual work like reactivation campaigns or daily requests to reschedule \n* **Improved patient experience:** patients can book faster and more intuitively, increasing practice retention and patient loyalty\n\n[Voice Demo](https://www.youtube.com/watch?v=kt5Wl6WAqLk)\n\n![](https://framerusercontent.com/images/HHqI8w1Uz5bzVDI61fPmuS7RBU.png)\n\n**Team**\n\nWe are a team of two, passionate about building best-in-class operating infrastructure for a large vertical looking for modern alternatives. Rohit is an ex-fintech solutions engineer, consultant, and Brown undergraduate. Sam is an ex-Microsoft software engineer and Northwestern undergraduate.\n\n![uploaded image](/media/?type=post&id=77983&key=user_uploads/1501399/83459cbe-4b91-4f1b-aff9-9ce4136b5df9)\n\n**Ask**\n\nIf you are in the dental industry or know someone in the space, please let us know! You can reach out to [rohit@hemingwayai.co](mailto:rohit@hemingwayai.co) or book time [here.](https://calendly.com/rohit-hemingway)",
        "url": "https://www.ycombinator.com/launches/KHn-hemingway-ai-patient-scheduler-for-dental-practices",
        "votes": 18,
        "created_at": "2024-01-30T18:29:38.122Z"
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    "id": 29260,
    "name": "Quary",
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    "all_locations": "London, England, United Kingdom",
    "long_description": "Quary is the first analytics engineering platform that brings the entire model-test-deploy workflow into the browser. \r\n\r\nAt our first customer, a fast-growing fintech company, Quary empowers analysts in the growth team to self-serve, contribute, and reduce reliance on the data engineering team, letting teams ship metrics faster & executives get answers sooner",
    "one_liner": "The first in-browser analytics engineering platform",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Analytics",
    "launched_at": 1707148568,
    "tags": [
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      "Data Science",
      "Data Engineering",
      "AI"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Inactive",
    "industries": [
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    "regions": [
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      "Europe",
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      "Partly Remote"
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    "stage": "Early",
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/quary",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/quary.json",
    "year_founded": 2023,
    "city": "London",
    "country": "GB",
    "linkedin_url": "https://www.linkedin.com/company/quarylabs",
    "x_url": "https://twitter.com/quarylabs",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/quary",
    "github_url": "https://github.com/quarylabs/",
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    "primary_partner": {
      "name": "Brad Flora",
      "url": "https://www.ycombinator.com/people/brad-flora"
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    "founders": [
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        "user_id": 1400304,
        "full_name": "Benjamin King",
        "title": "Founder",
        "founder_bio": "American and British Luxembourger. Failed physicist. Cofounder and ex-CTO of Tumelo. Now working on Quary.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/benfking",
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        "user_id": 528679,
        "full_name": "Louis Jordan",
        "title": "Founder",
        "founder_bio": "Ex-Amazon (Data/Fintech)",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/louis-j-52841a105",
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        "id": 78152,
        "title": "🆀 Quary - Transform data together 🤝",
        "tagline": "Stop depending on your data team and bring everyone into the data action!",
        "body": "**tl;dr: Quary connects to your data warehouse and lets your team transform raw data into valuable insights in seconds, right from your browser! Try our free trial:** [www.quary.dev](http://www.quary.dev)\n\n\\\nHey 👋. [Ben](https://linkedin.com/in/benfking) and [Louis](https://www.linkedin.com/in/louisjor/) here, we’re excited to share what we’ve been up to! [Quary](https://www.quary.dev/) is a browser-based **SQL transformation tool** that turns your raw data— whether in Snowflake, BigQuery, or DuckDB— into organized, well-documented & tested transformations.\n\n![uploaded image](/media/?type=post&id=78152&key=user_uploads/528679/2e025d53-262b-4795-823a-57dba3ba798e)\n\n**❌ The problem**\n\nData engineers make up **5%** of businesses. They dig for insights for the other **95%** with predictable outcomes: siloed & overworked data teams, unshared knowledge, and delayed answers to critical business questions.\n\n**✅ The solution**\n\nQuary makes data engineering collaborative, sharing the responsibility across the organization. With Quary, **5%** becomes **50%**. Anyone who writes SQL can build production-grade pipelines in minutes.\n\n**The team**\n\n**Ben** and **Louis** here, we’re originally from Luxembourg 🇱🇺. Ben founded [Tumelo](https://www.tumelo.com) and led engineering there through its Series A. Louis survived a 4-year stint as a Software Engineer in Finance at Amazon.\n\n**Try out our free trial:** <https://www.quary.dev>",
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        "votes": 138,
        "created_at": "2024-02-05T15:57:48.178Z"
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    "id": 29261,
    "name": "malibou",
    "slug": "malibou",
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    "website": "https://www.malibou.com",
    "all_locations": "Paris, IDF, France",
    "long_description": "malibou is a web application helping French SMBs to manage employees, run payroll and track compliance in a single app.\r\n\r\nWhen processing payroll in France, you either have the choice between an accountant with good advice but no way to connect an HRIS with him, or a good HRIS that does not include payroll services. It was time for a change, to finally bring payroll and HR at the same place. \r\n\r\nDue to increasing competition in the space, French payroll engines have just opened their APIs. This allows us to offer a unified payroll and HR solution, which wasn't possible before.",
    "one_liner": "the first all-in-one payroll and HR software for French SMBs",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Human Resources",
    "launched_at": 1708619599,
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    "country": "FR",
    "linkedin_url": "https://www.linkedin.com/company/malibou-hr/",
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        "user_id": 1585512,
        "full_name": "Maxence Drummond",
        "title": "Founder/CEO",
        "founder_bio": "Co-founder and CEO @malibou 🌴. Graduated from Science Po in Paris, France. After school, I started working in SF helping French tech startups to land in the U.S.. Then joined a VC fund in Paris called Breega, went from associate to Partner, stayed there 5 years and opened their office in the U.K.. Wanted to go to the other side of the table, this time as an entrepreneur!",
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        "linkedin_url": "https://linkedin.com/in/maxence-drummond-485057b4",
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      },
      {
        "user_id": 330417,
        "full_name": "Alexandre Pernin",
        "title": "Founder/CTO",
        "founder_bio": "Co-founder and CTO @malibou 🌴. Spent my college days studying Maths and Computer Sc. at CentraleSupelec, followed by a second master at the Paris School of Economics. After school, I co-founded a first YC startup in the data space, then joined Theodo (Thoughtworks equiv.) to build various B2B tech products. Now I'm back at YC for round #2, this time as CTO in the HR & Payroll space.",
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        "linkedin_url": "https://linkedin.com/in/alexandre-pernin-602308a3",
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    "news": [
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        "title": "Malibou: French Payroll Startup Raises $3.3 Million From Breega and YC - Business Insider",
        "url": "https://www.businessinsider.com/malibou-french-payroll-startup-raises-3-million-from-breega-yc-2024-6",
        "date": "Jun 04, 2024"
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    "launches": [
      {
        "id": 79030,
        "title": "🌴 malibou - Simple French payroll",
        "tagline": "Meet malibou, the first all-in-one payroll and HR software for French SMBs",
        "body": "\\[**tl;dr**\\] French payroll is so complex that no one has been able to build the Justwork or Gusto for France. This is coming to an end— we’re building the first all-in-one payroll and HR software for every French startup and SMB.\n\nHey y’all, we’re Max and Alex, the team behind [malibou](https://www.malibou.co/). We’re here to fix French payroll.\n\n![uploaded image](/media/?type=post&id=79030&key=user_uploads/89898/9981454f-3181-4baa-b681-a0fb9d76168d)\n\n**❌ The problem**\n\nRunning payroll in France is tough! There are 800 different labor agreements with its own set of rules, and each company belongs to a different one.\n\nSo when processing payroll in France, you either have the choice between\n\n1/ an accountant with good advice but no way to connect a good HRIS with him. Everything is manual (excel file, emails…)\n\n2/ a good HRIS that does not include payroll services— no one wants to deal with French payroll\n\n**✅ The solution**\n\nMalibou is the first all-in-one payroll and HR software for every French startup and SMB.\n\nOur promise is the following: 1/ We provide best-in-class HRIS designed for local compliance and 2/ We provide expert help so that HR managers and CEOs don’t have to deal with bureaucracy.\n\nThanks to malibou, companies can manage employee repositories, onboard newcomers in a few clicks, accept leave requests, validate and distribute payslips, pay their team from the app, and ask any questions related to social laws to our experts. Employees benefit from direct access to malibou.\n\n![uploaded image](/media/?type=post&id=79030&key=user_uploads/1585512/bc7eac7b-0867-422b-b423-d459248f6c2d)\n\n**👥 The team**\n\n[**Max**](https://www.linkedin.com/in/maxence-drummond-485057b4/) and [**Alex**](https://www.linkedin.com/in/alexandre-pernin-602308a3/) here, originally from France 🇫🇷.\n\nMax was a VC partner at Breega, where he opened the London office.\n\nAlex is a software engineer and also an ex-YC founder.\n\n**🙏 Ask: How you can help**\n\n* Share this with anyone you know who is employing people in France\n* If you have questions or requests, email us at [maxence.drummond@malibou.co](mailto:maxence.drummond@malibou.co)\n* You can also book a meeting with Max [here](https://calendar.app.google/1raqzyT4ufWPmrxeA)",
        "url": "https://www.ycombinator.com/launches/KYg-malibou-simple-french-payroll",
        "votes": 43,
        "created_at": "2024-03-04T18:55:43.779Z"
      }
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    "id": 29263,
    "name": "Alex",
    "slug": "alex-com",
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    "website": "https://alex.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Alex interviews, screens, and schedules every candidate – over voice, video, and text – so talent teams hire more great people, faster, without adding TA headcount. The recruiter stays in control: every shortlist is approved by a human, and every relationship and offer is owned by the customer's team.\r\n\r\nWe're past 1M+ interviews, integrate with 33+ ATS platforms, and 96% of candidates prefer interviewing with Alex. We're revenue-generating, well-funded, backed by premier investors, and are focused on enterprise customers: selling to VPs of Talent Acquisition, CHROs, and CFOs at large employers who are rethinking how hiring gets done at scale.",
    "one_liner": "Alex is the AI recruiter for hiring great people.",
    "team_size": 30,
    "industry": "B2B",
    "subindustry": "B2B -> Recruiting and Talent",
    "launched_at": 1703103445,
    "tags": [
      "SaaS",
      "B2B",
      "Recruiting",
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    "status": "Active",
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/alex-com",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/hire-alex/",
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    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/alexai",
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    "primary_partner": {
      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
    },
    "founders": [
      {
        "user_id": 1130140,
        "full_name": "Aaron Wang",
        "title": "Founder/CEO",
        "founder_bio": "Before Alex AI, Aaron worked in quant finance and at Facebook AI. He studied computer science, applied math, and economics at Brown.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aaronjwang",
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      },
      {
        "user_id": 1649378,
        "full_name": "John Rytel",
        "title": "Founder/CTO",
        "founder_bio": "Technical co-founder who just builds.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/john-rytel-955436221",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/8ef282e7c673bc0b3bddb9a6ac5617ef163ddbb1.jpg"
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        "id": 106606,
        "title": "Account Manager",
        "url": "https://www.ycombinator.com/companies/alex-com/jobs/94T4yHu-account-manager",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$150K - $200K",
        "equity_range": "0.10% - 0.15%",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 106644,
        "title": "Forward-Deployed Engineer",
        "url": "https://www.ycombinator.com/companies/alex-com/jobs/tLgp1Yw-forward-deployed-engineer",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$100K - $180K",
        "equity_range": "0.05% - 0.15%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
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      }
    ],
    "news": [
      {
        "title": "Alex: Your AI Recruiting Partner",
        "url": "https://www.youtube.com/watch?v=3FJV-Gmrpa8",
        "date": "Sep 29, 2025"
      },
      {
        "title": "AI recruiter Alex raises $17M to automate initial job interviews | TechCrunch",
        "url": "https://techcrunch.com/2025/09/29/ai-recruiter-alex-raises-17m-to-automate-initial-job-interviews/",
        "date": "Sep 29, 2025"
      },
      {
        "title": "The Pitch Deck This AI Recruiter Startup Used to Raise Seed Funding ",
        "url": "https://www.businessinsider.com/pitch-deck-ai-recruiter-startup-apriora-seed-funding-2024-5",
        "date": "May 15, 2024"
      },
      {
        "title": "Your Next Job Interview May Be With ‘Alex,’ The AI Interviewer",
        "url": "https://www.forbes.com/sites/jackkelly/2024/05/10/your-next-job-interview-may-be-with-alex-the-ai-interviewer/?sh=3a44b4d976f2",
        "date": "May 10, 2024"
      }
    ],
    "launches": [
      {
        "id": 78994,
        "title": "Alex (fka Apriora) - Your AI interviewer to identify the best candidates faster",
        "tagline": "Reduce recruiting overhead, interview more candidates, and make better hiring decisions.",
        "body": "### TLDR\n\n[**Alex**](https://www.alex.com/) **interviews job candidates in real time.** Companies using Alex reduce recruiting overhead, interview more candidates, and make better hiring decisions. For candidates, we provide an equitable, interactive interviewing experience.\n\n### 📸 Intro\n\nHey all! We’re [Aaron Wang](https://linkedin.com/in/aaronjwang) and [John Rytel](https://linkedin.com/in/johnrytel) from Alex (fka Apriora).\n\n![uploaded image](/media/?type=post&id=78994&key=user_uploads/1130140/794bc140-1ba0-4b71-bdaa-8b29d09722bf)\n\n### **❌** The problem\n\n**Interview processes are slow and expensive.** Companies spend over $5,000 per hire, most of which is time spent by internal recruiting teams and hiring managers interviewing candidates, and the average length for an interview process is \\~30 days.\n\nExisting video interviewing platforms were built to solve this for companies, but their one-way interfaces and cookie-cutter questions create a disappointing candidate experience, resulting in low completion rates and a limited hiring signal.\n\nHow can we offer companies the efficiency of interview automation while providing candidates with a personalized, conversational interview experience?\n\n### 🚀 The solution\n\n**Our AI interviewer conducts real-time video interviews with candidates**, including technical screens, phone screens, system design, coding, behavioral, and more.\n\nUnlike interviewing your candidates manually or with an automated assessment, Alex is:\n\n* **Convenient**: Your AI interviewer is ready to interview candidates 24/7 with unlimited capacity.\n* **Candidate First**: Over 90% of scheduled candidates complete their interviews with an average candidate experience rating of 4.5/5.\n* **Reliable**: Data-driven feedback after each interview is customized to your hiring goals so you can feel confident that you’re moving forward with the right candidates.\n* **Robust**: Alex’s fairness system flags cheating based on multi-modal data, so you can trust your interviewer’s feedback.\n* **Accessible**: One-click integration with your ATS so you don’t need to change your workflow.\n\n![uploaded image](/media/?type=post&id=78994&key=user_uploads/1130140/ef44f880-fb72-4e1d-a641-eb413571aaa5)\n\n_Check out a full interview at apriora.ai/demo_\n\n### 🙏 Ask: How you can help\n\n1. **Who do you know in recruiting or talent acquisition?** We want to learn more about their work and help them! Reach out to [founders@apriora.ai](mailto:founders@apriora.ai).\n2. **Who do you know that’s hiring and could benefit from AI interviewing?** Reach out to [founders@apriora.ai](mailto:founders@apriora.ai).\n\nThe blurb: “My friends are working on a YC company building AI interviewers that conduct real-time video interviews. I think this could be relevant to you, so feel free to check them out and contact [founders@apriora.ai](mailto:founders@apriora.ai) for more.”\n\n### **🤝** The Deal\n\n**Sign up before Demo Day** to get started with our YC Deal. Reach out to [founders@apriora.ai](mailto:founders@apriora.ai) to set up your custom interviewer.\n\n❤️ _Thank you for taking the time to read through this. We’d love to hear your thoughts about what we’re building. Find some time [here](https://calendly.com/apriora/aaron) or shoot us an email._",
        "url": "https://www.ycombinator.com/launches/KY6-alex-fka-apriora-your-ai-interviewer-to-identify-the-best-candidates-faster",
        "votes": 545,
        "created_at": "2024-03-04T02:36:40.405Z"
      }
    ]
  },
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    "id": 29265,
    "name": "Pretzel AI",
    "slug": "pretzel-ai",
    "former_names": [
      "Pretzel AI",
      "Lumen Payments"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2c404e22972d59aa653091f4cf9a5eab3fa2894e.png",
    "website": "https://withpretzel.com",
    "all_locations": "Berlin, Berlin, Germany",
    "long_description": "",
    "one_liner": "AI tooling",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1710864971,
    "tags": [
      "Open Source",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "Europe"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/pretzel-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/pretzel-ai.json",
    "year_founded": 2024,
    "city": "Berlin",
    "country": "DE",
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    "founders": [
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        "user_id": 1380464,
        "full_name": "Prasoon Shukla",
        "title": "Founder",
        "founder_bio": "Prasoon worked at Stripe, Goldman Sachs and Klarna for over 7 years as a Data Scientist, building ML models and analytics for Stripe's payment fraud, Klarna's US credit market and Goldman's market risk data.\n\nHe graduated from IIT Roorkee in India with a degree in Applied Maths.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/prasoondshukla",
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      },
      {
        "user_id": 680247,
        "full_name": "Ramon Garate",
        "title": "Founder/CTO",
        "founder_bio": "payments. ex-stripe, ex-klarna",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/ramon-garate-4b379093",
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  },
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    "id": 29266,
    "name": "nCompass Technologies",
    "slug": "ncompass-technologies",
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      "nCompass"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ec22cfec2eb1602e4ae48a85862a05e4be149771.png",
    "website": "https://www.ncompass.tech",
    "all_locations": "New York City, NY, USA; Remote",
    "long_description": "Identifying performance bottlenecks and strategizing ways to solve them takes 4-8x longer than actually writing the code to fix them. We're building an agent that is an expert at analyzing the performance GPU systems like inference engines at all levels of the stack - from CPU-GPU interactions down to GPU kernels. \r\n\r\nPairing our agent with Cursor / Claude Code allows you to automate both the reasoning and code implementation steps of performance optimization. What used to take weeks can now be done in days. \r\n\r\nAlong with our AI agent, we have features such as running diffs on system traces as well as sharing and collaboration features that make our VSCode extension the most powerful way to work on performance optimization. ",
    "one_liner": "Optimize performance on GPUs - 10x faster",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1708296726,
    "tags": [
      "Developer Tools",
      "Hardware",
      "Open Source",
      "AI"
    ],
    "tags_highlighted": [],
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      "America / Canada",
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      "Fully Remote"
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    "stage": "Early",
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    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://linkedin.com/company/ncompass-technologies",
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    "github_url": "https://github.com/nCompass-tech/ncompass",
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      "name": "David Lieb",
      "url": "https://www.ycombinator.com/people/david-lieb"
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    "founders": [
      {
        "user_id": 1641909,
        "full_name": "Aditya Rajagopal",
        "title": "Founder",
        "founder_bio": "I am a recent PhD graduate from Imperial College London with experience in machine learning algorithms, compilers and hardware architectures. I've worked in compiler teams at Qualcomm and Huawei as well as served as a reviewer for ICML. \n\nMy co-founder and I are building nCompass which is a platform for accelerating and hosting both open-source and custom large AI models. Our focus is on providing rate unlimited and low latency large AI inference with only one line of code.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/adityarajagopal",
        "x_url": "https://twitter.com/adityaraja0",
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      },
      {
        "user_id": 1641938,
        "full_name": "Diederik Vink",
        "title": "Founder",
        "founder_bio": "I'm a recent Imperial College London PhD Graduate where I specialized in reconfigurable hardware architectures for accelerated machine learning and reduced precision training algorithms. I have worked as an AI feasibility consultant prototyping and evaluating AI spin-outs.\nWe are building nCompass, a platform for accelerating and hosting both open-source and custom large AI models. Our focus is on providing rate-unlimited and low latency large AI inference with only one line of code.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/diederik-vink",
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        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/b8908fb19fec87f0d24a131953b55da0b1a0217b.jpg"
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    "launches": [
      {
        "id": 98338,
        "title": "nCompass - Optimize performance on GPUs, 10x faster",
        "tagline": "Automate performance optimization at all levels of the AI infrastructure stack",
        "body": "Hey everyone,\n\n**tldr;**\n\nI’m Aditya, co-founder of [nCompass Technologies](https://ncompass.tech). We’re building a developer tool that unifies profiling, trace collaboration and trace analysis of AI systems. We automate performance optimization of AI systems across all levels of the infrastructure stack.\n\nUsing this tool, we implemented a Hopper GEMM kernel that outperformed NVIDIA's CUTLASS GEMMs by 3%, within a day - this took us months before.\n\nCheckout our product demo below. It’s free to use and you can get started today in **VS Code, Cursor or Claude Code** - [Quick Start](https://docs.ncompass.tech/quick-start)\n\n<https://www.youtube.com/watch?v=Q3Pq-BPU2Ec>\n\n**THE PROBLEM**\n\nIdentifying the root cause of performance bottlenecks is 4-8x slower than writing the code to fix them.\n\nIf you are optimizing a system like vLLM, you have to:\n\n* Run a profile and then copy a giant trace file to your local machine just to view it.\n* Spend hours identifying opportunities for performance improvement.\n* If this involves writing a kernel, you profile the kernel, spend hours or days digging through ncu traces that are massive data dumps.\n* Then you identify your bottlenecks and formulate a plan.\n\nRunning this loop till you have a performant system can take weeks, even months.\n\n**OUR SOLUTION**\n\nBy building an AI agent that can analyze profiling data as well as interact with a bank of deep technical knowledge and expertise, we’re automating the process of identifying performance bottlenecks.\n\nNow in a single VSCode interface, you can:\n\n* Open and view trace files\n* Use our novel tools like trace diffs to analyze them\n* Generate share links to easily share traces with team members\n* Feed source + profiling data to our AI agent and get back actionable analysis on how you can optimize the performance of your system.\n\nThis applies to both systems and GPU kernel level analysis and our agent integrates directly into Cursor / Claude Code, so you never have to leave your normal workflow!\n\n**Anyone** can now write both correct and performant code with AI!\n\n**ASKS**\n\n**Install our VSCode extension** and start optimizing your systems performance!\n\n* [Quick Start](https://docs.ncompass.tech/quick-start)\n* [Detailed Docs](https://docs.ncompass.tech)\n\n**We also offer FDE services** - if you would like us to step in and analyze your system’s performance and provide you with an analysis of how much we could improve it by - reach out at [hello@ncompass.tech](https://mailto:hello@ncompass.tech)\n\n![uploaded image](/media/?type=post&id=98338&key=user_uploads/1641909/fc628a90-5565-43db-8aff-7c61e476e976)\n\n",
        "url": "https://www.ycombinator.com/launches/Pa6-ncompass-optimize-performance-on-gpus-10x-faster",
        "votes": 19,
        "created_at": "2026-03-02T17:12:19.098Z"
      },
      {
        "id": 84604,
        "title": "nCompass Technologies: Reliable LLM API with no rate-limits",
        "tagline": "The most cost-effective way to setup and scale up your AI infrastructure.",
        "body": "# **Tl;dr:**\n\nWe’ve built an AI model inferencing system that can serve requests at scale like no other and now we’re releasing it to the public as a **rate-limit-free API**. We serve any open-source LLM and can also deploy optimized versions of your custom fine-tuned LLM with cost-effective autoscaling. [Sign up here](https://console.ncompass.tech/login), create an API key, get $100 of credit on us, and run as many requests as you like!\n\n# **The Problem**\n\nDeploying AI models in production requires expensive infrastructure. Serving more than \\~10req/s using open source inference engines like vLLM on a single GPU results in terrible quality of service. Time-to-first-token skyrockets to more than 10s, and end-to-end latency degrades even more!\n\n**The common solution**: horizontally scale up GPUs.\n\n**The problem**: GPU’s are expensive and hard to find.\n\n# **Why should you care**\n\n1. **API user:** These high infrastructure costs are the reason you suffer rate limits when using existing API providers.\n2. **Deploying on-prem:** Your infrastructure costs might be the reason a PoC doesn’t move to production.\n\n# **Our Solution**\n\nWe’ve built an AI inference serving system that can sustain 100s of requests per second while maintaining a time-to-first-token of <1s on \\~30% fewer GPUs when compared to NVIDIA’s NIMs containers and up to **2x fewer GPUs** when compared to vLLM.\n\nThis enables us to provide a rate-limit-free API while maintaining a high quality of service. Alternatively, we can provide this as a cost-effective on-prem deployment solution, ensuring your infrastructure costs don’t blow up with requests served. We support any open source model and can host your custom fine-tuned model as an API with autoscaling enabled as well.\n\n# **Tutorials**\n\n* [**Sign Up**](https://www.loom.com/share/bac5c44a8e694b5783f3ba7c777ce40a?sid=6226613a-2cd6-45e6-bfc3-ac0381198b2a)\n* [**Models and Pricing**](https://www.loom.com/share/f7dc12aefe304399a3975feef7e38938?sid=34c2a174-4050-40bc-b65a-844d3002e48c)\n* [**Run Inference**](https://www.loom.com/share/0933dc3fa2ba442fa789286ef75e09b8?sid=74266aa3-f24e-46d7-bcce-1f3c61d7d82e)\n\n# **Shout out**\n\nTo be able to build such a scalable and available system, we needed a top-quality hardware provider. We wanted to use this as an opportunity to shout out [Ori Global Cloud](https://www.ori.co/), a key partner in this journey, to enable a serverless Kubernetes platform for AI inference at scale. [Ori Serverless Kubernetes](https://www.ori.co/serverless-kubernetes) is an infrastructure service that combines powerful scalability, simple management, and affordability to help AI-focused startups realize their wildest AI ambitions. [Reach out to Ori](https://www.ori.co/gpu-request) for exclusive GPU cloud deals!\n\n# **Asks**\n\n* Use our self-serve console (<https://console.ncompass.tech/login>) to create an account and start running with $100 of credit.\n* Book a demo (<https://calendar.app.google/3jRDwcstFQvsbqnR8>) if you would like to discuss an on-prem solution. YC deals apply!\n\nOur pricing is transparent and can be found here: <https://console.ncompass.tech/public-pricing>",
        "url": "https://www.ycombinator.com/launches/M0a-ncompass-technologies-reliable-llm-api-with-no-rate-limits",
        "votes": 37,
        "created_at": "2024-10-09T14:26:51.395Z"
      },
      {
        "id": 81420,
        "title": "nCompass Technologies: Realtime audio denoising",
        "tagline": "nCompass's newest model is a realtime audio denoiser that can remove voices from the background of audio streams.",
        "body": "**tl;dr** nCompass has released the world’s first **Realtime Audio Denoising API** that can remove background voices from your audio stream in real time. Try it out for free on our website [here](https://www.ncompass.tech/about).\n\nToday, the world is increasingly interacting with AI models using voice. Apps and tools that rely on voice input need to be able to successfully separate background voices from the main speaker’s voice. However, this is not the case with existing voice AI products such as Deepgram’s speech-to-text (STT) converter.\n\nCheck out this demo below that shows how using nCompass’s denoiser can enable transcription tools (such as Deepgram’s STT) to be used in previously unusable scenarios.\n\n![uploaded image](/media/?type=post&id=81420&key=user_uploads/1641909/61bc7f02-4a23-4ab2-b7fc-cd2a8ad3b01e)\n\nWe have two versions of this denoiser that you can try out for free on our [website](https://www.ncompass.tech/about).\n\n1. [Offline denoising + transcription](https://www.ncompass.tech/cleaner_transcription/interactive_demo) mode, which generates cleaner transcriptions when paired with any speech-to-text provider.\n2. [Realtime audio denoising,](https://www.ncompass.tech/realtime_denoising/interactive_demo) which can take in an audio stream and remove background voices in real time. You can now get the sound quality of a private booth, regardless of where you are!",
        "url": "https://www.ycombinator.com/launches/LBE-ncompass-technologies-realtime-audio-denoising",
        "votes": 24,
        "created_at": "2024-06-11T16:23:04.390Z"
      },
      {
        "id": 79124,
        "title": "nCompass Technologies - Low-latency deployment of AI models made easy",
        "tagline": "nCompass is an API that requires only one-line-of-code to integrate low latency versions of open-source/custom models into your AI pipeline.",
        "body": "**tl;dr** If unpredictable response times and rate limits of OpenAI are causing your tool’s user experience to suffer, [nCompass](https://ncompass.tech/) allows you to effortlessly tap into the world of open-source AI models while ensuring that the served models meet your target budget and performance requirements.\n\n—\n\nHey all, we are [Diederik](https://linkedin.com/in/diederik-vink) and [Aditya](https://linkedin.com/in/adityarajagopal), the co-founders of [nCompass](https://ncompass.tech/), a platform for simplified hosting and acceleration of open-source and custom LLMs.\n\n### **The Problem**\n\nLLM-based products that use closed-source model providers like OpenAI suffer from slow response times and rate limits. \n\nOpen-source models are a great alternative, but hosting a model yourself is a lot of extra work and maintenance which distracts you from your core business.\n\n### **Our solution**\n\nnCompass provides an API that allows you to integrate accelerated versions of any open-source or custom model of your choice into your AI pipeline. We support OpenAI style chat templates, work with all web frameworks, and have a time-based pricing model that results in a predictable compute cost for users.\n\n### **How it works**\n\nWe serve models to users with a simple 3-step process:\n\n1. Select your desired open-source / custom model\n2. Provide your performance requirements\n3. Set a budget you are not willing to exceed\n\nWe set up the deployment that meets these requirements and provide you with a single API Key that you can then use to integrate the model with a single line of code.\n\nWe support any model currently hosted on Hugging Face, with some highlights being: \n\n* **Mistral-7B :** 160ms Time-To-First-Token @ 86 tok/s\n* **Mixtral-8x7B :** 300ms Time-To-First-Token @ 64 tok/s\n\n### **Demo**\n\n<https://www.youtube.com/watch?v=sdHVji8QGOg> \n\nAlso, check out our [GitHub](https://github.com/nCompass-tech/nCompass) repository for code examples.\n\n### **The team**\n\nSince we met in undergrad (9 years ago) through to our PhDs at Imperial College London, we’ve worked on every project together. Our PhDs focused on hardware acceleration of large-scale machine learning models covering all levels of the stack from algorithms and compilers down to digital hardware design.\n\n![uploaded image](/media/?type=post&id=79124&key=user_uploads/1641909/8f0f2b1e-8c86-4269-828e-a90176159dd6)\n\n### **Asks**\n\n* Book a [demo](https://calendar.app.google/eLCRjByYErh9X2hh9) \n* **Warm intros** to anyone you know who requires accelerated and/or hosted versions of open-source models.\n\nOur emails are [aditya.rajagopal@ncompass.tech](mailto:aditya.rajagopal@ncompass.tech) and [diederik.vink@ncompass.tech](mailto:diederik.vink@ncompass.tech)",
        "url": "https://www.ycombinator.com/launches/KaC-ncompass-technologies-low-latency-deployment-of-ai-models-made-easy",
        "votes": 97,
        "created_at": "2024-03-06T18:41:41.718Z"
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    "id": 29267,
    "name": "Argon AI, Inc.",
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    "all_locations": "New York City, NY, USA",
    "long_description": "Argon AI is a platform where biopharma and life sciences professionals can execute complex and data driven workflows using natural language. We help professionals get thorough answers to questions about clinical trials, existing treatments, healthcare landscape, and the competitive market in minutes rather than months. \r\n\r\nPrior to starting Argon, Samy was responsible for Flatiron Health’s (Roche) first data analytics project which eventually led to the start of the Flatiron Services business unit. There, he saw first-hand the heavily manual process that biopharma companies struggle through to get the insights they need to drive forward their drug development programs. He also helped close over $6M+ in ARR and is an expert in enterprise pharma sales.\r\n\r\nCyrus previously led engineering teams and built 0 to 1 across pre-seed and unicorn startups, managed mission-critical trade generation systems at Bridgewater, and held AI advisory roles at various startups. Cyrus has a duel degree in EE and CS from USC.\r\n\r\nBreakthroughs in AI present an opportunity to reinvent biopharma and life science workflows to reduce the time and cost of bringing treatments to patients where delays in bringing a drug to market can cost a pharma company $3M / day.",
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    "team_size": 2,
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    "launched_at": 1707499674,
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        "full_name": "Samy Danesh",
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        "founder_bio": "Prior to Argon, I worked at Flatiron Health (Roche) where I led the company's first Analytics Services pilot with a large biopharma. This eventually turned into a business unit, where I saw the highly manual approach to insights generation across drug development. At Flatiron I was responsible for $6M+ ARR in enterprise sales.\n\nI am a lawyer by training (JD at Univ. of Washington) and prior to law school I started my career at Amazon.",
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        "full_name": "Cyrus Jia",
        "title": "Founder/CTO",
        "founder_bio": "Building Argon AI. Augmenting Biopharma Workflows Using Unprecedented AI Agents. We've raised over $5M from top investors including Y Combinator, Wireframe Ventures, and Crosslink Capital.",
        "is_active": true,
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      {
        "id": 78479,
        "title": "Argon AI - Pharma AI for clinical & commercial workflows",
        "tagline": "Argon AI helps clinical & commercial teams generate thorough insights about clinical trials, treatments, competitors, and diseases in minutes.",
        "body": "### **tl;dr**\n\nOur platform is built on a proprietary database across sources including equity research, publications, SEC, FDA, clinical trials, and the latest news. [Argon AI](https://www.argon-ai.com/) outputs thorough and complete insights across topics including therapeutic areas, indications, interventions, and companies.\n\n[**Book a call to learn more.**](https://calendar.app.google/U5TnepmJMX8Sos3Y7) Top Life Science consulting firms and pharma companies use us today to automate their grunt work and free teams to focus on high-value strategy and execution.\n\n![uploaded image](/media/?type=post&id=78479&key=user_uploads/529523/32ed4998-c926-46b9-875c-6ccb10cb51b6)\n\n### **The problem**\n\n_Tedious and repetitive workflows:_ generating key insights for drug development is a highly manual and repetitive task that requires searching across a highly fragmented number of sources, summarizing information, formatting tables/charts, and a number of other tasks. Keeping the output of these workflows up-to-date requires manual data screening and updating.\n\n_Existing workflows are not keeping up with demand:_ at the same time, the amount of healthcare data, the number of drug development programs, and biological complexity is growing exponentially. This only exacerbates the problem, leading to a rise in prices and lower quality and speed.\n\n### **Argon AI - Solution**\n\nWe automate the grunt work to free up professionals to focus on strategy and execution! Argon is an AI-first platform that automates the process of aggregating, synthesizing, and generating insights to save teams time and money.\n\nOur products allow teams to quickly find all relevant clinical trials, companies, and therapies for their research. Customers today use Argon for indication selection, competitive intelligence, clinical intelligence, and more.\n\n→ Quickly find relevant clinical trials\n\n![uploaded image](/media/?type=post&id=78479&key=user_uploads/529523/1d0d8bba-dde6-4b11-883a-fce82a3f7a8a)\n\n→ Or ask a quick question about pharma-specific topics and get answers that outperform general LLMs or search engines. \n\n![uploaded image](/media/?type=post&id=78479&key=user_uploads/529523/1edd1b99-a935-4649-a733-21b489aecfc2)\n\n→ You can easily save the relevant data you find into your Notebook for further analysis and collaboration with teammates!\n\n![uploaded image](/media/?type=post&id=78479&key=user_uploads/529523/4c720df4-b37e-417a-abf9-2f43b43c7d39)\n\n[**Book a call with us today**](https://calendar.app.google/U5TnepmJMX8Sos3Y7) to automate your grunt work and free your teams to focus on strategy and execution.\n\n### **Team**\n\nOur team has experienced the insights problem and current solutions firsthand. We are bringing our diverse backgrounds across biopharma, ML research, and engineering together to dramatically reduce the cost and barriers of bringing life-saving therapies to market.",
        "url": "https://www.ycombinator.com/launches/KPn-argon-ai-pharma-ai-for-clinical-commercial-workflows",
        "votes": 38,
        "created_at": "2024-02-16T17:56:42.234Z"
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    "name": "Mango Health",
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    "website": "https://themangohealth.com",
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    "long_description": "Mango Health is building the market-leading AI Guide for OCD. OCD is often hidden in plain sight, with research showing it takes an average of 12 years to diagnose, and nearly 2% of the world population affected.  We are on a mission to improve accessibility to the best resources available. With a focus on ERP like sessions, 24/7 support, and countless AI-guided lessons - we are looking to bring motivation and meaning back to the lives of millions at a fraction of the cost of traditional treatment. \r\n\r\nStart today at TheMangoHealth.com :)",
    "one_liner": "AI Therapy for OCD",
    "team_size": 2,
    "industry": "Healthcare",
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    "launched_at": 1707477404,
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    "batch": "Winter 2024",
    "status": "Inactive",
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        "full_name": "Jamison Mercurio",
        "title": "Founder",
        "founder_bio": "Co-founder at Gbrain.io (P26). Previously co-founder and CEO of Mango Health (YC W24, AI mental health). Former Meta iOS and web engineer (Messenger Video Chat + Facebook News). Princeton CS Class of 2020.",
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        "full_name": "Zachary Gittelman",
        "title": "Founder",
        "founder_bio": "Co-founder and CTO at Mango Health. A proud Michigan and Cornell CS alum, I have experience at multiple healthcare start-ups - integrating into insurance billing platforms at Medly, optimizing scheduling automation for Mount Sinai, and building a medical supplies marketplace at Tomorrow Health. Creating the future of Mental Health with Jamison Mercurio.",
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      {
        "id": 79153,
        "title": "🥭 Mango Health: Bridging primary care and mental health",
        "tagline": "We help physicians get paid for sending their patients to therapy.",
        "body": "TLDR: **We’ve unlocked primary care as a distribution channel for therapists.**\n\n### **The Problem:**\n\nThere may be a therapist shortage, but mental health professionals still struggle to find patients and contract with insurance companies.\n\nOn the flip side, primary care physicians know [\\>40% of their patients](https://www.usnews.com/news/health-news/articles/2022-06-08/4-in-10-u-s-adults-who-need-mental-health-care-cant-get-it-survey#:\\~:text=In%20all%2C%2042%25%20of%20U.S.,needed%20help%20for%20substance%20use) need mental healthcare access - but these providers don’t have the time or revenue incentives to solve this problem. They already have high daily patient quotas; making it impractical to track down the right therapist and coordinate care for each patient.\n\n### **The Solution:**\n\nWe take advantage of recent regulation changes that allow PCPs to get reimbursed for ensuring their patients get therapy. Our team handles the entire patient journey post-referral: scheduling; therapist-matching; telehealth visits; care-tracking, as well as insurer claim submission for both our therapists and the primary care practice.\n\nOn the therapist side; we streamline the process of getting in-network with all major insurance companies; and unlock a vast source of referrals through our primary care partnerships.\n\n### **Team:**\n\n* [Jamie](https://linkedin.com/in/jamison-mercurio) is a Princeton CS grad and an ex-Meta engineer who worked on plenty of user-facing growth projects. \n* [Zach](https://linkedin.com/in/zachary-gittelman-02229a9a) is a Michigan and Cornell CS alum with experience integrating into insurance billing and building a medical supplies marketplace at Medly and Tomorrow Health.\n\nTogether, we’ve interviewed and shadowed over 160 primary care physicians and psychotherapists. \n\n![uploaded image](/media/?type=post&id=79153&key=user_uploads/1432803/3ad7da16-3a92-48d5-9c7c-840dcb889e6b)\n\n# 👋 How you can help\n\n**Send this email/text to your primary care physician:**\n\n* ‘Hey Dr. \\[NAME\\], I know some folks building a startup that connects primary care with mental health. Mind if they reach out?”\n\nThen when they respond, email us their number; at: [founders@themangohealth.com](mailto:founders@themangohealth.com)\n\nWe’ll pay you $30 per PCP you can connect us with.\n\nLearn more at <https://try-mango.com>.",
        "url": "https://www.ycombinator.com/launches/Kaf-mango-health-bridging-primary-care-and-mental-health",
        "votes": 19,
        "created_at": "2024-03-07T00:50:50.991Z"
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    "id": 29269,
    "name": "Garage",
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    "website": "https://www.shopgarage.com/",
    "all_locations": "New York City, NY, USA",
    "long_description": "Garage is modernizing how America buys and sells the vehicles and equipment that keep communities safe. Our AI-powered marketplace automates every part of the transaction—appraisals, payments, paperwork, freight, warranty, and financing—reducing what once took months down to minutes.\r\n\r\nBy replacing broken, manual processes with modern software, Garage helps critical equipment reach communities faster—saving taxpayer dollars and supporting the industries that keep America running.\r\n\r\nWe've raised $18M to date, and are backed by Y Combinator, Initialized Capital, Infinity Ventures, FJ Labs, and other leading investors.\r\n",
    "one_liner": "Marketplace for America's most essential assets",
    "team_size": 35,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709146834,
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    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/withgarage/",
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        "full_name": "Martin Hunt",
        "title": "Founder/CEO",
        "founder_bio": "Co-Founder at Garage (W24)",
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        "location": "New York City",
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        "title": "Founding Technical Recruiter",
        "url": "https://www.ycombinator.com/companies/garage-2/jobs/hzyQTbi-founding-technical-recruiter",
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        "title": "YC-backed Garage raises $13.5M to help firefighters buy equipment | TechCrunch",
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        "url": "https://techcrunch.com/2024/04/04/ycs-latest-demo-day-shows-fascinating-wagers-on-healthcare-chip-design-ai-and-more/",
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        "title": "🚒 Garage - Helping fire departments buy & sell equipment",
        "tagline": "Garage is a marketplace for used equipment, starting with firefighting equipment. ",
        "body": "We’re [Martin Hunt](https://www.linkedin.com/in/martin-hunt-a3392999/) and [Alaz Sengul](https://www.linkedin.com/in/alazsengul/), founders of [Garage](https://www.withgarage.com/).\n\n**How it started**\n\nIn 2015, I joined my local fire department as a volunteer _(young, but not as young as I was in this picture)_. In the years that followed, I completed 1500+ hours of training, got certified as an EMT, and started working as a paid firefighter at neighboring departments.\n\n![](https://lh7-us.googleusercontent.com/Kdv8ZUe-MfNOZvEskv1GQU0aXpYs1XqlrUwY4XCc4PV2ZZMzc0lbdQJm8a7ak0FuA8rBCRPyl2t2L0Jf2AbW3dlLLERHv8SJEiQgnxc4RdLqJwItDewo67zmGmcA1hTZOjnl1GDgAlfZS0_jXgLWFLs)\n\nWhen my department bought new equipment or a new truck, we would turn to Facebook groups and word of mouth to sell our used equipment to other departments in need. For perspective, a new fire truck costs $1.5 to $2.5 million, with used trucks ranging in cost from $50,000 to $1 million.\n\nIt was a super frustrating process for us:\n\n* Countless hours spent trying to find buyers in-need\n* Navigating and losing money to scammers \n* Coordinating independent logistics and financing providers\n\n![](https://lh7-us.googleusercontent.com/Nlia4iAX3VLFWzUeLBsQgbZu6fiSPTbxgaMbOSV0D2QyN0WD0HzLfP0KiAikBAqB0ne8IDW9gcko8r0V4bJ888yzOv_nTGlxYG-VTWtKW3WeJ7PEG2Ddg3rOgPGS6VVzU6ck2assojpGN4F8Wv0pFWQ)\n\n**Garage’s Solution**\n\nGarage helps fire departments buy and sell used equipment in seconds rather than days. Our marketplace handles payments, freight, and financing – making buying and selling equipment easy.\n\nWe're starting with fire departments because of my personal background, but the same problem of selling used equipment exists in many other verticals including construction, agriculture, and government surplus equipment. \n\n**Meet the team**\n\nWe met while both studying at Columbia and have been friends for 6+ years. Before starting Garage, Alaz worked at Twitter and MemAI as a software engineer, and I worked as a private equity investor at Goldman Sachs.\n\n**Email us at **[**founders@withgarage.com**](mailto:founders@withgarage.com)**.**",
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        "user_id": 699099,
        "full_name": "Blake Rouse",
        "title": "Founder/CEO",
        "founder_bio": "Blake Rouse is the co-founder and CEO of Keystroke. Previously, he led product development at a bootstrapped analytics startup (DataSpark, acqd by Threecolts). Blake is originally from South Carolina. He studied Product Management and Computer Science at BYU for three years before dropping out to start Keystroke.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/cblakerouse",
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        "user_id": 830598,
        "full_name": "Dallin Bentley",
        "title": "Founder",
        "founder_bio": "All things AI",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/dallinbentley",
        "x_url": "https://twitter.com/dalbentley",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/243363943a7a9ccbaf8b4ae87b177729e40dbbc0.jpg"
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    "launches": [
      {
        "id": 105225,
        "title": "Keystroke - open sourcing our internal agents & automations platform",
        "tagline": "An all-in-one platform for building internal agents & workflows.",
        "body": "**_tl;dr:_** Keystroke is an all-in-one platform for building internal agents and workflows. It's built from the ground up with coding agents in mind. Build agents and workflows as TypeScript in your own repo, then deploy them to a web app where your whole team can use them.\n\nTry it free: <https://keystroke.ai/> \\\nGitHub: <https://github.com/keystrokehq/keystroke>\n\n### why we built keystroke (our pivot story)\n\nHey everyone, we’re [Blake](https://x.com/cblakerouse) and [Dallin](https://x.com/dalbentley) from [Keystroke](https://keystroke.ai/home). Keystroke is a recent pivot from Buster, our original YC W24 idea.\n\n![uploaded image](/media/?type=post&id=105225&key=user_uploads/699099/e5ee8874-7b36-45d5-b9cd-f0f96cd14846)\n\nAt Buster, we spent a lot of time building internal agents and automations. We used visual platforms like n8n and Gumloop, as well as code-first tools like Trigger.dev, Mastra, and several of Vercel’s open frameworks. We genuinely liked many of them, but kept encountering two different problems:\n\n1. Visual tools gave us integrations, credentials, hosting, and an application the rest of the team could use. They were fast initially, but became difficult to maintain as the systems grew. Tests and typechecks were limited, JSON blobs were hard to review, and debugging failures was painful.\n2. Code-first tools gave us ordinary TypeScript, tests, npm packages, and a codebase that coding agents could work with directly. But after building something, we were deploying it to infrastructure rather than an application people could use. We still needed to configure the chat UI, streaming, credentials, integrations, run history, permissions, and sharing ourselves.\n\nSo, we started building the thing we wish existed: a code-first framework that made it stupid easy to build complex agents and AI systems, with a web app for teams to collaborate on top.\n\nWe liked it so much that we decided to pivot away from Buster and focus on building Keystroke full time.\n\n## keystroke rebuilt our W24 idea in 5 minutes\n\nWith Keystroke, I was able to rebuild our original startup’s product (an AI data analyst) in \\~5 minutes.\n\nI pointed Cursor at our old Buster repo and it was able to:\n\n* spin up a local Keystroke project\n* rebuild the OG Buster agent w/ memory, its own file system, etc\n* connect our Postgres DB, PostHog, Metabase, and Slack\n* build skills for using each of the data sources\n* explore our DB and add schema docs to the file system\n* build a workflow to keep schema docs synced\n* name the agent \"Delbert\"\n* then pushed him up to the Keystroke app\n\nSince then, Delbert has been answering ad-hoc questions for me in Slack on a regular bases. He builds me metabase dashboards when I need them. He sets his own triggers, reviews key metrics periodically, and pings me in Slack if anything looks off.\n\n## how keystroke works\n\nIn Keystroke, workflows are ordinary async TypeScript: a ‘for’ loop is an actual ‘for’ loop, inputs use Zod schemas, and everything you build can be tested with Vitest. Our managed runtime makes workflows durable across errors, sleeps, approval steps, and process restarts.\n\nAgents wrap Vercel’s AI SDK and can use workflows, actions, other agents, MCP servers, and integrations as tools. They also include memory, a persistent filesystem, web search, triggers, and optional VM sandboxes.\n\nDeployed agents and workflows instantly appear in the web app with a chat UI, workflow visualizations, input forms, sharing, credential management, integrations, and logs.\n\n**The entire platform was built from the ground of with coding agents in mind**. Your coding agent can use the CLI to scaffold a local directory with a Keystroke project and an [AGENTS.md](http://AGENTS.md). Then, it can build whatever agent or AI system you want, search our docs, run tests, and push what you build up to the Keystroke platform.\n\n## \n\n![uploaded image](/media/?type=post&id=105225&key=user_uploads/699099/d6f73f5f-ba9d-43e4-8c8e-167b770bbe65)\n\n## **our asks**\n\n**Try it:** get started at [keystroke.ai](http://keystroke.ai) with $20 in free credits\n\n**Share feedback:** we’re in open alpha, please tell us what breaks\n\n**Star us on Github:** we’re open source, check out the code on [GitHub](https://github.com/keystrokehq/keystroke)\n\n**Reach out:** want to chat? email us at [team@keystroke.ai](mailto:team@keystroke.ai)",
        "url": "https://www.ycombinator.com/launches/RNB-keystroke-open-sourcing-our-internal-agents-automations-platform",
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    "website": "https://www.dgiapparel.com/",
    "all_locations": "New York City, NY, USA",
    "long_description": "DGI Apparel is a one-stop shop for custom screen printers to purchase all of the supplies needed to operate their business. DGI enables users to connect their existing vendor accounts to compare prices, inventory, and shipping time across all of their vendors on a single website. They can also manage all of their vendor carts, checkout, and view purchase tracking and analytics right from DGI.",
    "one_liner": "Expedia for ordering blank apparel",
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    "industry": "B2B",
    "subindustry": "B2B -> Supply Chain and Logistics",
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    "status": "Inactive",
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    "regions": [
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        "full_name": "Ian Hinkley",
        "title": "Founder",
        "founder_bio": "I'm from Raleigh, NC and went on to earn a double major in Mechanical Engineering and Business with a concentration in Entrepreneurship from MIT. I was a 4-year starter on the Men's Basketball Team where I hold the career 3-point record. I was a screenprinter all through high school and am extremely passionate about the custom apparel industry. I was an EPM at Tesla and co-founder of Opdefi before starting DGI.",
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        "title": "Founder",
        "founder_bio": "Grant is Co-Founder and CTO of DGI Apparel. \n\nPreviously a software engineer at Datadog building distributed systems. MIT CS 2021",
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        "title": "DGI Apparel 👕 - Expedia.com for buying blank t-shirts",
        "tagline": "DGI is a one-stop-shop for custom apparel stores to buy their blank t-shirts.",
        "body": "**TL;DR:**  With [DGI](https://www.dgiapparel.com/), store owners can shop and compare across all of their blank garment vendors on one website.\n\n**The Problem:** Custom apparel stores constantly need to source blank shirts to fulfill their customers’ orders in a timely fashion. Blank shirts make up the majority of their COGS, so store owners spend countless hours shopping around different vendor sites to find the best price, shipping time, and inventory.\n\n**DGI’s Solution:** We’ve built a purchasing tool where store owners/inventory managers can connect their wholesaler accounts to a single website. We pull in all pricing, inventory data, cart info, and more to create a single, unified shopping experience across all of their vendors. DGI is completely free for end users.\n\n![uploaded image](/media/?type=post&id=78128&key=user_uploads/1530280/91508e14-8081-449b-a316-7f2471c2ce37)\n\n**Team Background:** [Ian](https://linkedin.com/in/ianhinkley) was a screen printer in high school and loves making custom t-shirts. [Daniel](https://linkedin.com/in/daniel-r-shkreli-6a0130160), [Grant](https://linkedin.com/in/grant-fuhr-06b849188), and Ian lived together while studying engineering at MIT and always wanted to start a company together.\n\n\\\n**Our ask:**\n\n* **If you’re ordering custom swag for your company, MESSAGE ME**: [ian@dgiapparel.com](mailto:ian@dgiapparel.com). Our users love it when we give them business and we can help you save money as well.\n* If you know anyone who runs a custom apparel store, please connect us, or send us their contact!\n\nDGI Apparel does not claim any affiliation, sponsorship, or endorsement by any of the brands, trademarks, or logos displayed. All logos and trademarks remain the property of their respective owners.",
        "url": "https://www.ycombinator.com/launches/KK8-dgi-apparel-expedia-com-for-buying-blank-t-shirts",
        "votes": 33,
        "created_at": "2024-02-04T00:33:54.182Z"
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    "id": 29272,
    "name": "Aidy",
    "slug": "aidy",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a5032ed44b4dea0035588a9064c0ee20c31e6ac5.png",
    "website": "https://www.aidyhq.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Aidy is a mobile app that helps people live fuller lives with chronic health conditions, beginning with Inflammatory Bowel Disease (Crohn’s Disease and Ulcerative Colitis). Our app lets users easily log their symptoms, diet, and treatments, then uses clinical indices to track disease severity and trends over time. Aidy excels at identifying patterns between diet, treatment adherence, and symptoms, giving our users a much more comprehensive and up-to-date picture of their condition to supplement clinician care. \r\n\r\nPreviously in our careers, both Max and Peter worked in health in different capacities. At the Rockefeller Foundation and the United States Senate, Max worked in public health policy and COVID-19 response, while Peter worked as an ML researcher for a number of biotech companies. After a lengthy “pivot hell” we decided to finally listen to a friend with IBD who insisted that there weren’t any decent apps to help people live with the disease. Pretty quickly, we discovered how LLMs and regular structured questionnaire responses could provide a level of patient empowerment not possible before for chronic diseases. From there, Aidy was (re)born!",
    "one_liner": "Mobile app helping people better manage chronic health conditions",
    "team_size": 2,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Consumer Health and Wellness",
    "launched_at": 1705616622,
    "tags": [
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    "nonprofit": false,
    "batch": "Winter 2024",
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
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    "demo_day_video_public": false,
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    "url": "https://www.ycombinator.com/companies/aidy",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/aidy.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/aidyhq/about/",
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    "fb_url": "https://www.facebook.com/people/Aidy-IBD-Tracking-App/61583133800607/",
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    "primary_partner": {
      "name": "Tom Blomfield",
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    "founders": [
      {
        "user_id": 1301063,
        "full_name": "Max Williamson",
        "title": "Founder/CEO",
        "founder_bio": "I'm building Aidy, a mobile app that helps people better manage chronic health conditions, starting with IBD.\n\nPreviously I worked on AI and global health at The Rockefeller Foundation, served as a foreign policy fellow in the U.S. Senate, worked as the data director for a victorious Senate campaign, and helped launch a COVID testing lab in Delaware during the pandemic.\n\nI studied CS and policy at MIT, where I was named a Truman Scholar and a finalist for the Rhodes Scholarship.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/max-williamson-3a969a17a",
        "x_url": "https://twitter.com/MaxXWilliamson",
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      },
      {
        "user_id": 1434013,
        "full_name": "Peter Crocker",
        "title": "Founder/CTO",
        "founder_bio": "I'm building Aidy, an app that helps people understand and navigate their chronic health conditions like IBD. \n\n My background is in machine learning, where I specialized in graph neural networks and causal inference for bio and health data. I hold a BA (2020) and MEng (2021) from MIT, where I studied Electrical Engineering and Computer Science with a focus on Artificial Intelligence.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/pcrocker2021",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/420cf2d392d6cb4dfbd3cb46468d96311f05a668.jpg"
      },
      {
        "user_id": 1539743,
        "full_name": "Greg Miller",
        "title": "Founder",
        "founder_bio": "Policy entrepreneur working to create a better economic system ",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/gmmiller00",
        "x_url": "",
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    ],
    "jobs": [],
    "news": [
      {
        "title": "The 18 most interesting startups from YC’s Demo Day show we’re in an AI bubble | TechCrunch",
        "url": "https://techcrunch.com/2024/04/03/ycs-winter-2024-demo-day-confirms-that-we-are-indeed-in-an-ai-bubble/",
        "date": "Apr 03, 2024"
      }
    ],
    "launches": [
      {
        "id": 77639,
        "title": "Aidy: AI-Assisted TurboTax for Federal Grants",
        "tagline": "We simplify and accelerate the federal grant application process.",
        "body": "Hey everyone, we are Max, Peter, and Greg, and we’re building [Aidy](https://www.aidygrants.com/). \n\nIn our past roles at The Rockefeller Foundation and the U.S. Department of Housing & Urban Development, we saw how difficult it is for organizations to apply for federal grant funding. Determining eligibility and competitiveness for federal grants typically involves sifting through confusing criteria scattered across multiple documents, which are usually challenging to navigate and difficult to understand. The application process itself requires tons of paperwork and can cost up to $18k and 100 staff hours per grant. After watching our former employers invest millions in helping folks apply for federal grants, we realized the enormous potential of AI in making the process more accessible. From there, Aidy was born!\n\n**Solution**\n\nAidy guides organizations through the entire federal grant application process. To start, we’re focused on **Rural Energy for America Program (REAP)** grants, which provide $80k-$1M to rural small businesses and agricultural producers. The program recently received a $2.1B investment under the Inflation Reduction Act.\n\n**Eligibility and Competitiveness Assessment**: After a few quick questions, Aidy evaluates your organization's competitiveness for grants by navigating eligibility requirements and scoring criteria.\n\n![](https://lh7-us.googleusercontent.com/21AeywHhAj7X6DehCWBs1Z_77zFn_37VOju17Zzf1IYDvokCKyjPjCnT7G0xlZ61pAoe10J2_rDsKV9O1NQ3sJMQKLCSrlUlEXHZjNqgImDUNK_uiR5VZqrMJLTIhMDGeSRYNtvEzHnXVZSVXXK1QB8)\n\n**Clear Instructions:** Aidy helps steer you through every step of the application process to make sure you have everything you need to apply.\n\n![](https://lh7-us.googleusercontent.com/WbDsIWgUHl4RgMOFEU19ymZZ31AKadJ2wY0Avs5Su5Vevtk9TmqiNddcYeg50eCfYrjAFkyKG6RVrYsGBEb1mYb57FW0tED8U62VQrtQdkluyuWYp4bOCMtF7NK1n_aRevaPZYL6Mn60WezC5Dno6rA)\n\n**AI-Assisted Form Filling:** Aidy takes a first pass at drafting documents and filling forms. Once your application is complete, Aidy fills in all the appropriate forms with your answers.\n\n![](https://lh7-us.googleusercontent.com/MTJ27w1DQsZOAkkh7LUQZsnm9MpFS7jL9-37ClfJjLVIpi6-PEiMc7K9A3JsI25eZD2iE_7I9fPvW37tOzhBe33yD1JGPnRt73W2z42ZlqLIvEKvMpVpNNSykBERMNIs6RLEVOqKjjetV72aPWnCy_s)\n\n**Grant Writer and Technical Assistance Platform:** We’ll soon roll out a collaborative tool for grant writers and applicants to work together. Grant writers can manage multiple applications and request documents from applicants through the platform.\n\nCheck out our [full demo!](https://youtu.be/jxv9heLtgy4)\n\n**Our Vision**\n\n* **Comprehensive Federal Grant Search**: Build a comprehensive federal grant search platform, complete with eligibility and competitiveness checkers for each federal grant.\n* **Support for all federal grants**: Quickly support applications for all 1,000+ federal grant programs.\n* **Beyond Federal Grants**: Expand to include state, local, and philanthropic funding opportunities.\n\n**Our Asks**\n\n* **Please send our** [**REAP Eligibility and Competitiveness Quiz**](https://app.aidygrants.com/eligibility) to anyone you know in the rural energy sector, especially rural small businesses, farms, or renewable energy companies. \n* **Connect us** with any grant writers or other organizations you think may benefit from Aidy.\n* **If there are federal grants your company is interested in applying for, let us know!**\n* **Follow us** on [LinkedIn](https://www.linkedin.com/company/aidygrants/about/) and [Twitter](https://twitter.com/aidygrants?s=11&t=jfv4r4tMpiMxn6_3cgsa7w).\n\nThank you!",
        "url": "https://www.ycombinator.com/launches/KCF-aidy-ai-assisted-turbotax-for-federal-grants",
        "votes": 39,
        "created_at": "2024-01-18T18:59:57.754Z"
      }
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  {
    "id": 29273,
    "name": "Pivot Robotics",
    "slug": "pivot-robotics",
    "former_names": [
      "Pivot AI",
      "Pivot Robots"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ee0d44cf8688258862f3d2457491a3a79d07f53c.png",
    "website": "https://pivotrobotics.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Pivot Robotics makes AI software for robotic arms that helps manufacturers automate their most labor intensive tasks. We are starting out with the dangerous task of metal grinding and are currently deploying our software on 10+ robots in a cast-iron foundry. ",
    "one_liner": "AI for Robot Arms in Factories",
    "team_size": 8,
    "industry": "Industrials",
    "subindustry": "Industrials -> Manufacturing and Robotics",
    "launched_at": 1709584102,
    "tags": [
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    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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      "Manufacturing and Robotics"
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/pivot-robotics",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/pivot-robotics.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/pivot-robots/",
    "x_url": "https://twitter.com/pivotrobots",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/ee0d44cf8688258862f3d2457491a3a79d07f53c.png",
    "app_video_url": null,
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    "primary_partner": {
      "name": "Tyler Bosmeny",
      "url": "https://www.ycombinator.com/people/tyler-bosmeny"
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    "founders": [
      {
        "user_id": 1333819,
        "full_name": "Siddharth Girdhar",
        "title": "Founder/CEO",
        "founder_bio": "AI, Robots, Soccer.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/siddharthgir",
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      {
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        "full_name": "Vignesh Rajmohan",
        "title": "Founder/CTO",
        "founder_bio": "Co-Founder of Pivot Robotics",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/vignesh-rajmohan",
        "x_url": "https://twitter.com/vrajmo",
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      {
        "id": 73893,
        "title": "Robotics Software Engineer",
        "url": "https://www.ycombinator.com/companies/pivot-robotics/jobs/0sRNlmU-robotics-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$120K - $160K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
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      },
      {
        "id": 88453,
        "title": "Software Engineer",
        "url": "https://www.ycombinator.com/companies/pivot-robotics/jobs/IDlqU83-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$120K - $160K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": [
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          "Machine Learning",
          "Computer Vision"
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      }
    ],
    "news": [
      {
        "title": "YC-backed AI startup Pivot Robots raises funding from NuVentures",
        "url": "https://www.business-standard.com/companies/start-ups/yc-backed-ai-startup-pivot-robots-raises-funding-from-nuventures-124070100581_1.html",
        "date": "Jul 01, 2024"
      }
    ],
    "launches": [
      {
        "id": 79034,
        "title": "Pivot Robotics - Automating high-mix manufacturing with AI",
        "tagline": "Pivot Robotics builds software to tackle the next frontier of manufacturing automation.",
        "body": "**TL;DR** We’re building this -\n\n![uploaded image](/media/?type=post&id=79034&key=user_uploads/509746/b2c4bca3-62a5-4591-9743-29683d930076)\n\nAnd we are Ex-Google and Meta robotics engineers that are using foundation vision models to solve the riddle of high-mix to redefine American manufacturing.\n\n—\n\n### **🚨 The Problem:**\n\nU.S. manufacturing is making a comeback for the first time since the 1970s, but there is a problem: **Nobody is filling these jobs**. Decades of decline and entire generations shying away from manufacturing jobs have left the industry facing an expected 2.4 million jobs going unfulfilled by 2030. \n\nThe obvious solution is to use robots, but **75% of all U.S. manufacturers are effectively unable to use traditional robotic automation** due to their high-mix production: they produce a wide array of products in small quantities. Traditional automation is rigid and needs new fixturing and re-programming for each part, and doesn’t provide ROI for high-mix manufacturers since so little of each part is produced. \n\nIf America is unable to capitalize on the current manufacturing and AI boom, we lose out on **$1 trillion per year in opportunity cost** and the chance to strengthen our weakened industrial base. High-mix manufacturers are a crucial component for this and they urgently need adaptable automation solutions that can cheaply handle their large variety of parts. \n\n### **🦾 Our Solution:**\n\nPivot Robotics combines off-the-shelf robots and vision sensors with our pioneering AI vision control software to give industrial robots the ability to adapt. Our first product, Proteus, addresses the dangerous and unpopular task of grinding metal parts, offering zero-shot adaptation to new parts with the same precision, and efficiency. **We do this by leveraging the latest advances in foundational vision models**, allowing us to avoid the large data requirements that prior attempts of adding vision to industrial robots faced. We are currently engaged in a **pilot to deploy 10+ Proteus systems** at a large cast iron foundry that produces over 200 different parts a year.\n\n### **🤝 Who We Are:**\n\n![uploaded image](/media/?type=post&id=79034&key=user_uploads/509746/dca22c09-4fc2-4c3c-aa64-5482d6880583)\n\nWe both met on the first day of college at Carnegie Mellon University, living 2 doors across from each other. \n\n[Siddharth](https://bookface.ycombinator.com/user/1333819/linkedin_redirect?key=74798b374abfa1117de67acaa6e2c7591293097d) has worked on self-driving cars at Uber ATG, AI at Meta, and most recently was designing multi-agent algorithms for warehouse robots at Nimble Robotics.\n\n[Vignesh](https://bookface.ycombinator.com/user/509746/linkedin_redirect?key=102ec6e610057e9a5088e60101031188a7145ab9) optimized motion planning for general-purpose robots at Google X, researched LLM applications for robotics in the Atkeson Lab, and worked on manipulation at ABB.\n\nBoth of us are inspired to use our robotics experience to solve real-world labor problems after watching our respective parents’ careers in these industries (agriculture and manufacturing).\n\n### 🔮**The Future:**\n\nExpanding our vision technology to develop hand-eye coordination for robot arms, enabling the automation of tasks beyond grinding, like materials handling and assembly for high-mix manufacturers.\n\n### **🙏Our Ask:**\n\nWe’re looking for introductions to manufacturing partners eager to embrace AI-driven automation and investors who share our vision for the future of manufacturing.\n\n### **✉️ Contact Us:**\n\nReach out at [founders@pivotrobotics.com](mailto:founders@pivotrobots.com) and follow us on [Twitter](https://twitter.com/pivotrobots)/[Linkedin](https://www.linkedin.com/company/pivot-robots/) for updates and cool demos.",
        "url": "https://www.ycombinator.com/launches/KYk-pivot-robotics-automating-high-mix-manufacturing-with-ai",
        "votes": 136,
        "created_at": "2024-03-04T20:30:42.743Z"
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    "id": 29274,
    "name": "Fractal Labs",
    "slug": "fractal-labs",
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    "website": "https://fractal-labs.gg/",
    "all_locations": "New York City, NY, USA",
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    "industry": "Consumer",
    "subindustry": "Consumer",
    "launched_at": 1705255239,
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    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
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    "industries": [
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    "regions": [
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    "url": "https://www.ycombinator.com/companies/fractal-labs",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/fractal-labs.json",
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        "full_name": "Alan Du",
        "title": "Founder/CEO",
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        "full_name": "Jason Cai",
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        "founder_bio": "Co-Founder at Fractal Labs. Formerly engineering @ Duolingo & Google. Computer engineering @ Princeton.",
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        "user_id": 1648307,
        "full_name": "Derrick Xin",
        "title": "Founder/CTO",
        "founder_bio": "Cofounder at Fractal Labs. Previously at Google Research, Google Ad Ranking. Applied Math at Stanford, Princeton.",
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  {
    "id": 29275,
    "name": "Agentic Labs",
    "slug": "agentic-labs-2",
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    "website": "https://agenticlabs.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "Agentic Labs is making software design and architecture less painful by building AI into the process. Today, developers have no shortage of tools for instantly creating chunks of code, but designing the systems that integrate this code is the hardest and most manual part of software engineering.\r\n\r\nOur first product is Glide, an AI-first editor purpose-built for writing technical design docs. It connects to your codebase and saves your engineering team time on triage, planning, and implementation of complex code changes.",
    "one_liner": "AI system design tools for dev teams",
    "team_size": 2,
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        "id": 78636,
        "title": "Agentic Labs - AI system design tools for dev teams",
        "tagline": "Introducing Glide - a new way to build software with AI",
        "body": "At Agentic Labs, we believe developers shouldn’t have to choose between thoughtfully designing code and shipping quickly.\n\n### Problem\n\nCreating a good technical design makes the implementation 10x easier for most coding tasks, but it’s a slow and manual process. We’ve experienced this at companies like Bridgewater and SpaceX, where reliable and maintainable software is mission-critical.\n\nConversely, in a startup, you build super fast, but it’s easy to find yourself being **crushed** by the complexity you’ve created because you didn’t have time to write a spec or analyze 3 different approaches.\n\nUntil now, you’ve probably had to pick one of these two extremes.\n\n### Solution\n\nWe’re building Glide, an AI-first editor purpose-built for writing technical design docs. It integrates with your codebase, saving engineers time on triage, planning, and implementation of complex code changes.\n\nHere’s how you use it:\n\n### 1\\. Get started by adding a repo, setting the goal, and attaching code\n\nWe’re demonstrating on an open ticket in Vercel’s AI-Chatbot repo\n\n* **Repo** here: <https://github.com/vercel/ai-chatbot>\n* **Goal** was inspired by the ticket here: <https://github.com/vercel/ai-chatbot/issues/226>\n* **Code** was added that is relevant to the task\n\n### 2\\. Triage the task in one click\n\n_Jump-start your thinking._ _Refine and edit in-line._\n\n<https://youtu.be/2wpdJlTNkE8>\n\n### 3\\. Triage → Plan\n\n_From your triage, generate a step-by-step plan._\n\n![uploaded image](/media/?type=post&id=78636&key=user_uploads/1577346/5a56256d-b81b-450b-b94c-8de7c5b1cd05)\n\n### 4\\. Plan → Implement\n\n_Once you like the plan, generate detailed code edits._\n\n![uploaded image](/media/?type=post&id=78636&key=user_uploads/1577346/369930b6-7af5-4129-bb0f-2ac831063e61)\n\n### 5\\. Send to VSCode to complete the change\n\n_Yes, we know, automatic PRs are coming soon._\n\n<https://youtu.be/0xz3uiHxg0c>\n\n### Chat with a fully-informed AI assistant at any time\n\n<https://youtu.be/zSjvqpnuocI>\n\n### Our ask\n\n* If your team has 10+ software engineers and you’re investing in a technical design process for code quality and speed, let’s talk\n  * **Call / text:** 858-663-1633\n  * **Set up time:** <https://calendly.com/d/457-4zq-s7p/user-interviews>\n  * **Email:** [rob@agenticlabs.com](mailto:rob@agenticlabs.com)",
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        "created_at": "2024-02-22T16:11:40.986Z"
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    "one_liner": "AI Assistant for Excel",
    "team_size": 4,
    "industry": "B2B",
    "subindustry": "B2B -> Finance and Accounting",
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        "full_name": "Daniel Wolf",
        "title": "Founder",
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        "full_name": "Jude Rizzo",
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        "id": 90376,
        "title": "🧮⚡ Carousel: The AI Assistant For Excel",
        "tagline": "Build Excel models in minutes, not hours.",
        "body": "Hi YC! We're Jude & Daniel, and we’ve built Carousel - an AI assistant that transforms how people work in Excel.\n\n# **The Problem: Excel is Powerful but Painful**\n\nExcel remains the universal language of business despite being:\n\n* **Time-consuming**: Building models takes hours of manual work\n* **Error-prone**: Manual data entry and complex formulas lead to mistakes\n* **Intimidating**: Mastering Excel formulas takes years\n\nProfessionals spend countless hours battling spreadsheets instead of focusing on decision-making.\n\n# **Our Solution: Your Personal Excel Intern**\n\nCarousel is an AI assistant that builds spreadsheets & models in minutes, not hours. \n\nhttps://www.youtube.com/watch?v=8_MWw1lMrzQ\n\nWe've built four core features:\n\n**🤖 Carousel Chat** - Build complete multi-tab models from scratch with conversational prompts. No Excel expertise required. [Models that took hours to spin up now take minutes.](https://youtu.be/dQJbqbEJIiY)\n\n**⚡ Quick Fix** - Select any range, hit Ctrl+Enter, and describe what you want. [Format tables, add analytics, or restructure data instantly.](https://youtu.be/BeXluYKKArM)\n\n**🔍 Model Walkthrough** - Understand complex formulas in plain English. [Model Walkthrough rewrites formulas by swapping cell references like S&U_Sheet!K7 with Transaction Closing Costs (4%).](https://youtu.be/sG3s4Bz1sM0)\n\n**📄 File Context** - Stop doing manual data entry. [Carousel pulls information from your documents and puts them into your Excel file live, complete with automatic source citations.](https://youtu.be/jDx9lNbgLMk)\n\nUnlike your last intern, Carousel is competent, doesn’t complain when asked to fix spreadsheet formatting, and doesn’t need a return offer.\n\nCarousel is what Microsoft’s Copilot for Excel promised to be.\n\n# **Who's It Made For?**\n\nCarousel is designed for anyone who spends significant time in Excel:\n\n* **Financial analysts** building complex financial models\n* **Marketing managers** analyzing campaign performance data\n* **Operations leaders** creating forecasts and tracking KPIs\n* **Product managers** organizing feature roadmaps\n* **Scientists** analyzing experimental data\n* **Consultants** preparing client deliverables\n\n# **Why We Made Carousel**\n\nExcel hasn't fundamentally changed in decades, yet it remains central to how teams & businesses operate. \n\nWe built Carousel to bridge the gap between Excel's insane professional capabilities and its usability challenges.\n\n# **Try Carousel Today**\n\nOur open beta starts today for both individuals and enterprise teams. We'd love your feedback!\n\nIf you spend more than 10 hours a week in Excel or know someone who does, we'd love to chat: [founders@usecarousel.com](mailto:founders@usecarousel.com)\n\n[**www.usecarousel.com**](http://www.usecarousel.com)\n\n![uploaded image](/media/?type=post&id=90376&key=user_uploads/857855/84e41b9e-92f3-41a5-b916-bf73501e30ba)\n\n",
        "url": "https://www.ycombinator.com/launches/NVg-carousel-the-ai-assistant-for-excel",
        "votes": 22,
        "created_at": "2025-05-14T00:15:47.757Z"
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        "id": 78887,
        "title": "📊 👀 Carousel: Track changes for PowerPoint & Excel",
        "tagline": "Making it easier to review deliverables with high-fidelity change tracking",
        "body": "Hi! We’re [Jude](https://linkedin.com/in/jude-rizzo-aa71aa207) & [Daniel](https://linkedin.com/in/daniel-wolf-6242431b1), and we’re the co-creators of [Carousel](https://www.carouseltech.io/), a change-tracking tool for PowerPoint & Excel.\n\n \n\n**Investment bankers & consultants don’t use PowerPoint like you do:**\n\nFor most investment banking or consulting projects, the final deliverable is a PowerPoint deck.\n\n \n\nTo make sure the final draft of that deck is perfect, it goes through multiple rounds of review, feedback, & edits.\n\n \n\nThis means that many bankers and consultants spend hours squinting at different decks to see if the footnote on pg. 57 was updated correctly or if all the companies in a table on pg. 34 have uniform EBITDA adjustments.\n\n \n\nSmall details matter a lot, so teams often have to check over hundred-page decks from scratch. This review process is tedious & prone to mistakes.\n\n \n\n**Track deck & model changes with one click:**\n\n \n\nCarousel is a PowerPoint & Excel add-in that captures all the changes made to your team’s materials from shell to client PDF.\n\n \n\n**Carousel tells you exactly WHO changed WHAT and WHEN.** With one click, the add-in highlights everything that changed between any two versions of the model or deck (in your current window, without having to open another file).\n\n \n\n# It’s like Word’s track changes on steroids.\n\n \n\n![uploaded image](/media/?type=post&id=78887&key=user_uploads/857855/b80c80b4-4489-4207-be22-dc1681bc6eb6)\n\n \n\nBefore this, Daniel worked at Bank of America & Elliott Management, where he spent many hours pushing the boundaries of what was possible in PowerPoint & Excel.\n\n \n\nJude was pursuing a Master’s Degree in Mathematics from Cornell with a focus on ML.\n\n \n\nWe realized that PowerPoint & Excel could be a much more pleasant experience for power users with the right tools.\n\n \n\n**If you or someone you know spends more than 15 hours per week in PowerPoint or Excel, **[**let’s chat**](https://calendly.com/daniel-carouseltech)**.**\n\n \n\n ",
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        "created_at": "2024-02-29T06:51:51.211Z"
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    "website": "https://basalt.space/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Basalt is building Constellations as a Service, self-flying satellite constellations tailored for private enterprise and the government without any prior aerospace experience needed! Powered by our Diamond AI, Basalt provides a seamless experience, enabling users to fly and stream data and images from their own dedicated satellite constellation onto their phones and laptops.  \r\n\r\nBasalt received its seed investment as part of the Y Combinator W24 batch, and has since launched Spirit-EEL, the world's first AI-controlled satellite constellation.",
    "one_liner": "Constellations as a Service",
    "team_size": 10,
    "industry": "Industrials",
    "subindustry": "Industrials -> Aviation and Space",
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    "city": "San Francisco",
    "country": "US",
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      "name": "Tyler Bosmeny",
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        "full_name": "Maximillian Bhatti",
        "title": "Founder/CEO",
        "founder_bio": "CEO & Co-Founder of Basalt    //    I was working at Caltech’s fusion lab when I was hired out of high school to work at MIT AeroAstro on their CubeSat mission.\n\nSince then, I’ve spent stints at The Aerospace Corporation and SpaceX working on distributed space systems and the American moon landing. Most recently, I dropped out to build Basalt. My hobbies include hiking and buying infinite whiteboards.",
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        "title": "Basalt Space and Bay Area Rivals Aim to End Starlink's Constellation Monopoly",
        "url": "https://spacedaily.com/sd-n-basalt-space-and-bay-area-rivals-aim-to-end-starlinks-constellation-monopoly/",
        "date": "May 05, 2026"
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      {
        "title": "Welcome to the Great American Satellite Age | WIRED",
        "url": "https://www.wired.com/story/welcome-to-the-great-american-satellite-age/",
        "date": "May 04, 2026"
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      {
        "id": 79293,
        "title": "Basalt Tech - Windows for Spacecraft",
        "tagline": "Building the world’s first satellite operating system.",
        "body": "<https://basalt.space>\n\n# **Windows for Spacecraft: Basalt Dispatch**\n\n![uploaded image](/media/?type=post&id=79293&key=user_uploads/1408579/b881339f-9903-4801-ada1-3aad37a29dd9)\n\n_Fig 1. - Dispatch simulation engine based on open source NASA code. The graphics have room for improvement!_\n\n**Dispatch** is the first satellite OS. It provides a common software infrastructure to allows fleets of dissimilar satellites to work together:\n\n* **Tasking**: Image geographic areas in visible, infrared, or radar.\n* **Radio and Telecom:** Manage in-orbit networks and signals intelligence collection.\n* **Orbital Security**: Monitor and inspect other space assets.\n\nNew or external software modules can also easily be integrated, rather than being rewritten for each individual satellite. \n\nThere are over 65,000 satellites licensed to be launched by 2030. That’s over $100B of assets whose value comes from the bytes of data they send down. Right now, that data pipeline includes email, whiteboards, and Excel.\n\n**Dispatch is here to change that, and bring autonomy into orbit, for every mission.**\n\n### **Background**\n\nFlight operations still rely on manual processes and highly custom software. While this is acceptable for single, high-value missions, the need to manage large, flexible satellite fleets challenges that status quo.\n\n![uploaded image](/media/?type=post&id=79293&key=user_uploads/1408579/d4de8161-592c-4be8-93fa-852119b3f0da)\n\n_Fig 2 - ESA Visualization of active and defunct satellites around Earth._\n\nThis type of modular software infrastructure has been implemented in-house before, usually on specific hardware. (Think individual custom OS’s before Windows.)\n\nRight now, there is no solution for space companies or government agencies other than to take on massive in-house development, or scale up their operations staff. This is the story we’ve heard over and over talking to flight directors and CEOs.\n\n**The innovation Dispatch brings is its universality - Dispatch allows this functionality to be brought to any space asset out-of-the-box.**\n\n### **Recent Progress**\n\n![uploaded image](/media/?type=post&id=79293&key=user_uploads/1408579/3e274d18-5163-4a31-aaff-cd4862d8b753)\n\n_Fig 3 - Alex and Max at the National University of Singapore. We are beginning an effort to revive one of their satellites with our software._\n\nOne month ago we wrote our first line of code. Today, after 2 weeks of travel, we have kicked off collaborations with some of the leading space systems institutions around the globe.\n\n* **Massachusetts Institute of Technology (MIT), United States**\n  * Industry presence in MIT AeroAstro’s Space Systems class, which trains the next generation of space engineers.\n  * Integration of MIT flight operations applications into OS.\n  * Ongoing collaboration with STAR Lab missions.\n* **University of Toronto, Canada**\n  * Project to revive HERON MkII on-orbit.\n  * Collaboration on software stacks for HERON and FINCH missions.\n* **National University of Singapore, Singapore**\n  * Project to revive Galassia-2 on-orbit.\n  * Operations and teaching software for STAR Centre missions and classes.\n* **Aarhus University, Denmark**\n  * Project to revive DISCO-1 on-orbit.\n  * Collaboration on operations software integrations for DISCO-2 and 3 missions.\n\nWe have a line of university space programs around the world waiting to talk to us, but had to pause for fundraising in San Francisco.\n\n**Just a handful of academic space programs function as the source of almost all engineering talent in the space industry.** These collaborations are invaluable for our journey towards product-market fit, and provide a platform to gain flight heritage for Basalt.\n\n### **About Us**\n\nIn 2020, [Alex](https://www.linkedin.com/in/alex-choi/) hired a 17-year old [Max](https://linkedin.com/in/maximillian-bhatti-1a9806266) to fix broken satellite radios in the back shed of a Los Angeles dentistry.\n\nOver the next few months, the duo would assemble a crack team of engineers in LA and Cambridge to bring MIT’s CubeSat program back to life. Six months later, the completed satellite was being integrated into the rocket for launch.\n\nWe have been close friends ever since, and have worked in research, commercial, and government space.\n\n### **Asks**\n\nCheck out our [website](https://basalt.space/)!\n\nInterested in how we can help streamline your mission? Set up a [meeting](https://basalt.space/contact).\n\nIf you’re in the govt. or commercial space industry, tell us what you’d like to see!\n\n* Reach out to: [founders@basalt.space](mailto:founders@basalt.space)\n* Phone number: (415) 385-7136",
        "url": "https://www.ycombinator.com/launches/Kcv-basalt-tech-windows-for-spacecraft",
        "votes": 15,
        "created_at": "2024-03-12T13:30:27.452Z"
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    "id": 29278,
    "name": "Leaping",
    "slug": "leaping",
    "former_names": [
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    "website": "https://www.leaping.io/",
    "all_locations": "New York City, NY, USA",
    "long_description": "When bad software gets shipped, software companies burn a lot of money and customer trust fixing it. Most software engineers will tell you they spend more time fixing code than writing it, which will only become more true as AI code assistants gain adoption. Leaping autonomously root causes bugs and generates tested code fixes.",
    "one_liner": "Automate bug resolution",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1710320350,
    "tags": [
      "Developer Tools",
      "AI Assistant"
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/leapinglabs",
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        "title": "Starlight Partner Program: Build Your Own EV Charging Network",
        "tagline": "All-in-one program to run your EV charging enterprise and generate passive income.",
        "body": "<https://partner.starlightcharging.com>\n\nHey everyone - this is Andrew with [Starlight Charging](http://partner.starlightcharging.com/).\n\n**tl;dr** EV charging stations are a great opportunity for generating passive income, once the stations are installed. We [built tools](https://partner.starlightcharging.com) to help you launch and scale your EV charging business – everything from site analysis and installation management (through our national network of certified electrical contractors) to payment collection.\n\n![uploaded image](/media/?type=post&id=87003&key=user_uploads/157923/54fdff9a-ce05-4576-aa6f-2e7f72d01086)\n\n<https://youtu.be/RHqxOSwp-VU>\n\n### **Problem:**\n\nThe US needs 100x more EV charging stations to be installed in the next 10 years if gasoline cars will be replaced by EVs. Rather than leaving this work up to the oil companies, who will drag their feet, we think blitzscaling charging needs to be done right, and done soon. \n\nAs with most real estate, not all locations are created equal. It’s hard to predict which potential installation sites will see high utilization and profitability. What’s more, running an installation process in commercial environments (like multifamily apartment buildings or condos) is complicated and overwhelming.\n\n### **Our Solution:**\n\n We are empowering the hard-working electricians of the world to not only solve the charging gap, but also be financially rewarded for doing so. We built magical software that can help analyze millions of candidate charging station locations for profitability, and manage the installation process – everything from permitting and contracts to material and labor management. We built integrations with over 30 different EVSE manufacturers, so that you can operate different charging station models all from one dashboard.  \n\nAfter installation, operating a charging station business does require some ongoing work – stations need to be regularly inspected, updated, and retail prices need to be adjusted for fluctuations in energy prices.  Starlight’s all-in-one platform streamlines this part of the business for you.  Just like a vending machine, as people use your charging stations, you’ll collect small amounts of revenue day-after-day.\n\n![uploaded image](/media/?type=post&id=87003&key=user_uploads/157923/0f3aa3f4-742c-4b3c-ba9c-92a4882d5d23)\n\n**How did we get here?**\\\nWe have spent several years honing our own EV charging station operation through [Starlight Charging](http://www.starlightcharging.com/) – we have installed and operate ports all across the country. Through this process, we not only built custom software, but we discovered that electricians are in a unique position to profitably install and run the charging stations themselves.\n\n**Why Electricians?**\n\nFirst, a large majority of the installation cost is labor. Electricians can install stations during off-peak times, meaning they’ll keep their team busy now, investing in recurring revenue for later. Next, unlike nontechnical folk, electricians understand how these systems operate – it’s their bread and butter. Finally, if a charging station goes offline and needs maintenance, a locally-based station owner can get them repaired sooner – the incentives to keep the stations operating reliably are aligned!\n\n**Our Ask:**\n\n[CLICK HERE TO SIGN UP](http://partner.starlightcharging.com/)  for our Pro plan to get started immediately on building your own EVSE network. We’re giving the first 15 electricians who sign up an extra 15 charging stations under management for free with the purchase of our “Pro” plan. \n\n_P.S. If you’d like to start operating your own EV charging station network, please _[_get in touch_](https://mailto:info@starlightcharging.com)_ with us! Even if you are not an electrician, we’d be interested in hearing how we might be able to tailor the partner program to you._",
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        "title": "Patchwork - Your team's AI powered communication tool",
        "tagline": "Replace your Slack with a ranked feed of information and AI assisted post creation",
        "body": "Hey everyone! We’re [Nikki](https://www.linkedin.com/in/nikki-a-shah/) and [Dhruhin](https://www.linkedin.com/in/dhruhin/) from [Patchwork](https://www.atpatchwork.com/)!\n\n**TL;DR**\n\nPatchwork supercharges your team’s communication — we replace your Slack with a ranked feed of information, AI assisted post creation, and chat for urgent needs.\n\n![uploaded image](/media/?type=post&id=78819&key=user_uploads/1642539/fb3c9788-fb77-4ea7-a5b0-766d51a58935)\n\n### **The Problem**\n\n**Do it all.**\n\nThose are the words etched in our brains during YC, and we know that it only gets worse. We spend our time figuring out how to talk to users, sell to customers, pitch to investors, and meet other founders, all at the same time. Oh, and don’t forget, while doing all of this, you also need to continue building the product.\n\nWe found that the most inefficient part of a company is poor communication. A ping on Slack can take us out of flow and leave us context-switching. While one team member is wrestling with RAG pipelines, another is messaging them about feedback from a user interview. If you choose to respect heads-down time, you’ll end up writing notes in docs that are lost to the ether, never to be looked at again. With more team members, it gets exponentially worse.\n\nIn the end, we’re either left with incomplete information or left sifting through a swamp of chat messages, doc links, and notifications to get the information we need.\n\n### **The Solution**\n\n**LLMs, Posts, and a Ranked Feed.**\n\nPatchwork, with the help of LLMs, allows you to quickly post meeting notes, updates, thoughts, and information into relevant groups.\n\n![uploaded image](/media/?type=post&id=78819&key=user_uploads/1642539/2d37f318-48cd-4dc1-953b-5fd4728377c9)\n\nHere’s the best part — **every team member has a smart feed, specifically curated for them**, that ensures they get the most important information first. Say goodbye to the distraction of random messages to get to what you really need. \n\n![uploaded image](/media/?type=post&id=78819&key=user_uploads/1642539/97cafc6a-a77f-467d-bbd8-c9ba596d6985)\n\nChat is also available for urgent needs. On Patchwork, your urgent chat messages don’t get drowned out with non-urgent matters.\n\n![uploaded image](/media/?type=post&id=78819&key=user_uploads/1642539/92a29007-2c94-49c4-8e7a-569106e3c283)\n\n### **Meet Nikki and Dhruhin**\n\n[Nikki](https://www.linkedin.com/in/nikki-a-shah/) and [Dhruhin](https://www.linkedin.com/in/dhruhin/) worked at Meta, Stripe, and Amazon—three companies known for their incredible writing cultures. They were able to witness firsthand the power of organized, effective communication. At these companies, they worked on 0 to 1 products, which grew from a small founding team to massive organizations. From the beginning, good communication that allowed engineers to stay in flow and also get the information they needed was the secret to both speed and growth.\n\nNow, they’re on a mission to supercharge every team with better communication tools.\n\n### **Our Ask: Try Us!**\n\nIf you’re building a product, talking to users, fundraising, selling to customers, and just trying to do it all — let Patchwork help.\n\nEmail [info@atpatchwork.com](mailto:nikki@atpatchwork.com) and we’ll onboard you!",
        "url": "https://www.ycombinator.com/launches/KVH-patchwork-your-team-s-ai-powered-communication-tool",
        "votes": 56,
        "created_at": "2024-02-27T18:50:20.637Z"
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        "full_name": "Katon Luaces",
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        "full_name": "Jeremy Ben-Meir",
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        "founder_bio": "Working on PointOne to automate attorney timekeeping and billing. Was previously a software engineer at Amazon and Google where I worked on search relevance and Ads ML, respectively.",
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        "id": 93089,
        "title": "Customer Success Lead",
        "url": "https://www.ycombinator.com/companies/pointone/jobs/KLexKAg-customer-success-lead",
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        "title": "New Grad Software Engineer",
        "url": "https://www.ycombinator.com/companies/pointone/jobs/SJ9AFBo-new-grad-software-engineer",
        "location": "New York, NY, US",
        "type": "Full-time",
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        "role_type": "Full stack",
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        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
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        "title": "Security & Infrastructure Engineer",
        "url": "https://www.ycombinator.com/companies/pointone/jobs/UOnViNj-security-infrastructure-engineer",
        "location": "New York, NY, US",
        "type": "Full-time",
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        "title": "Product Reliability Engineer",
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        "location": "New York, NY, US",
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        "title": "Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/pointone/jobs/KUme05Y-sales-development-representative",
        "location": "New York, NY, US",
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        "date": "Mar 23, 2026"
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    "id": 29287,
    "name": "Paradigm",
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        "full_name": "Abdul Jamjoom",
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        "title": "🦜 Arini: The AI receptionist for dentists",
        "tagline": "Our AI agent answers phone calls and schedules appointments for patients.",
        "body": "Hey everyone! We’re [Abdul Jamjoom](https://www.linkedin.com/in/abduljamjoom/) and [Rami Rustom](https://www.linkedin.com/in/ramirustom/) from [Arini](https://www.arini.ai).\n\n**tl;dr**\n\nArini is an AI receptionist for dental clinics that answers phone calls, and schedules appointments. The dental front desk is stretched thin, spending 80% of their time on the phone, yet still missing 35% of calls. Missed calls = missed revenue. Arini answers 100% of calls, 24/7.\n\n## **Problem**\n\nHealthcare in the US is facing a massive staffing shortage, especially since COVID. It’s hard for clinics to find, train, and retain admin staff. As a result, the front desk is overworked and understaffed.\n\nThe dental front desk spends 6 hours a day on the phone but still misses 35% of calls. Each missed call is missed revenue.\n\nEven though 80% of dental clinics have online scheduling forms, most appointments are still booked over the phone. Even if you book online, they’re going to call you back (go ahead and try it).\n\n## **Solution**\n\nWe built an AI voice agent that answers phone calls and books appointments. We plug into the existing software that dental clinics use and populate appointments on their calendar. We can also answer questions about insurance, billing, and anything else the patient needs.\n\nWe help practices increase revenue by booking more appointments. We also help them reduce their operating cost since they need to recruit, train, and retain fewer receptionists.\n\n<https://www.youtube.com/watch?v=xzscKs5cxwc>\n\n## **The team and how we landed on dental**\n\nWe met in high school in Jordan, co-founded a start-up 2 years ago, and are always hacking together. Abdul studied CS at Harvard and was an early engineer at Threads, an enterprise communication tool, where he led search. Rami studied CS at MIT and joined Threads a year ago, and we both led Threads’ AI team, where we automated customer support, document feedback, notification triaging, and more.\n\nWe landed on the dental space after going door-to-door to dentists, shadowing them, and experiencing first-hand the challenges they faced. It was clear that the front desk was a bottleneck for increasing bookings, even though dentists in the US spend $7B a year on front desk staffing.\n\n![uploaded image](/media/?type=post&id=78760&key=user_uploads/868778/669b3926-305a-4cc9-92d2-adee47bf0991)\n\n## **How you can help**\n\n1. If you have a cleaning coming up, ask your dentist to [**book a demo with us**](https://calendly.com/d/47d-9z6-g2d/ai-receptionist-demo)\n2. If you know any multi-location dental groups or DSOs, send them our way\n\nYou can reach us at [**founders@arini.ai**](mailto:founders@arini.ai)**.**",
        "url": "https://www.ycombinator.com/launches/KUK-arini-the-ai-receptionist-for-dentists",
        "votes": 98,
        "created_at": "2024-02-26T18:44:16.762Z"
      }
    ]
  },
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    "id": 29290,
    "name": "FurtherAI",
    "slug": "furtherai",
    "former_names": [
      "Further AI",
      "FURTHER AI"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/f69d37602abbe546a737245228432e7650303234.png",
    "website": "https://www.furtherai.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "FurtherAI is a domain-specific AI for the insurance industry. Our AI Assistant automates complex workflows like submission intake, policy comparisons, and underwriting audits - making teams faster, smarter, and more efficient.\r\n\r\nLeading insurers, reinsurers, MGAs, and brokers rely on FurtherAI to drive better decisions at scale. Backed by top investors including Y Combinator, Nexus, South Park Commons, and Converge, FurtherAI supports customers writing over $15B in premiums across all 50 states.",
    "one_liner": "AI Workforce for the Insurance Industry",
    "team_size": 36,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1719357150,
    "tags": [
      "Insurance"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Growth",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/furtherai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/furtherai.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/furtherai/",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/f69d37602abbe546a737245228432e7650303234.png",
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    "company_photos": [],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 392100,
        "full_name": "Aman Gour",
        "title": "Founder/CEO",
        "founder_bio": "Aman Gour is the Co-founder/CEO of FurtherAI. \n\nPreviously he co-founded, TurboHire - a platform for recruitment automation, where he was responsible for scaling up the revenue to over $1m in ARR. He has approximately 10 years of experience in developing workflow automation solutions for various industries.\n\nBefore that, he worked as a Product Manager at Microsoft after obtaining a degree in computer science from IIT Bombay (India)\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/amangour",
        "x_url": "https://twitter.com/amangour30",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/4c10c703f2928cc40d97f28087924b61f36ab257.jpg"
      },
      {
        "user_id": 1107011,
        "full_name": "Sashank Gondala",
        "title": "Founder/CTO",
        "founder_bio": "Sashank Gondala is the co-founder and CTO of FurtherAI. Previously, he is a former language modeling scientist at Apple, where he built and scaled language models for Siri. \n\nSashank is a Computer Science graduate from IIT Bombay and later did his Masters in Computer Science (Machine Learning) from Georgia Tech where he conducted research in multimodal AI alongside industry-leading scientists.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/sashank-gondala-083132a0",
        "x_url": "https://twitter.com/sgondala2",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/266811aeef05c292fd2cfefe2872823964b103ff.jpg"
      }
    ],
    "jobs": [
      {
        "id": 68037,
        "title": "Software Engineer - Backend/Fullstack [India]",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/YZZvimn-software-engineer-backend-fullstack-india",
        "location": "Remote",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$40K - $80K",
        "equity_range": "0.10% - 0.80%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
          "Python"
        ]
      },
      {
        "id": 70897,
        "title": "Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/G6CMA8T-sales-development-representative",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$90K - $100K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 72338,
        "title": "Senior Software Engineer - Backend/Fullstack",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/sGJen8v-senior-software-engineer-backend-fullstack",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$180K - $250K",
        "equity_range": "0.20% - 0.75%",
        "experience": "6+ years",
        "visa": "Will sponsor",
        "skills": [
          "Python"
        ]
      },
      {
        "id": 72438,
        "title": "Frontend Engineer - Web",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/zrN2j29-frontend-engineer-web",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Frontend",
        "salary_range": "$120K - $210K",
        "equity_range": "0.20% - 0.75%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
          "React"
        ]
      },
      {
        "id": 74863,
        "title": "Enterprise Account Executive ",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/kdIIjL9-enterprise-account-executive",
        "location": "San Francisco, CA, US / Remote (Chicago, IL, US; New York, NY, US)",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$100K - $175K",
        "equity_range": "0.05% - 0.25%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 77473,
        "title": "Forward Deployed Engineer ",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/2uFhWmi-forward-deployed-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$120K - $180K",
        "equity_range": "0.10% - 0.20%",
        "experience": "1+ years",
        "visa": "Will sponsor",
        "skills": [
          "Python",
          "React",
          "TypeScript"
        ]
      },
      {
        "id": 78629,
        "title": "Customer Success Manager",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/FjHA8gt-customer-success-manager",
        "location": "San Francisco, CA, US / Remote (US)",
        "type": "Full-time",
        "role": "Support",
        "role_type": null,
        "salary_range": "$80K - $140K",
        "equity_range": "0.05% - 0.15%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 80903,
        "title": "Founding Product Designer",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/rVO1Ds6-founding-product-designer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Product design",
        "salary_range": "$150K - $220K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 81356,
        "title": "Software Engineer - Frontend [India]",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/lsRlYUA-software-engineer-frontend-india",
        "location": "IN / Remote (IN)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Frontend",
        "salary_range": "₹4M - ₹7.5M INR",
        "equity_range": "",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "React",
          "TypeScript"
        ]
      },
      {
        "id": 86029,
        "title": "Marketing Generalist",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/Y70e7Jk-marketing-generalist",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$90K - $120K",
        "equity_range": "0.01% - 0.05%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 86518,
        "title": "Create your own role",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/aEVCp9Y-create-your-own-role",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$100K - $200K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 86521,
        "title": "Solutions Engineer",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/vi15Nwd-solutions-engineer",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$155K - $180K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 86523,
        "title": "Social Media Specialist",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/CqUsnaz-social-media-specialist",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$70K - $90K",
        "equity_range": "0.02% - 0.05%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 86524,
        "title": "Executive Assistant & Operations Lead",
        "url": "https://www.ycombinator.com/companies/furtherai/jobs/5o9123v-executive-assistant-operations-lead",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "",
        "equity_range": "",
        "experience": "",
        "visa": "US citizen/visa only",
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    ],
    "news": [
      {
        "title": "FurtherAI Raises $25 Million From Andreessen To Automate Insurance Workflows",
        "url": "https://www.forbes.com/sites/charliefink/2025/10/07/furtherai-raises-25m-from-andreessen-to-automate-insurance-workflows/",
        "date": "Oct 07, 2025"
      },
      {
        "title": "FurtherAI Raises $5M To Advance Its Specialized AI For Insurance",
        "url": "https://www.furtherai.com/blog/furtherai-raises-5m-to-advance-its-specialized-ai-for-insurance",
        "date": "Apr 02, 2025"
      }
    ],
    "launches": [
      {
        "id": 82225,
        "title": "FurtherAI: AI workspace for the insurance industry",
        "tagline": "Unlocking the massive untapped potential by automating insurance workflows",
        "body": "The insurance industry faces a severe labor shortage while over 3 million current insurance professionals are stuck doing repetitive manual tasks.\n\nAt [FurtherAI](http://furtherai.com), we are building a AI Workspace to handle these repetitive manual tasks involving unstructured data processing and data entry across disjointed systems. Our first AI Teammate tirelessly handles quote and renewal workflows, allowing the human teams to focus on strategic work.\n\n👇 [Here](https://youtu.be/6jCr0kW1MjA) is a heartfelt video from a customer highlighting their problems & opportunity\n\n### **❌ PROBLEM**\n\nIt’s widely reported that the insurance industry will lose over [400K people](https://www.insurancebusinessmag.com/us/news/breaking-news/us-insurance-sector-to-lose-around-400000-workers-by-2026-466593.aspx) by 2026. On the other hand, over [3M insurance professionals](https://www.bls.gov/iag/tgs/iag524.htm) spend most of their time manually generating proposals, checking policies, processing claims, or entering data into underwriting systems.\n\nMost of these tasks have remained manual for two reasons:\n\n* The insurance industry operates on a lot of unstructured data like policies, quotes & more\n* The software systems in the insurance industry are not connected, requiring humans to manually fill in data and forms across these systems.\n\nPreviously, it was not possible to process the unstructured data with high accuracy, and it was difficult to configure all the validation rules. To make things worse, Robotic Process Automation was too brittle to maintain.\n\nThese manual workflows take the time of the skilled workforce away from the important tasks, reducing productivity and job satisfaction.\n\nOne such manual workflow is quote generation: a mid-sized (50-200 EEs) broker/MGA generates 1000s of quotes per month by extracting data from policy documents and then entering into portals. It takes about 30-45 mins per quote.\n\n### **💡 SOLUTION**\n\nAt FurtherAI, we are building a AI Workspace to automate insurance workflows. These AI Teammates can practically automate any insurance workflow involving processing unstructured documents, data entry into internal systems or web portals, or even making phone calls.\n\n[Here](https://youtu.be/nR-j_hTdgeI) is a quick demo of the AI Teammate performing Quote Generation. It is a simple workflow:\n\n1\\. **Trigger** - Send an email along with the client application attached\n\n2\\. **Clarification** - Respond to the missing information asked by AI\n\n3\\. **Result** - Get the generated quote along with the execution video\n\nWe are building these AI Teammates to mimic human-to-human interaction.\n\n* Everything happens within the email client (Outlook/Gmail)\n* We run fine-tuned GPT models for the insurance industry\n* We are building agentic loops to make the automation reliable\n\nOur initial customers are saving over $400K in annual costs across these workflows while making them 10X faster and less prone to human errors. We are starting with the workflows of quote generation and renewals as they directly impact the top line of our customers.\n\n### **🤝 WHO ARE WE?**\n\nWe’re Aman and Sashank.\n\n[Aman](https://linkedin.com/in/amangour) is a second-time founder with around 10 years of experience in workflow automation. Previously he built and scaled his company to over $1 million ARR and worked as a Product Manager at Microsoft.\n\n[Sashank](https://www.linkedin.com/in/sashank-gondala-083132a0) is a former language modeling scientist at Apple, where he built and scaled language models for Siri. Previously he completed his Masters in AI from Georgia Tech and worked at Oracle.\n\nWe believe that, like energy, the cost of insurance affects the entire economy, and improving efficiencies here benefits everyone. Together, we’re excited to help insurance companies unlock unprecedented efficiencies with AI.\n\nIn the picture: Aman (CEO, Left), Sashank (CTO, Center), and Tom (YC Partner, Right)\n\n![uploaded image](/media/?type=post&id=82225&key=user_uploads/392100/ebc0ce07-0b93-45fa-88af-7b45144dc684)\n\n### **💫 REQUEST**\n\nThank you for taking the time to read through this ❤️\n\nWe are looking to connect with insurance brokers and MGAs to get feedback on our product and explore if they’d want to try our AI Teammates.",
        "url": "https://www.ycombinator.com/launches/LOD-furtherai-ai-workspace-for-the-insurance-industry",
        "votes": 65,
        "created_at": "2024-07-17T20:50:44.024Z"
      }
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    "id": 29291,
    "name": "ROE",
    "slug": "roe",
    "former_names": [
      "Roe AI"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c6e62176aed0b225675a38d104b2bd4aa8deb20e.png",
    "website": "https://getroe.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "ROE AI solve risks and compliance problems for financial industry.",
    "one_liner": "AI for risk and compliance",
    "team_size": 9,
    "industry": "B2B",
    "subindustry": "B2B -> Infrastructure",
    "launched_at": 1705558893,
    "tags": [
      "Fintech",
      "Generative AI",
      "Compliance",
      "Regtech"
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    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B",
      "Infrastructure"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/roe",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/roe.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/roe-ai",
    "x_url": "https://twitter.com/try_roe_ai",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/c6e62176aed0b225675a38d104b2bd4aa8deb20e.png",
    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": null,
    "founders": [
      {
        "user_id": 1065666,
        "full_name": "Richard Meng",
        "title": "Founder/CEO",
        "founder_bio": "Cofounder & CEO of Roe AI, democratizing the access of safe, steerable, scalable Gen AI to enterprise\n\nex-tech lead of Gen AI @ Snowflake.\nSnowflake Summit 2023 Speaker.\nex-tech lead of Knowledge Graph & Generative Skill Assessment at LinkedIn\n2014-18 UC Berkeley CS & Stats ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/berkeleymeng",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/7a5f183a64d9735a1eb261c10fc1db5fae706938.jpg"
      }
    ],
    "jobs": [
      {
        "id": 81104,
        "title": "Founding Engineer",
        "url": "https://www.ycombinator.com/companies/roe/jobs/OFFxite-founding-engineer",
        "location": "San Mateo, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$140K - $180K",
        "equity_range": "0.10% - 0.50%",
        "experience": "Any (new grads ok)",
        "visa": "Will sponsor",
        "skills": [
          "Amazon Web Services (AWS)",
          "Kubernetes",
          "Python"
        ]
      },
      {
        "id": 82886,
        "title": "Founding Staff Software Engineer",
        "url": "https://www.ycombinator.com/companies/roe/jobs/c6wCCGz-founding-staff-software-engineer",
        "location": "San Mateo, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$160K - $200K",
        "equity_range": "0.40% - 1.00%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
          "Amazon Web Services (AWS)",
          "Kubernetes",
          "Python",
          "Docker",
          "Microservices"
        ]
      },
      {
        "id": 106769,
        "title": "Head of Product Management",
        "url": "https://www.ycombinator.com/companies/roe/jobs/6dFKkIl-head-of-product-management",
        "location": "San Mateo, CA, US",
        "type": "Full-time",
        "role": "Product",
        "role_type": null,
        "salary_range": "$150K - $200K",
        "equity_range": "0.40% - 1.20%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": []
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    ],
    "news": [
      {
        "title": "Announcing $3.5M Seed Round Led By Gradient Ventures",
        "url": "https://www.getroe.ai/blog/fundraising",
        "date": "Aug 05, 2024"
      }
    ],
    "launches": [
      {
        "id": 78571,
        "title": "Roe AI - A new data warehouse for unstructured data",
        "tagline": "What if you can process any data in this world, what would you do?",
        "body": "### **🥇TL;DR:**\n\n[Roe AI](https://roe-ai.com/) is the next-generation data warehouse that uses AI to process unstructured data like natural language, documents, images, and structured tabular data. We came from Snowflake, so we know how it enables companies to get value out of their data and we are here to help get value from even more, harder-to-reach data.\n\n![](https://bookface.ycombinator.com/media/?type=post&id=78571&key=user_uploads/1065666/b268a0a7-4a58-43b9-8b25-bfd8318a5d7a)\n\n### **Who it’s for:**\n\nIf you work with data, you should check us out!\n\n**Connect your data -** Roe AI supports various unstructured data types - natural languages, documents, websites, images, videos, etc. Connect with your data sources from S3, Snowflake, Databricks, and many more.\n\n**Create smart, multi-modal agents** **\\-** Create a powerful, customizable AI agent within 30 seconds.\n\n**Query your data with SQL -** apply AI agents on **unstructured data** using SQL queries + natural language!\n\n### **👩‍💻 A data scientist’s 3 minutes**\n\n**9:30AM Monday, San Francisco.**\n\nAnna, the data scientist at Oak Ventures, needs to understand this YC batch to help GPs make investment decisions in YC W24. \n\n**9:31 AM.** Anna logs onto Roe AI data warehouse, where she has collected tens of thousands of crawled **homepages** and **pitch decks** from startups. \n\nFrom those data, Anna hopes to find who these startups are selling to, market size, and revenue. More importantly, Anna **only** wants to target YC-backed startups because they’re the best.\n\n**9:32 AM.** Anna wrote a simple SQL with some English. \n\nThe query finishes within 6 seconds. She sees the results of over 200 YC W24 companies and their ICP, TAM, and ARR extracted from the pitch decks. Moreover, Anna checks out the pitch deck side by side to assist her analysis!\n\n![](https://lh7-us.googleusercontent.com/Q8CN1oMnEd1Xd91F0KEUYCA-nHpPrdoM4mHHUHlUgHWiML9b-QVO3j2GKTLEZ650tisYVlH8dVXfIcgaMpRqqpcWUzpv7Xp4dcI2BhskL6ArSaByMExJqM__0JHYWcQD8WHm5s_mDn9gcudMPJJGzAY)\n\nNow it’s **9:33 AM.**\n\nAnna’s Monday is just getting started, but she has achieved so much, so she decides to pour herself some coffee while enjoying the data magic of Roe AI.\n\n### **❓Why a new data warehouse?**\n\n**20% of data is structured; what about the remaining 80%?** Transcripts, Images, documents, videos, audio, people call it unstructured data.\n\nWe interviewed data teams across industries, and 85%+ of them are just leveraging that 20%! Based on that partial view, they need to make business-critical decisions. This is wrong! But why??\n\n**High barrier to leveraging AI on Data:** processing unstructured data requires a lot of AI. But today’s AI infra like GCP, Databricks, and AWS require heavy MLOps knowledge plus \\~18 weeks of eng time.\n\n**Incomplete data warehouse solutions:** the data warehouse solutions today - Snowflake, Redshift, Databricks, are made specifically for structured data - numbers, text enums, booleans, JSON, but not for images, documents, videos, audio and many more!\n\n**That’s why we built Roe AI, the next-generation data warehouse for unstructured and structured data powered by Gen AI**\n\n### **👋 Meet the team: Richard & Jason**\n\n![uploaded image](/media/?type=post&id=78571&key=user_uploads/1065666/5ae31107-247e-4be4-93bc-e9ff95b61abb)\n\n**I’m **[**Richard**](https://linkedin.com/in/berkeleymeng)**, I’ve been dedicating my life to data for the last 8 years**\n\nStarting from UC Berkeley, I researched OSM data with Berkeley’s supercomputers and graduated with a CS and stats double degree. At LinkedIn, I helped build the infra for the world’s largest economic graph, connecting the world’s best talent with dream jobs.\n\nAt Snowflake, I led the Gen AI initiative and created the first AI data copilot on Snowflake. We tuned open-source LLM from the ground up and served AI data copilot to hundreds of Fortune 2000 customers on their enterprise data workloads.\n\n**I'm **[**Jason**](https://linkedin.com/in/jason-wang-a29851128)**. The last 7 years of my career are dedicated to building the most scalable infrastructure**\n\nI also began my journey at UC Berkeley, graduating with a CS and Applied Maths double degree. At Meta, I contributed to the largest ML infrastructure on earth and developed high-performance optimization and graph algorithms, supporting thousands of ML models and hundreds of ML teams.\n\nAt Robinhood and Retool, I led the infrastructure and DevOps team and built the infrastructure foundation to support tens of thousands of enterprise applications running on the Retool platform.\n\n# **🙏 Ask**\n\n### **SIGN UP FOR THE WAITLIST! We WANT you to try THE product!**\n\nWe’ll open self-serve signup **by the end of the week**.\n\n**At this point, please leave a comment below or use the waitlist signup form on **[**roe-ai.com**](http://roe-ai.com)**. So we can send you the login instructions!**\n\nIf you want a live demo from us, please book us some time <https://calendly.com/roe-ai/intro> \n\nOr email us at [founders@roe-ai.com](mailto:founders@roe-ai.com)\n\nOr text or call us directly at (510)-325-2872\n\n![uploaded image](/media/?type=post&id=78571&key=user_uploads/1065666/96fec7c9-f390-4369-84a9-db484b7e0c68)\n\n",
        "url": "https://www.ycombinator.com/launches/KRH-roe-ai-a-new-data-warehouse-for-unstructured-data",
        "votes": 102,
        "created_at": "2024-02-20T20:10:04.598Z"
      }
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    "website": "https://suretynow.com/",
    "all_locations": "Austin, TX, USA",
    "long_description": "Surety bonds are financial guarantees that businesses must purchase to comply with government regulations. For example, all contractors must have a surety bond to bid and work on federal construction projects. It is a $8b opportunity in the US. \r\n\r\nSuretyNow is building the surety bond platform for the 21st century. Businesses can apply for bonds and receive affordable quotes online in minutes. We offer the fastest and simplest online experience for getting surety bonds.",
    "one_liner": "The Modern Surety Bond Platform",
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        "full_name": "Bruce Chi",
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        "founder_bio": "Previously worked as a McKinsey consultant and Indeed product manager, I led a team of offshore engineers to build an Upwork competitor differentiated by a focus on graphic design. Was an economics major in college but mastered advanced Spanish through extensive travels across Latin America. I enjoy reading about geopolitics, spelunking, and perfecting my freestyle stroke. \n",
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        "full_name": "Jay Xiao",
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    "long_description": "Every account gets an agent that finds the next best action, does it once you approve, and gets smarter with every deal.",
    "one_liner": "Revenue Superintelligence",
    "team_size": 4,
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    "subindustry": "B2B -> Sales",
    "launched_at": 1705249624,
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        "full_name": "One Chowdhury",
        "title": "Founder/CEO",
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        "linkedin_url": "https://linkedin.com/in/coffeewithone",
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        "user_id": 538499,
        "full_name": "Md Abdul Halim Rafi",
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        "founder_bio": "Rafi's first company was acquired in 2022, where he grew it to 300,000 monthly visitors and 6,000 users. He built a B2B platform used by over 5,000 brands. Currently, Rafi is building the AI Sales CRM, Octolane AI (YC W24), designed to autonomously find customers and book demo calls at scale.",
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        "date": "Apr 14, 2025"
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    "id": 29295,
    "name": "Artisan",
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    "website": "https://artisan.co/?utm_source=ycombinator",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Artisan builds AI employees, called Artisans, that take on real work and help teams accomplish more. Our mission is to build AI employees that can take responsibility for work across a broad range of roles and industries.\r\n\r\nOur first three Artisans focus on sales:\r\n\r\nAva is our outbound AI BDR. She finds and researches prospects, runs personalized outreach, handles replies, and books meetings.\r\n\r\nAaron is our inbound AI SDR. He engages website visitors, answers questions, qualifies leads, and books meetings with the right person.\r\n\r\nAria is our AI account executive. She delivers personalized product demos, handles objections, and helps prospects take the next step.\r\n\r\nThese first three employees are the starting point for a much broader AI employee company. We're building toward a future in which businesses can delegate meaningful work to AI employees across their organizations, with people setting direction and collaborating where their judgment matters.\r\n\r\nWe're a small team with offices in San Francisco and New York. We value technical ambition, fast iteration, and taking responsibility for results. We're hiring people who want to help build the next generation of AI employees.",
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      "name": "Pete Koomen",
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        "user_id": 1602336,
        "full_name": "Jaspar Carmichael-Jack",
        "title": "Founder/CEO",
        "founder_bio": "Consolidating and automating software, starting with outbound sales. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/jaspar-carmichael-jack",
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        "full_name": "Sam Stallings",
        "title": "Founder",
        "founder_bio": "I lead product and engineering at Artisan to build AI agents that automate business workflows. ",
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        "linkedin_url": "https://www.linkedin.com/in/samantha12345",
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        "full_name": "Samantha Stallings",
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        "title": "Builder",
        "url": "https://www.ycombinator.com/companies/artisan/jobs/IBxGAEn-builder",
        "location": "San Francisco, CA, US / New York, NY, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $190K",
        "equity_range": "0.08% - 0.20%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 107695,
        "title": "Founding Growth Marketer",
        "url": "https://www.ycombinator.com/companies/artisan/jobs/oH2tcj2-founding-growth-marketer",
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        "type": "Full-time",
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        "id": 109578,
        "title": "Staff AI Engineer - Agent Architecture & Behavior",
        "url": "https://www.ycombinator.com/companies/artisan/jobs/RckyIGW-staff-ai-engineer-agent-architecture-behavior",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$250K - $325K",
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      {
        "title": "Artisan, the 'stop hiring humans' AI agent startup, raises $25M -- and is still hiring humans  | TechCrunch",
        "url": "https://techcrunch.com/2025/04/09/artisan-the-stop-hiring-humans-ai-agent-startup-raises-25m-and-is-still-hiring-humans/",
        "date": "Apr 09, 2025"
      },
      {
        "title": "Artisan raises $11.5M to deploy AI 'employees' for sales teams | VentureBeat",
        "url": "https://venturebeat.com/business/artisan-raises-11-5m-to-deploy-ai-employees-for-sales-teams/",
        "date": "Sep 30, 2024"
      },
      {
        "title": "Artisan AI raises $7.3M to develop autonomous AI employees - Tech.eu",
        "url": "https://tech.eu/2024/05/16/artisan-ai-raises-73m-to-develop-autonomous-ai-employees/",
        "date": "May 16, 2024"
      },
      {
        "title": "AI startup Artisan raises $2.3M to develop human-like digital workers - Tech.eu",
        "url": "https://tech.eu/2023/11/17/ai-startup-artisan-raises-23m-to-develop-human-like-digital-workers/",
        "date": "Nov 17, 2023"
      },
      {
        "title": "Artisan AI raises $2.3M pre-seed - The Business Magazine",
        "url": "https://thebusinessmagazine.co.uk/corporate-finance/artisan-ai-raises-2-3m-pre-seed/",
        "date": "Nov 15, 2023"
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      {
        "id": 77436,
        "title": "Ava, The Sales Rep Artisan: The AI Employee Who Automates Cold Email",
        "tagline": "Meet Ava, the AI BDR with 270M leads who gets you sales meetings on autopilot.",
        "body": "**After months of relentless work, we present Ava: the first Artisan. Ava is a BDR, and she’ll take your outbound demand generation to new heights.**\n\n# **Here’s How She Works**\n\n![uploaded image](/media/?type=post&id=77436&key=user_uploads/1602336/955e21f2-f12f-4e23-8dc1-bd9c232128c8)\n\n**When you first enter the platform, Ava will lead you through a 10-minute onboarding conversation. With this, she’ll have all of the information she needs to run your outbound campaign.**\n\n![uploaded image](/media/?type=post&id=77436&key=user_uploads/1602336/17b62f86-43ee-4f9c-aef7-6e47a9e2b500)\n\n**Ava will scrape your website and use the onboarding conversation to create a knowledge base on your company, which she’ll use to write emails.**\n\n![uploaded image](/media/?type=post&id=77436&key=user_uploads/1602336/9fbfd1ab-6740-4087-822a-06d4fa27e3d0)\n\n**Ava will prospect leads at scale, using our database of over 270 million contacts. She will gather 10s of data points on each.**\n\n![uploaded image](/media/?type=post&id=77436&key=user_uploads/1602336/835149d6-1237-4143-a244-f6d9f03e97f8)\n\n**Ava will ghostwrite & send 1000s of tailored emails to prospects on your behalf, using information provided by you and your website to understand your product, and publicly available information about leads.**\n\n![uploaded image](/media/?type=post&id=77436&key=user_uploads/1602336/b74eed39-fb54-46a5-810e-712001f4c3f4)\n\n**Ava will respond to prospects’ replies with the primary objective of booking sales meetings into your calendar. (Please note this feature is currently in Beta and you will be required to manually review all emails for the next few weeks.)**\n\n### Who Is Ava For?\n\n**We primarily built Ava for B2B SaaS startups with early product-market fit. Ava can take your market traction and pour fuel on the fire! 🔥**\n\n### **To hire Ava, head to **[**https://artisan.co/ava-sales-rep**](https://artisan.co/ava-sales-rep)**, or email **[**jaspar@artisan.co**](mailto:jaspar@artisan.co)",
        "url": "https://www.ycombinator.com/launches/K8y-ava-the-sales-rep-artisan-the-ai-employee-who-automates-cold-email",
        "votes": 33,
        "created_at": "2024-01-11T19:53:47.486Z"
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        "id": 79488,
        "title": "Eggnog — YouTube for AI-generated content",
        "tagline": "We let anyone create, watch, and remix AI videos",
        "body": "Hi YC! We’re Sam and Jitesh, and we’re building [Eggnog](https://www.eggnog.ai/). We’re on a mission to enable everyone to create, share, and enjoy the magic of AI-generated videos with consistent characters.\n\nCheck out [the most popular video](https://youtu.be/WnAzSG9PFO8) made with Eggnog - it got 100k views on Twitter in 24 hours! Paul Graham even said it was funny!\n\n### AI Videos don’t have consistent characters\n\nAI videos exploded in the past year, and we saw a deluge of content that was funny, spooky, and whimsical. But one thing has held these videos back from really being ready for primetime – AI video creators can’t create scenes with consistent characters.\n\nCreators try every trick in the book to give their wizard the same wizened face from one scene to the next, but no matter, the wizard always looks different.\n\nInconsistent characters kill so much of the magic of AI videos. It’s hard to get invested in the protagonist of a story if they look different in every scene!\n\n### Eggnog\n\nEggnog gives creators the control to design their characters exactly how they imagine and lets them use those characters in cinematic scenes. This unlocks AI video creation that is immersive with characters that viewers get attached to.\n\nCreators can also use and remix characters made by other Eggnog users, allowing creators to build worlds in a collaborative and social way.\n\nWe use a special mix of open-source diffusion models and post-processing to give creators control. Until now, the average creator couldn’t make a truly cinematic scene without a Hollywood budget for actors, sets, cameras, etc. Scenes from Interstellar, Dune, and Jurassic World were impossible to make without millions of dollars and months of time. But Eggnog changes that.\n\n![uploaded image](/media/?type=post&id=79488&key=user_uploads/587051/bc4cf951-1c5c-422f-9a80-46b6f92c4b1f)\n\n### What’s next?\n\nCharacter consistency is the foundation of entertaining AI video, but it’s only the beginning. We’re excited about a future where users can remix characters and scenes to build infinite storylines.\n\nWe’re going to make it possible for viewers to get engrossed in a cinematic universe and then expand on that universe in a collaborative and social way.\n\n### Team\n\nWe’re excited to empower the most creative people to tell the best stories.\n\n![uploaded image](/media/?type=post&id=79488&key=user_uploads/587051/f0cf8ab7-c747-44a8-87d6-c442985384c8)\n\nA bit about us— \\\n[Sam](https://linkedin.com/in/sam-plank-042b1199): BA in Applied Math from Harvard. Previously worked on creator monetization tools at Quora that grew from 0 to $1M ARR in under a year and built an AI assistant for podcasters.\n\n[Jitesh](https://linkedin.com/in/jitesh-m-62a533b3): BS, MEng in CS from MIT, trained a language model to generate music lyrics and worked on image models to help pulmonologists. Previously a consultant at McKinsey and PM at Flexport\n\n### Asks\n\n[Eggnog](https://www.eggnog.ai/) is live! Make a video, post it on Twitter, and tag @jitsvm and @SamuelMGPlank",
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        "title": "Greenboard — \"Rippling\" for financial compliance & operations",
        "tagline": "Fintechs, private funds, and wealth managers use Greenboard to consolidate compliance software and detect risk using AI ",
        "body": "Hi 👋, we’re [Dave](https://www.linkedin.com/in/david-feldman/) and [Ed](https://www.linkedin.com/in/edwardschembor/), cofounders of [Greenboard](https://www.greenboard.io/).\n\n### **TLDR;**\n\nGreenboard allows financial firms to consolidate financial compliance software onto a single, easy-to-use platform. Cost-savings and streamlined experience are often what drive customers to sign - but the real magic of Greenboard happens when we aggregate our customers’ relevant data onto a single platform that uses AI to detect risk faster and more reliably than previously possible.\n\nIf you’re a fintech or compliance leader get in touch at [founders@greenboard.io](https://mailto:founders@greenboard.io).\n\n### **The problem:** financial compliance software is fragmented and bad. Maintaining compliance is hard.\n\nIn addition to paying for software, financial firms currently hire expensive consultants and large compliance teams to help maintain compliance, but this isn’t really working. Some recent examples:\n\n* [\\~$300M in fines handed out to big banks for not archiving communications](https://www.sec.gov/news/press-release/2023-149)\n* [$100M lawsuit between a regulated firm and their consultants over an egregious compliance violation](https://www.bloomberg.com/opinion/articles/2024-01-25/sure-blame-the-compliance-consultant)\n\n### **Our solution:** consolidated, human-centric software to drive a culture of compliance. AI to detect risk faster and more reliably than ever before.\n\nFinancial compliance teams today often pay for 2+ different software solutions for things like communications archiving, compliance program management, screening trades for conflicts of interest, tracking and approving marketing content, etc.\n\nGreenboard changes this by bringing all core compliance functionality onto a single platform (starting with the compliance needs of RIAs). See [greenboard.io](https://www.greenboard.io/features) for more info.\n\n![](https://greenboard-uploads.s3.us-west-1.amazonaws.com/site/flows.svg)\n\n![](https://greenboard-uploads.s3.us-west-1.amazonaws.com/site/transaction_data.svg)\n\nThe dynamics of the space remind us of HR/IT software pre-Rippling in a few ways:\n\n* A lot of fragmented functionality is needed on top of a core system of record. A lot of the needed functionality ultimately comes down to CRUD operations + collaborative tooling.\n* Clear sets of power users exist (compliance teams for us, HR people at Rippling) but everyone in an organization needs a login\n* Spend on software matters in non-revenue generating areas, and many organizations would love to consolidate vendors.\n\n### **Humans, machines, and the future of financial compliance**\n\nA super reductive checklist on how to maintain financial compliance looks something like this:\n\n1. Keep detailed records of dozens of things having to do with your business, employees, and customers\n2. Examine these records and look for bad (non-compliant) things that might be happening\n3. Address the bad things that you found and put processes in place to prevent these things from happening in the future\n\nCurrently, the technology adoption rate is high for 1) and low for 2) and 3).\n\nIt wasn’t always the case that financial firms could count on cheap hard drives and cloud computing to keep records. Not long ago when filing cabinets (and file rooms) were the norm recordkeeping required substantial resources. It turns out that computers are cheaper and better than humans at storing files by such a wide margin that there are no longer roles for file clerks in the economy.\n\nOur thesis is that GPU-powered computational statistics will similarly transform step 2) above. Ultimately machines, not humans, will prove to be meaningfully better at examining records for _potential_ compliance issues so compliance people can make determinations on compliance risk and mitigation.\n\n### **Asks**\n\nIf you’re a fintech or compliance leader we’d love to hear from you. You can reach us at [founders@greenboard.io](https://mailto:founders@greenboard.io).",
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        "body": "### **TL;DR**\n\nTrellis helps healthcare providers treat more patients faster—while eliminating pre-service paperwork. We automate document intake, prior authorizations, and appeals at scale to streamline operations and accelerate care.\n\n❌ **Problem — Administrative costs are delaying care and draining revenue**\n\nOver 20% of U.S. healthcare spending goes toward administrative costs, delaying care, reducing revenue, and driving staff burnout—while leaving providers with less visibility into patient care than ever before.\n\nPrior authorizations, appeals, and pre-service documentation are some of the biggest bottlenecks to timely treatment. Manual processing is slow, error-prone, and costly—leading to delayed treatments, increased denial rates, and frustrated patients.\n\n🎉 **Solution**\n\nOur AI agent is trained on millions of clinical data points and converts messy, unstructured documents into clean, structured data directly in your EHR—at scale.\n\nWe handle the heavy lifting:\n\n* **Automating document intake** from faxes, PDFs, and scanned forms\n* **Processing prior authorizations and appeals** with high accuracy\n* **Integrating directly into EHR workflows** so staff can focus on care, not paperwork\n\nTrellis in action: Processing hundreds of pages per patient case to identify missing information, complete submissions, and accelerate treatment approvals.\n\n🏃🏽‍♂️ **Leading healthcare organizations use Trellis to:**\n\n* **Reduce time to treatment by over 90%**—ensuring patients start therapy faster\n* **Improve prior authorization approval and reimbursement rates**—reducing revenue leakage\n* **Leverage structured data for better clinical decision-making**—enhancing drug program performance and patient outcomes\n\n**About Us:**\n\nMac & Jacky are friends from the Stanford AI Lab, where we spent too much time indoors building language models and hoping they’d talk back 🧠💻\n\nPreviously, Mac built LLM infra at Cresta and Moveworks where our ML pipelines processed terabytes of chat logs and voice calls. Jacky taught AI classes at Stanford and worked at Meta on real-time machine learning systems handling complex model deployment challenges.\n\nTrellis is a spinout from Stanford AI Lab and is backed by leading investors including YC, General Catalyst, Telesoft Partners, and executives at Google and Salesforce.",
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        "title": "Topo - AI sales agent custom trained for each company to reach the best leads",
        "tagline": "Your future top performer sales rep!",
        "body": "TL;DR - [Topo](https://www.topo.io/) is an AI sales agent trained specifically for each company. The agent is trained to handle all outbound tasks automatically: finding the best leads in the industry-specific channels and then automatically contacting prospects with a personalized approach.\n\n### **The problem 🤯**\n\nB2B lead generation is broken.\n\nIt's difficult to generate outbound pipeline as we did in the past years: mass mailing over the TAM based on demographics criteria.\n\nIt's especially very human-intensive for a founder, a full cycle sales team, or even an SDR dedicated to the task.\n\nFinally, the cost of implementing a high-quality outbound strategy has completely exploded.\n\n### **Our Solution 🥳**\n\nAI allows us to automate these tasks by doing like a top performer.\n\n**What makes a top performer?**\n\n* They know the product, the industry, the pain points, and the company's value proposition perfectly.\n* They will find the right leads, ready to buy, based on buying signals in the industry-specific channels or on the company's website visitors.\n\n_For example, the buying signals for a dev tool will likely happen more on GitHub, whereas for an HRIS, it will happen on LinkedIn or job boards._\n\nThat's what we do: **Create the smartest AI sales agent on the market - custom-trained for each company!**\n\n### **How it works? ✨**\n\n1. Train your agent to become an expert on your business thanks to various knowledge sources of your company (Knowledge base, CRM, Call transcripts…).\n2. The agent will then scan the lead sources specific to your industry and start to suggest enriched leads with a personalized approach.\n3. In co-pilot mode, you will be able to validate the leads and approaches to train the agent and then switch to autopilot once satisfied with the lead quality.\n4. The agent will book meetings in your calendar.\n\n### **Meet our team 🤝**\n\n[Dan](https://www.linkedin.com/in/danelkaim/) and [Robin](https://linkedin.com/in/robin-philibert) were together as Sales and Head of Outbound at Aircall from $10M to $120M ARR - they perfectly know the sales and SDR profession to reproduce best practices.\n\n[Léonard](https://linkedin.com/in/leonard-henriquez) is a Data Science and AI expert and managed an engineering team of 10 people in his previous startup.\n\nWe are the right team to launch a smart AI sales agent :)\n\n### **Our ask 🙏**\n\nIf you're looking to create pipeline via outbound and you tick one of these boxes:\n\n* You are afraid of automating because the outreach or the leads would not be qualitative enough\n* You don't want to recruit a first sales before your PMF\n* You have full cycle salespeople who struggle to consistently create pipe\n* You want to test a new market\n* You think it’s too expensive to hire an SDR\n\nPlease contact us at [**dan@topo.io**](mailto:dan@topo.io) or check out [**topo.io.**](http://topo.io/)\n\n![uploaded image](/media/?type=post&id=79683&key=user_uploads/1148042/e56db1eb-b913-4428-b677-b19b32160d13)\n\n",
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        "id": 76388,
        "title": "Topo.io - Create centralized deal hubs to accelerate your closing",
        "tagline": "Engage buyers, drive momentum, close deals. Fast!",
        "body": "**TL;DR** [Topo.io](http://Topo.io) is a Buyer Engagement Platform that helps B2B sellers better engage their buyers to accelerate closing through new ways of collaboration. It pushes the most relevant content to buyers to animate sales cycles, encouraging buy-in while alleviating the sales rep from endless admin and follow-ups.\n\n---\n\n—\n\nHello YC 👋\n\nWe are thrilled to share [Topo.io](http://Topo.io) with you - a Buyer Engagement Platform that helps B2B sellers better engage buyers to accelerate closing.\n\n🤯 **The Problem**\n\n**The B2B selling process is broken.**\n\n85% of B2B buying decisions happen outside of conversations with the sales rep.\n\nThis leaves Sales teams facing:\n\n* longer sales cycles\n* lack of momentum\n* increasing number of stakeholders\n* and difficulty in scaling a proven sales process.\n\nHaving a background in B2B sales, we experienced these problems first-hand. Unable to find a tool that could solve these problems, we decided to build one ourselves 💪\n\n⚡️ **The Solution**\n\nTopo is a Buyer Engagement Platform that allows sales reps to keep all of their interactions in one place, facilitating collaboration, increasing engagement, and creating sales motions at scale. It includes the following key features:\n\n* **Digital Sales Room** - Establish a deal hub that sellers can use to engage buyers, pushing them the most relevant content to animate down times during a deal.\n\n![uploaded image](/media/?type=post&id=76388&key=user_uploads/1148042/94b18c3c-3319-4ce1-812f-bbf8f8aa0fed)\n\n* **Automations** - Set up workflows to automate the rhythm of your follow-ups: content sharing, follow-up on low-engagement stakeholders, receive action suggestions in Slack…\n* **Engagement & Collaboration** - Make the sales cycle more self-service with our mutual action plan, engage all internal and external stakeholders, and enable sales to anticipate what’s coming next in their deal.\n* **Analytics** - Observe when, how, and how long your customers/prospects are interacting with your content to better prioritize opportunities via deal scoring.\n* **Integrations** - Create a workspace from your CRM (Salesforce & HubSpot), keep your data up-to-date with two-way sync, be informed about the latest buyer activity via Slack, and enrich your workspace with content from your existing tools (Gong, Loom, Google Slide, Youtube, etc.).\n\n🔥**Our customers shortened their sales cycles by 30% just two quarters after implementing Topo**🔥\n\n**👫 Who are we?**\n\nWe’re a team of 9 people, French and American - from Paris, France. 🇫🇷\n\nWe’re all from B2B SaaS companies (ex Hubspot, Algolia, Aircall, Hivebrite...) with a strong background in GTM. It was during our previous experience at Aircall that the Topo adventure was born.\n\n![uploaded image](/media/?type=post&id=76388&key=user_uploads/1148042/dd7bd1c1-7bef-4549-8a62-34ce183bcc66)\n\n_(📸 this photo was taken in our Paris offices in a district called “Le Sentier” where there are lots of startups - Parisians have even renamed it “Silicon Sentier” 😅)._\n\n🙏 **NEXT STEPS**\n\n* Follow us on [LinkedIn](https://linkedin.com/company/topo-io) and spread the word!\n* Intros to CSOs, CROs, VP Sales, Revops and/or Sales Enablement.\n* If you are in B2B Sales and are interested in our product, please test it out! [**(Book a demo).**](https://meetings.salesloft.com/capsulesas/claireamiouni?meeting_detail=dcc275fa-b2db-4805-8f49-35bf7ff94b3f)",
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        "title": "Verse Therapy: Connecting all ages with Speech Language Pathologists",
        "tagline": "We help Speech Language Pathologists launch and grow independent practices.",
        "body": "![uploaded image](/media/?type=post&id=84650&key=user_uploads/771214/1517ce7a-7a2e-4067-9933-3e2f73ddc647)\n\n## **TL;DR**\n\nAt [Verse Therapy](https://versetherapy.com/), we're committed to making quality speech therapy accessible to everyone by empowering speech-language pathologists (SLPs) to launch and grow their own independent practices. We help therapists focus on what they do best—providing compassionate, personalized care—by taking care of the administrative tasks that often lead to burnout. Through targeted marketing and partnerships with care organizations like rehab centers, we connect SLPs with individuals who need their expertise. Our AI-enabled back-office streamlines insurance processing, scheduling, and documentation, reducing non-therapy overhead. We're proud to be live in 10 states with over 35 dedicated therapists and are in-network with leading insurance providers, making it easier for clients to receive the support they need.\n\n## **The Problem**\n\nAccess to quality speech therapy is more challenging than ever. Many individuals, from children experiencing learning setbacks due to COVID-19 disruptions to seniors facing age-related speech issues, are struggling to get the support they need. Demand is soaring, and the U.S. Bureau of Labor Statistics projects a 21% growth in employment for SLPs from 2021 to 2031. However, the number of practicing therapists isn't growing quickly enough to meet this need, leading to long wait times and underserved communities.\n\nAt the same time, many dedicated SLPs are facing burnout from overwhelming administrative tasks like insurance paperwork, scheduling, and documentation, coupled with lower pay in traditional settings. This not only affects their well-being but also worsens the shortage, as some may reduce their workload or leave the profession entirely. According to a survey by the American Speech-Language-Hearing Association, 28% of SLPs are interested in private practice to gain more control over their work and income. There is an urgent need for a compassionate solution that supports both those seeking therapy and the professionals providing it.\n\n## **The Solution**\n\nVerse Therapy is bridging this gap by empowering speech-language pathologists to launch and grow their own independent practices with ease. We enable therapists to focus on delivering empathetic, high-quality care by handling the administrative burdens that often lead to burnout. Through our targeted marketing and partnerships with care organizations like rehab centers, schools, and medical facilities, we connect SLPs with individuals who need their specialized support.\n\n![uploaded image](/media/?type=post&id=84650&key=user_uploads/771214/037b088b-ff27-474d-8928-e51e95ec154d)\n\nOur AI-enabled back office simplifies insurance processing, scheduling, and documentation, allowing therapists to spend more time with their clients and less on paperwork. By alleviating these stresses, we enhance the well-being of our therapists and help retain more professionals in the field, ultimately expanding access to speech therapy services.\n\nWe're proud to be live in 10 states with over 35 dedicated therapists and to be in-network with leading insurance providers. Together, we're making quality speech therapy more accessible and transforming lives through improved communication.\n\n## **Asks**\n\nWe're eager to expand our partnerships with organizations seeking dedicated speech-language pathologists in California, Florida, Oregon, Washington, Illinois, Connecticut, Arizona, Virginia, and Colorado. If you have connections with early intervention programs, rehab centers, children's hospitals, or similar organizations in these states, we'd greatly appreciate an introduction. Together, we can make a meaningful difference in the lives of those who need our support.\n\nAlso, if you or someone you know is looking for speech therapy services in any of these states, please visit us at [versetherapy.com](https://www.versetherapy.com/) to book an appointment. We're here to empower you on your journey toward better communication.",
        "url": "https://www.ycombinator.com/launches/M1K-verse-therapy-connecting-all-ages-with-speech-language-pathologists",
        "votes": 51,
        "created_at": "2024-10-09T20:41:26.316Z"
      },
      {
        "id": 77965,
        "title": "Hona: Less time with charts. More connected patients.",
        "tagline": "Hona gathers and converts medical histories into actionable insights",
        "body": "# Healthcare’s Growing Information Overload Problem\n\n[Recent regulations](https://www.healthit.gov/topic/interoperability/policy/trusted-exchange-framework-and-common-agreement-tefca) have enabled electronic health record systems to communicate more effectively. However, healthcare providers are not adequately equipped to manage the substantial influx of unstructured data resulting from this enhanced interoperability.\n\nThe average patient record is now the equivalent of half the size of Shakespeare's 'Hamlet,' and providers often see more than 20 patients per day. For each patient, these providers find themselves contacting other organizations to obtain the patient’s complete history. Then, they must sift through numerous pages of raw PDFs to locate critical, relevant information — similar to finding a needle in a haystack. This process creates an enormous cognitive burden, leading to burnout, missed revenue opportunities, and, most critically, uninformed care.\n\n# [**Hona**](https://www.hona.ai) is transforming the complexity of healthcare data into something radically simple\n\n![uploaded image](/media/?type=post&id=77965&key=user_uploads/771214/1541c2f1-a4d9-42f3-ba7b-7ee0cef242b9)\n\nHona integrates with electronic health record systems to collect and condense medical histories, enabling providers to fully understand their patients by finding data previously lost in mountains of charts. It searches nationwide for patient data based on providers' schedules, condensing notes, lab results, and more into specialty-specific clinical summaries with links to original sources. Hona then converts its clinical summaries into value-based care metrics, risk scores, and quality measures for practice-level insights.\n\n![uploaded image](/media/?type=post&id=77965&key=user_uploads/771214/f984dca9-3ba5-45dd-8e5a-41d4d7a3f707)\n\n# Founding Team\n\n![uploaded image](/media/?type=post&id=77965&key=user_uploads/771214/3db96f3c-16b4-4b17-bee8-128322c0a003)\n\nHona was founded by ex-biomedical engineers seeking to return to their roots. Drawing from our experience in early-stage startups and launching AI products for millions of users in big tech, we ventured back into healthcare. We are addressing a critical issue: the complexity of healthcare data, which has not just hurt providers within our families and networks, but also us in our roles as patients.\n\n# Call to Action\n\nIf you know anyone in a provider organization who is looking to make sense of their data to increase revenue and automate visit prep, please reach out to [tech@hona.ai](mailto:tech@hona.ai).\n\n# Resources\n\nSite: <https://hona.ai/>\n\nPress: <https://finance.yahoo.com/news/particle-health-hona-partner-empower-150000610.html>",
        "url": "https://www.ycombinator.com/launches/KHV-hona-less-time-with-charts-more-connected-patients",
        "votes": 538,
        "created_at": "2024-01-30T16:03:25.118Z"
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    "id": 29303,
    "name": "Panelytic",
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    "all_locations": "New York City, NY, USA",
    "long_description": "Payments, identity, and financial controls for autonomous machines.\r\n\r\n",
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        "full_name": "Colin Holter",
        "title": "Founder/CEO",
        "founder_bio": "Colin is the CEO of Panelytic. He studied at Duke after matriculating at the University of Washington at age 14. Previously, he was a technical lead at IncQuery.",
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        "user_id": 1651387,
        "full_name": "Amith Vanmane",
        "title": "Founder/CTO",
        "founder_bio": "Amith is the CTO of Panelytic. Prior to YC, he was getting his Master's in Computer Science at the University of Chicago. Before that, he was a software development engineer at Amazon.",
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        "linkedin_url": "https://linkedin.com/in/amith-vanmane",
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    "id": 29304,
    "name": "Yoneda Labs",
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      "YonedaLabs"
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    "website": "https://www.yonedalabs.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Yoneda Labs provides software to help chemists optimise reactions. When chemists make a drug or a material, we help them figure out the best reaction parameters such as temperature, concentration and catalyst.\r\n\r\nWhen Jan was working at chemical labs, he experienced the struggle of spending weeks guessing reaction conditions. We then started experimenting with ML to speed up the process.\r\n\r\nNow, as a team of three friends from the University of Cambridge, we’ve spent the last month combining our domain expertise in Computer Science, Machine Learning and Chemistry to develop state of the art models for reaction optimisation.\r\n\r\nAlthough ML is becoming well established in other fields, current chemical models generalise poorly and require lots of programming experience. We make our models easily accessible to chemists in the lab.\r\n\r\nFinding the right conditions quickly allows pharmaceutical companies to test more drugs, and finding better optima makes manufacturing process cheaper and more environmentally friendly.",
    "one_liner": "Foundation Model for Chemical Manufacturing",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1704421366,
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    "year_founded": 2023,
    "city": "San Francisco",
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    "linkedin_url": "https://www.linkedin.com/company/YonedaLabs",
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      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
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        "user_id": 661834,
        "full_name": "Michał Mgeładze-Arciuch",
        "title": "Founder/CEO",
        "founder_bio": "Michał is the Co-Founder and CEO of Yoneda Labs.\n\nMichał studied Computer Science at the University of Cambridge. He has strong software engineering and Artificial Intelligence experience having worked at Jane Street and Berkeley AI Research.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/michal-mgeladze-arciuch",
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      {
        "user_id": 1575186,
        "full_name": "Jan Oboril",
        "title": "Founder",
        "founder_bio": "Jan is the Co-Founder and Chief Scientist at Yoneda Labs.\n\nJan studied Chemistry & Biology at the University of Cambridge. Has worked at Bayer and as a research chemist for institutes in Czechia and Austria. He has a lot of experience designing ML models to solve problems in Chemistry and Biology, most notably he designed and sold a model for cell segmentation. He scored 8th/10th/11th at the international Chemistry Olympiad.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/jan-oboril-819b44225",
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      {
        "user_id": 925534,
        "full_name": "Daniel Vlasits",
        "title": "Founder/CTO",
        "founder_bio": "Daniel is the Co-Founder and CTO at Yoneda Labs\n\nDaniel studied Computer Science at the University of Cambridge. He has strong software engineering experience having been a software engineer at Cisco, Optiver and a programming languages researcher at the University of Cambridge. \n\nHe won first place at the international robotics competition Pi Wars, and ranked 5th in the Cambridge Computer Science cohort.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/danielvlasits",
        "x_url": "https://twitter.com/DanielVlasits",
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    "news": [
      {
        "title": "Yoneda Labs raises $4M to build the 'OpenAI for chemistry' | VentureBeat",
        "url": "https://venturebeat.com/ai/yoneda-labs-raises-4m-from-khosla-ventures-to-build-the-openai-for-chemistry/",
        "date": "Apr 26, 2024"
      }
    ],
    "launches": [
      {
        "id": 77274,
        "title": "Yoneda Labs - Foundation Model for Chemical Reactions",
        "tagline": "Enabling new chemistries with AI",
        "body": "**TL;DR**\n\n[Yoneda Labs](https://www.yonedalabs.com) is building the **foundation model for chemical reactions**. When chemists need to make a drug we use AI to define parameters such as temperature, concentration and catalyst. This enables new chemistries and makes synthesis faster and cheaper.\n\nCheck out our product here: [www.yonedalabs.com/yoneda-optimize](https://www.yonedalabs.com/yoneda-optimize)\n\n**Who we are**\n\n![uploaded image](/media/?type=post&id=77274&key=user_uploads/661834/b49ac834-0f85-4c41-a785-220f62c239bb)\n\nWe are three University of Cambridge grads combining expertise in Computer Science and Chemistry, with a leader in the field, Prof Scott E Denmark as our advisor. Combined, we have experience working in Bayer, Berkeley AI Research, Jane Street, Optiver and Cisco. Jan ranked top 11 in the International Chemistry Olympiad for 3 years in a row.\n\n**Problem: There are more than 10M different compounds created each year. Chemists need to figure out how to make them.**\n\nTo do so, they often rely on literature data. Unfortunately, this data almost never contains the exact recipe and the ones out there are often misreported and irreproducible in the lab. This means that chemists still need to frequently rely on their intuition, and when that fails, a potentially life-saving drug might never see the light of day.\n\n![uploaded image](/media/?type=post&id=77274&key=user_uploads/661834/1177fc54-1292-4d64-bcf7-fccfe44cf752)\n\n**Solution: Foundation model for chemical reactions**\n\nWe are generating our own dataset of chemical experiments. We will use it to train a powerful model capable of defining good conditions for any organic reaction.\n\nWe’ve performed feasibility studies on smaller datasets and confirmed our beliefs that if we choose the experiments very carefully, we will be able to cover 3 of the most popular reactions in organic chemistry with only 20k data points.\n\nWe’ve already created an app that learns from the chemists’ experimental data as they run their reactions in the lab. This allows them to find the optimal conditions in days instead of weeks or months.\n\nOur custom algorithms allow the app to run fully offline from the chemist's PC to account for data sensitivity. Additionally, we designed the app to be simple to use so that every chemist can employ **state-of-the-art statistics and machine learning** in their lab in just a few clicks. You can check out what it looks like [here](https://www.helloyonedalabs.com/static/html/index.html).\n\n**Our Ask**\n\n* If your company works with **chemical processes**, we’d love for you to try our product!\n* Any **intros to chemistry CROs / pharma companies** especially key decision makers responsible for the medicinal and process chemistry departments.\n\nContact us here: [michal@yonedalabs.com](mailto:michal@yonedalabs.com)\n\nBook a demo [here](https://calendly.com/daniel-yonedalabs/yoneda-labs-intro)",
        "url": "https://www.ycombinator.com/launches/K6M-yoneda-labs-foundation-model-for-chemical-reactions",
        "votes": 119,
        "created_at": "2024-01-05T18:50:22.132Z"
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    "id": 29305,
    "name": "SynsoryBio",
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    "all_locations": "Boston, MA, USA",
    "long_description": "SynsoryBio is creating next generation, protein therapeutics that sense where they are in the body and only activate at diseased tissue. This technology platform has the potential to expand the therapeutic window of highly potent drugs and apply to many diseases such as cancer and autoimmune disorders.",
    "one_liner": "\"If-then\" conditional logic for protein drugs",
    "team_size": 2,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Therapeutics",
    "launched_at": 1707422039,
    "tags": [
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      "Biotech",
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      "Oncology"
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    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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      "America / Canada"
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        "full_name": "Elliot Tague",
        "title": "Founder",
        "founder_bio": "I am a PhD and inventor in the fields of synthetic biology and protein engineering. I got my PhD from Boston University, spent time as a visiting graduate student in George Church's lab at Harvard, and worked in various biotech startups",
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        "linkedin_url": "https://linkedin.com/in/elliot-tague",
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      {
        "user_id": 1609260,
        "full_name": "Nathan Tague",
        "title": "Founder",
        "founder_bio": "I’m a co-founder of SynsoryBio, where we are creating therapeutics that sense-and-respond to disease. I have a background in synthetic biology and protein engineering with a PhD in Biomedical Engineering.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/nathan-tague-533019198",
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      {
        "id": 78311,
        "title": "SynsoryBio: Therapeutics that sense-and-respond to disease",
        "tagline": "Our immune system acts locally to combat disease, why don’t our medicines?",
        "body": "**TL;DR**\n\nAt SynsoryBio, we engineer \"_if-then_\" conditional logic into protein medicines, meaning only _if_ the protein drug senses a disease marker, _then_ it turns on. We are applying this technology to clinically tested, but highly toxic cancer immunotherapies to make them safer and more effective. \n\n**Who we are/Team:**\n\nSynsoryBio was founded by brother scientists, [Elliot](https://www.linkedin.com/in/elliot-tague/) and [Nathan](https://www.linkedin.com/in/nathan-tague-533019198/), who both hold PhDs in biomedical engineering. The founders gained expertise in synthetic biology at Boston University, Harvard Medical School, and industrial biotech, where they authored numerous high-impact journal publications and are inventors on several patent filings. SynsoryBio harnesses this expertise to create next-generation therapeutics that understand where they are in the body and only act at the site of disease. \n\n![uploaded image](/media/?type=post&id=78311&key=user_uploads/1336498/724512c9-7cee-4c6b-ba4f-ea2550ef57d9)\n\n**The Problem:**\n\nThe most potent therapeutics suffer from safety issues and dose limitations, impeding their development and overall efficacy. This isn’t surprising because most therapeutics are delivered systemically and are active throughout the body even though the underlying disease is localized to a certain tissue. For example, immunotherapies to treat cancer show great promise but usually exhibit dose limitations, especially in combination, which prevents the development of potent immune stimulators and/or mitigates clinical efficacy.\n\n \n\n**The Synsory Solution:**\n\nWe are developing next-generation protein therapeutics that have synthetic sensing functions so that they know where they are in the body and only act at disease tissue. Our approach is highly flexible, allowing us to design protein therapeutics that conditionally activate upon sensing virtually any specified biomolecule.\n\n![uploaded image](/media/?type=post&id=78311&key=user_uploads/1336498/66febfad-2442-4c03-be04-050f4149b862)\n\n**Our ask:**\n\n\\-If you know any immunologists or oncologists, we would love to connect with them!\n\n\\-Interested in partnering? Please reach out!\n\n Connect with us, info@synsorybio.com",
        "url": "https://www.ycombinator.com/launches/KN5-synsorybio-therapeutics-that-sense-and-respond-to-disease",
        "votes": 31,
        "created_at": "2024-02-09T15:34:58.143Z"
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    "id": 29306,
    "name": "Copper Health",
    "slug": "copper-health",
    "former_names": [
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      "Airfront"
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    "all_locations": "San Francisco, CA, USA",
    "long_description": "All-in-one RTM platform designed for physical therapy and powered by AI",
    "one_liner": "Modern patient engagement and remote therapeutic monitoring platform",
    "team_size": 2,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Healthcare IT",
    "launched_at": 1710023994,
    "tags": [
      "Health Tech",
      "Telehealth",
      "B2B",
      "Digital Health",
      "AI"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
      "United States of America",
      "America / Canada",
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        "body": "**TL;DR:** [Airfront](https://airfront.com/) uses AI to automate manual tasks directly from your inbox, and it takes <5 mins to set up. Our platform understands the context behind each email and enables smart workflows such as responding to customers and syncing data. [Join our waitlist](https://www.airfront.com/) or [schedule a demo](https://cal.com/joannewang/airfront-meeting) to see how it works.\n\n\\---\n\nHey all! We’re [Joanne](https://www.linkedin.com/in/joannewang19/) and [Tommy](https://www.linkedin.com/in/thomasguo/), and we’re building Airfront to let your inbox do the work for you.\n\n![uploaded image](/media/?type=post&id=79353&key=user_uploads/1285307/9283d135-ac0f-4587-aa6a-d1e07adca022)\n\nAirfront is an AI-first email platform with built-in automations. We enable smart workflows that go beyond what tools like Zapier offer. With Airfront, you can create automations such as “synthesize the key use cases that buyers mentioned and sync them to Salesforce” or “extract answers from surveys and summarize commonalities”.\n\n📩 **Problem**\n\n* Many people do **manual, repetitive tasks** based on their emails\n* Our inboxes contain lots of insights, but this **valuable data is hard to surface**\n\n**✨ Solution**\n\n* Airfront uses AI to form a **contextual understanding** of emails such as who the email is from and what the email is about\n* Our platform enables **granular workflows** directly from your inbox using natural language. No coding needed.\n\n👨‍💻 [**How it Works**](https://youtu.be/np1jI6whMyo?feature=shared)\n\n👋 **Meet Joanne & Tommy**\n\nWe are both graduates of NYU, and we both grew up in families of small business owners which inspired us to become entrepreneurs ourselves.\n\n* [Tommy](https://www.linkedin.com/in/thomasguo/) studied Computer Science and joined Stripe as the first new grad hire in NYC. As a senior software engineer at Stripe, Tommy worked on search infrastructure and led a team to redesign Stripe's API to accept multiple currencies.\n* [Joanne](https://www.linkedin.com/in/joannewang19/) studied Computing & Data Science and Finance and worked in Tech M&A investment banking at Evercore and subsequently B2B software investing at General Atlantic.\n\n**🚀 Try Airfront**\n\n* Join our waitlist or schedule a quick demo if you’re curious about using Airfront at your company\n* Email us at [founders@airfront.com](mailto:founders@airfront.com) with any thoughts or suggestions. We’d love to hear about what you want to automate for your inbox and any other feedback!",
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        "body": "Hey everyone! We’re [Aditya](https://www.linkedin.com/in/adityajoshi101/), [Ethan](https://www.linkedin.com/in/ethan-hou10/), and [Varun](https://www.linkedin.com/in/tranquilvarun/) building [Blume Benefits](https://www.blumebenefits.com/).\n\n![uploaded image](/media/?type=post&id=77958&key=user_uploads/827967/523665ce-c9cb-4617-8331-18a90104a8f3)\n\n**TL;DR 📌**\n\nBlume Benefits automates health insurance sales for brokers. Today, health insurance brokers spend an average of **11 hours a week on manual data entry**. Blume helps brokers manage quotes, renewals, and revenue ops all in one place without having to manually enter a single keystroke of data.\n\n**The Problem ❌**\n\nObtaining health insurance is such a complex task that a $104 billion-dollar industry exists to help employers navigate the buying, negotiating, and administering of health insurance for their employees.\n\nHealth insurance brokers, the stewards of these transactions, have to manage thousands of complex relationships every year. From negotiating commissions and quotes with insurance carriers to managing contract renewals and compliance for their clients, health insurance brokers find themselves using a fragmented set of programs to store and manage all of this information. Constantly, data and reminders fall through the cracks resulting in **thousands of dollars in lost commissions**, botched renewals, and an artificially capped book of business.\n\n**The Solution ✨**\n\nBlume was created to streamline the relationships that brokers have to manage with their clients and the insurance carriers they work with. On Blume, brokers can:\n\n* Turn unstructured quotes into presentable and understandable formats for their clients.\n* Automate insurance carrier commission statement reconciliation and revenue recovery.\n* Consolidate information about their customers to prioritize their work, ensure no clients are left underserved, and catch problems with plan designs before employees run into them in the clinic.\n\nBy consolidating all of these tools, we are building toward a world where health insurance brokers spend all of their time helping their clients navigate the complex world of health insurance rather than manually keying in data to Excel, spending hours every week consolidating claims data into actionable insights.\n\n**Why we built Blume 💼**\n\nOver the last few months, we had the opportunity to speak with more than 150 health insurance brokers. One thing was clear, they all were frustrated with the decreasing amount of time they could spend helping their clients due to the growing administrative burden and knew that something had to change. When we set out to find existing solutions to their problems, we saw user interfaces that hadn’t changed in years, manual workflows that increased reporting responsibilities for brokers, and software built to be sold to agency executives, not to be used by individual brokers. We are excited to address these issues with Blume.\n\n**Our ask 👋**\n\nWe’re looking to connect with health insurance brokers looking to grow their book of business. If you are one, know any, or can connect us to yours, please feel free to reach out at [founders@blumebenefits.com](mailto:founders@blumebenefits.com).",
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        "title": "💰 PartnerHQ - Buy warm intros to your prospects",
        "tagline": "We are a marketplace for B2B businesses to buy warm intros.",
        "body": "**tl;dr:** [PartnerHQ](https://trypartnerhq.com/) makes it easy for B2B businesses to turn intros into more sales. For individuals with large networks, we provide paid opportunities to connect companies with people in their network.\n\n---\n\n---\n\n---\n\n---\n\n---\n\n![uploaded image](/media/?type=post&id=79400&key=user_uploads/606466/feab95fa-002c-4d5b-ad9b-3d0205fe782b)\n\nHi everyone! We are [Stan](https://www.linkedin.com/in/stan-l-107a3b1b2/) and [Kat,](https://www.linkedin.com/in/katherine-wang-6760026a/) and we’re building [PartnerHQ](https://trypartnerhq.com/). We’re on a mission to help companies sell more through warm intros.\n\n## **❌ The Problem: Cold Outbound is Dying**\n\nSelling is harder than ever.\n\nModern founders are facing modern problems:\n\n* An average B2B company sends [306 cold emails](https://belkins.io/blog/cold-email-response-rates) to get 1 lead.\n* Email providers like Gmail have lowered [email spam report thresholds to 0.3%](https://www.cnbc.com/2023/10/03/googles-making-big-changes-to-prevent-gmail-spam.html) before your domain’s deliverability rate is compromised.\n* LinkedIn limits you to [100-200 messages per week](https://evaboot.com/blog/linkedin-limits).\n* Competition is fiercer than ever. True product differentiation is hard to find and harder to sustain in an age of plummeting software costs.\n\n## **🎉 The Solution: Warm Intros = Sales**\n\nSo how can you stand out and book more sales calls with buyers?\n\nEasy - with a **warm intro** through one of their personal connections.\n\nIn addition to helping you book calls, warm intros also buy you **trust**, the key to successful sales.\n\n84% of B2B buyers start the purchasing process with a referral, and sales close 46% faster when a partner is involved.\n\n![uploaded image](/media/?type=post&id=79400&key=user_uploads/606466/51099453-be3d-490b-95d9-3df575d623af)\n\n## **⚙️ How it Works**\n\n[PartnerHQ](https://trypartnerhq.com) is a marketplace where B2B businesses can find and buy introductions.\n\nPartnerHQ is for you if:\n\n* You're tired of asking your own network for intros and favors.\n* VCs are pressuring you to sell to larger companies.\n* Cold outbound isn't working.\n\nTo get started:\n\n1. **Describe your Ideal Customer Profile.** Specify what types of people you would like an intro to.\n2. **Set your bounty.** Decide how much you will pay for an intro to your ideal buyer. The average bounty on PartnerHQ is $500 per intro.\n3. **Watch your inbox.** Respond to intro emails and book sales calls with engaged prospects.\n\n![uploaded image](/media/?type=post&id=79400&key=user_uploads/606466/49e7c98f-68f8-401f-bd78-c7a8fde985ec)\n\n**🙏 Asks:**\n\nInterested in hitting your revenue targets? Learn more: <https://trypartnerhq.com/>\n\nInterested in getting paid to make intros? Learn more: <https://trypartnerhq.com/earn>\n\nInterested in investing? Email us at [founders@trypartnerhq.com](mailto:founders@trypartnerhq.com)",
        "url": "https://www.ycombinator.com/launches/Kee-partnerhq-buy-warm-intros-to-your-prospects",
        "votes": 36,
        "created_at": "2024-03-14T21:22:25.095Z"
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    "long_description": "Tusk (YC W24) is an AI agent that helps developers generate unit and integration tests with codebase context. Tusk sits in CI and provides automatic coverage whenever software engineers raise a PR. Engineering teams use Tusk to prevent critical regressions while increasing test coverage.",
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        "full_name": "Marcel Tan",
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        "user_id": 279891,
        "full_name": "Sohil Kshirsagar",
        "title": "Founder/CTO",
        "founder_bio": "Sohil is the co-founder and CTO of Tusk. Previously a Senior Software Engineer at Aspire, where he led the workflow orchestration and automations team that powered millions of influencer collaborations. Now working hard to help engineers focus their time on fulfilling work. Graduated from UC Berkeley with a degree in Electrical Engineering and Computer Science. Built the most popular online prop bets game for the Super Bowl in a weekend.",
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      {
        "id": 87010,
        "title": "Tusk 🐘 - AI Agent for Generating Unit/Integration Tests",
        "tagline": "Anticipate and prevent bugs with AI-powered unit/integration tests in your CI",
        "body": "Hey everyone, we’re Sohil and Marcel, the founders of [Tusk](https://usetusk.ai) (YC W24).\n\nTusk is an AI agent that **generates unit and integration tests** for your PRs.\n\nWe’re the team that built the first publicly available AI coding agent in the market. Now we’re focused on taking on the tedious software engineering work that developers dread the most — writing automated tests.\n\n<https://youtu.be/OK_uhIGEQ0Y?feature=shared>\n\n## Problem\n\nIt goes without saying that writing tests is important for maintaining high code quality in any engineering organization.\n\nHowever, any software engineer who has had to hastily meet product deadlines knows that writing unit and integration tests is the first thing to go. Their main priority in this case is to ship the feature as fast as possible.\n\nThe problem is that the lack of tests then results in **customers complaining about bugs** in the feature. And all too often the blame is assigned to engineering leadership for not caring enough about quality.\n\nWe know how painful this experience is from our previous jobs. We’ve experienced instances of forgone tests leading to embarrassing bugs, including one that ruined a live demo for a high-value pilot customer (who you can guess didn’t convert).\n\n## Solution\n\nWe built [Tusk](https://usetusk.ai/) to provide EMs and senior engineers in charge of quality efforts a way to **ship fast while improving code quality**. Our AI agent generates unit and integration tests using your codebase context and business logic.\n\nTusk functions as a non-blocking PR check that suggests **happy path and edge case tests** that have not been covered by the existing test suite. Our agent shows you which tests have passed or failed and allows you to incorporate the test cases into the PR with one click.\n\n![uploaded image](/media/?type=post&id=87010&key=user_uploads/317259/da66276a-94e5-4cf0-8cf7-b9e0e5635fe6)\n\nEngineering teams at companies like DeepLearning.AI, Wyndly, and Afterword use Tusk to prevent bugs while increasing test coverage.\n\n> Tusk is the first AI tool that noticeably accelerated our dev cycle. By scaling our testing infra, it's given us confidence to ship faster and been instrumental in helping our lean team scale across 3 stacks. Of all the AI tools being built right now, I'm most excited about Tusk.\n\n– Zack Moy, Co-Founder & CTO at [Afterword](https://afterword.com/)\n\n> Edge cases that are not covered can cause the most critical issues. By using Tusk, our team gains an additional guardian to protect our product from the threats of edge cases.\n\n– Amo Chen, Senior Backend Engineer at [DeepLearning.AI](http://DeepLearning.AI)\n\n> Our priority as a fast-shipping product team is making sure we get high quality code out the door quickly. Tusk has been instrumental in helping our engineering team increase test coverage with minimal effort.\n\n– Aakash Shah, Founder & CEO at [Wyndly](https://www.wyndly.com/) (YC W21)\n\n## Why Use Tusk\n\nTusk surpasses other test generation and code review tools in these ways:\n\n**We run the tests we generate**. Tusk runs the tests it generates in an ephemeral sandbox and iterates on its output so you can be confident that its tests are checking for relevant happy path and edge cases. Code review tools do not do this, which results in vague comments that are hard to trust.\n\n**Optimized for test generation quality**. 69% of Tusk-generated test suites are incorporated into customers’ PRs. We use more compute to reason through test scenarios. AI copilots in your IDE are optimized for latency as opposed to quality when generating tests.\n\n**Developer-centric, fully customizable**. Tusk puts engineers in control by allowing them to accept/decline the generated tests and customize configs to meet your team's testing guidelines (how to mock, using factories, avoiding specific directories, etc.).\n\nRead [our documentation](https://docs.usetusk.ai/automated-tests/overview) to learn more.\n\n## Interested?\n\nTusk is now available for growth-stage and enterprise companies looking to auto-generate tests for their PRs and/or backfill tests for their monolith.\n\n[Apply for access](https://tally.so/r/nP29pQ) to see how Tusk can help your team ship faster but safer.",
        "url": "https://www.ycombinator.com/launches/MdO-tusk-ai-agent-for-generating-unit-integration-tests",
        "votes": 39,
        "created_at": "2025-01-21T17:31:55.265Z"
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      {
        "id": 78780,
        "title": "🐘 Tusk - AI coding agent that completes your chores",
        "tagline": "We complete annoying tasks from ticket to PR, helping engineers avoid context-switching.",
        "body": "**tl;dr**: [Tusk](https://usetusk.ai) is an AI coding agent that completes annoying tickets, letting software engineers focus on more important work. Simply assign a ticket to Tusk. Our AI will traverse your codebase for context and then create a pull request (PR).\n\n![uploaded image](/media/?type=post&id=78780&key=user_uploads/317259/6868cbd5-72a5-495b-b4df-022d6b53d313)\n\nHey everyone! We’re Sohil and Marcel.\n\nWe’re on a mission to boost developer productivity and satisfaction by automating the day-to-day tasks that bog down software engineers.\n\n# Problem\n\nSoftware engineers are often assigned menial “product quality” tickets and bugs that require them to context-switch from more important, interesting work.\n\n**15-20% of all tickets** in the typical 2-week sprint are chores like fixing bugs and polishing up UI. Additionally, there are similar tickets in every company’s graveyard backlog that rarely ever get cleared.\n\nThe result? A simple engineering task that should’ve taken 15 minutes to complete sometimes ends up taking 3 weeks to get done, or not at all.\n\nWhile it makes sense for engineers to deprioritize these tasks, this work is important for ensuring that customers have a delightful, bug-free user experience. Janky UX on an ongoing basis causes “**death by a thousand cuts**” for customers, leading to churn.\n\n# Solution\n\n[Tusk (YC W24) Demo](https://youtu.be/W0O3p5EIO1I?feature=shared)\n\n[Tusk](https://usetusk.ai/) is an AI coding agent that completes product quality tickets and bug fixes, letting your software engineers focus on more important work.\n\nWe integrate with Linear, Jira, Notion, and GitHub so that engineers can **go from ticket to PR** with one click of a button. We’re fully embedded into your engineering workflow so you don’t have to change how you work.\n\nWith Tusk, engineers no longer need to context-switch to do something simple like adding a confirmation modal or fixing a page index bug for table pagination.\n\n### How Tusk works\n\n* **Simply assign a ticket to Tusk**. Our AI agent will traverse your codebase for context and create a PR for the ticket.\n* **Tusk will** **regenerate code to address PR reviews** left by engineers and errors in automated checks.\n* **Tusk investigates complex tasks** and provides a branch and advice to save engineers time even if it can’t create a PR.\n* **Beta**: If your team deploys a preview environment for every PR, Tusk will do an end-to-end test of the change and record a testing video.\n\n# Our story\n\n![uploaded image](/media/?type=post&id=78780&key=user_uploads/317259/51f7aee6-bf8d-400d-a07f-b09da476bce6)\n\n[Sohil](https://www.linkedin.com/in/sohil-kshirsagar/) was previously a Senior Software Engineer at Aspire. Because of his product-mindedness, he was usually the first engineer to complete product quality tickets. Sohil was also the first person to tell you that **these chores distracted him** from working on more important tasks.\n\n[Marcel](https://www.linkedin.com/in/marcel-tan/) was formerly a Product Manager for 6sense’s AI email product. He often made product decisions that were outside of the initial PRD due to customer feedback. However, he risked distracting his engineers by pulling these ad hoc tickets into the current sprint.\n\nWe both deeply wished there was a way to **protect engineers’ uninterrupted coding blocks**, while also raising the quality bar of our products. Today we’re using Tusk to help build our own product.\n\n# Get early access\n\nWe’re already helping companies like Wefunder (YC W13), Toolbox (YC S20), and HitPay (YC S21) automate up to 20 engineering tickets monthly.\n\n**Apply to get early access** **to Tusk** **on** [**this form**](https://tally.so/r/w4xOpA). We’ll give the first 50 companies who sign up free customization of your AI agent and a white-glove onboarding.",
        "url": "https://www.ycombinator.com/launches/KUe-tusk-ai-coding-agent-that-completes-your-chores",
        "votes": 71,
        "created_at": "2024-02-27T00:05:02.472Z"
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        "full_name": "Josh Valdez",
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        "full_name": "Achintya Ashok",
        "title": "Founder/CEO",
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        "founder_bio": "Brian Cripe is the co-founder and CTO of OneGrep, which he started with Achintya Ashok in 2023.  OneGrep saves engineers time by automatically generating insights that improve the usefulness of their Observability Data.  Brian brings over a decade of experience in the areas of developer-tools, distributed systems, and real-time analytics from companies such as 'Amazon', 'Tableau', and 'Coinbase'.",
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        "title": "OneGrep — Reduce Observability costs and resolve incidents faster",
        "tagline": "OneGrep makes observability efficient and actionable for fast-moving teams.",
        "body": "**TL;DR** — [OneGrep](https://www.onegrep.dev) is every engineer’s dedicated Observability Copilot. OneGrep helps engineers resolve incidents 10X faster and more efficiently. We do this by fine-tuning LLMs with real-time telemetry as well as knowledge bases that engineers use to operate their production systems.\n\nTeams can deploy OneGrep on their own infrastructure or use our cloud. If you are an engineer, we invite you to try us out! [onegrep.dev/try](http://onegrep.dev/try)\n\n# Problem\n\nEvery engineering team struggles with observability cost bloat and incident management when they are moving fast.\n\n![uploaded image](/media/?type=post&id=79014&key=user_uploads/108240/27337479-43ff-4af3-b1a9-33d826abd4ce)\n\n### Why Does This Happen?\n\n🔨 — Engineers find it hard to instrument code effectively and they make unintentional, costly mistakes.\n\n![](https://lh7-us.googleusercontent.com/g9TzD8RlqcCxPkwE7FDt9EuRHrZacWUc3fjAOJ1eHWblTPS1dqTzJ5sis9UQnzvZowvDTLBHUb-UU3PFE8rFuDxhvka5E_tolNjX50lmjnb3fs6QujAC9pdvaou9metU2ji-8Y1_kF2s5EVNmKcuGw)\n\n📲 — On-call engineers find mitigating incidents to be very difficult because it is hinged on tribal knowledge and tool know-how.\n\n* Engineers spend **25%** of their time on on-call-related work, which equates to companies spending \\~**$61,000** per engineer for on-call work  — _and that’s not including the DataDog bill._\n\n**TL;DR —** Engineers struggle to find answers using observability and pay a lot for unintentional mistakes.\n\n# ✅ Solution — Have your cake & eat it too\n\nEngineers can use OneGrep to make telemetry **actionable** and **efficient**.\n\nHere’s a **13-second** example of OneGrep cutting noisy logs **by 50%** and saving a team thousands of dollars:\n\n![uploaded image](/media/?type=post&id=79014&key=user_uploads/108240/6322e5bd-87f6-43aa-a402-3d35bf8bf167)\n\nAnd here is an example of OneGrep helping an engineer automatically resolve an incident — ✔️ gone are the days of reading through retros, parsing logs, or pinging the entire team:\n\n<https://youtu.be/QJKtHzgqC_4>\n\nCut costs & resolve incidents faster with OneGrep.\n\n——\n\n# Who We Are\n\nWe are [Achintya](https://www.linkedin.com/in/achintya-ashok/) & [Brian.](https://www.linkedin.com/in/briancripe/) We have applied telemetry best practices to highly distributed systems at Coinbase, DisneyPlus, AWS, Tableau, & Goldman Sachs. We hated our daily struggle with observability and we know how and why other engineers do too. We share the plight of all engineers who have struggled and continue to struggle with noisy alerts at 2 AM.\n\nSo, in the pursuit of helping engineers sleep more soundly knowing their systems are operational, we are on a mission to build the new way to do Observability.\n\n![](https://lh7-us.googleusercontent.com/DOphP_OzGeKanLDxit_2BMc3PtjCdDwIX-Vmf2UUAMjAx4S-Um0TqYn3n_e2ervRbp-PhBJ3ReDfR6IlJUbuGlH_O7BEtjjZDnVnvsaBe3eJgc0KxoLjvoBNRMvC5SnfwwTAi5ux1GUb7zzEEBN52w)\n\n_— Brian & Achintya inspecting the Y Combinator sign for any errant logs._\n\n## ➡️ Our Asks\n\n▶️ Do you have high DataDog bills? [Book a demo with us](https://cal.com/teamonegrep/demo).\n\n▶️ Do your engineers wish their on-call was better? [Learn how we can help](https://cal.com/teamonegrep/learn-in-30) or send us an email at [contactus@onegrep.dev](https://mailto:contactus@onegrep.dev).",
        "url": "https://www.ycombinator.com/launches/KYQ-onegrep-reduce-observability-costs-and-resolve-incidents-faster",
        "votes": 44,
        "created_at": "2024-03-04T18:09:38.939Z"
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    "long_description": "Heart failure impacts millions worldwide and is associated with poor quality of life and high mortality rates. Because the heart cannot pump efficiently, fluids buildup around the body. Fluid overload is the main driver behind patient symptoms (shortness of breath, fatigue, chest pain, etc.) and hospitalizations. Our minimally invasive device leverages the body's innate fluid management system to offload trapped fluid and prevent subsequent rounds of buildup. The one-time procedure has sustained effect -- keeping patients healthier, happier, and out of the hospital.",
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        "full_name": "Kevin Bui",
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        "founder_bio": "Kevin is co-founder and CTO of Selera Medical, a medical device startup developing a minimally invasive therapy for congestive heart failure. Prior to this, he was an Innovation Fellow in the Stanford Byers Center for Biodesign. Kevin received his undergraduate bioengineering degree from Stanford and his PhD in bioengineering from the University of Pennsylvania, where he conducted research at the intersection of robotics, stroke rehabilitation, and cognitive neuroscience.  ",
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        "title": "Selera Medical: Disrupting the heart failure treatment paradigm ❤️‍🔥",
        "tagline": "Device-based approach to better heart failure patient care",
        "body": "Selera is developing a device to treat fluid overload in heart failure patients with a one-time, minimally invasive procedure.\n\n### **Backstory 📖**\n\nHello! 👋 We ([Stacie](https://www.linkedin.com/in/staciearechavala/) & [Kevin](https://linkedin.com/in/kevindbui)) are engineers who met at Stanford Biodesign, where we shadowed clinical cases and identified unmet needs in hospitals across the Bay Area. We observed first-hand the limited and ineffective treatment options available to heart failure patients, which led to poor quality of life and frequent hospitalizations. With Kevin’s Ph.D. in bioengineering, Stacie’s medical device + ops/strategy industry experience, and a shared vision to improve healthcare outcomes, Selera was born.\n\n![uploaded image](/media/?type=post&id=78866&key=user_uploads/1135677/0a02856b-5a46-48f1-ac7a-0e7e890bf775)\n\n### **Problem 💔**\n\nOver 6.5 million people in the US suffer from heart failure, which is when the heart can no longer pump blood efficiently to the rest of the body. As the disease progresses, symptoms get worse, quality of life tanks, and hospital time skyrockets. It’s terrible for patients and their loved ones, as well as a huge burden to the healthcare system.\n\nOver 90% of symptoms and hospitalizations are driven by fluid buildup around the body (think: fluid in the lungs → patient can’t breathe → hospital). Standard of care medications to manage fluid hasn’t changed in over 60 years, have adverse side effects, require significant provider time, and become ineffective over time. As a result, patients are trapped in a cycle: fluid builds up, symptoms worsen, hospitalization, discharge, repeat. Post-hospitalization, the survival rate is similar to some stage 4 cancers – only 50% at 2 years – and reduces with each admission.\n\n### **Approach 🎯**\n\nWe are taking a brand new approach by harnessing the body’s own fluid management mechanisms to remove excess fluid, alleviate symptoms, and reduce hospitalizations.\n\nWith the heart not pumping blood as well as it should be, it causes backups in the blood vessels (like a highway when there’s construction). This forces fluid with important nutrients to leak out (detour) into the interstitial space, which is the space between organs and tissues. Normally, this fluid is collected and brought back to the bloodstream by the lymphatic system (a parallel highway with roads all over the body). However, the lymphatic system is overwhelmed by the extra fluid produced in heart failure due to the backups (when Maps reroutes everyone and the seemingly better alternative also has traffic). Without any other way out, fluid is trapped in the interstitial space, leading to the symptoms behind hospitalizations, such as swelling and chest pain depending on where the fluid is stuck. Our technology ‘untaps’ the fluid stuck in the interstitial space by offloading the lymphatic system so that it can work more efficiently (like opening up more lanes to reduce traffic).\n\nWith our one-time procedure, minimally invasive lymphatic offloading (MILO) provides long-term treatment and breaks the fluid overload hospitalization cycle for patients.\n\n![uploaded image](/media/?type=post&id=78866&key=user_uploads/1135677/54435770-1a47-441b-93c5-206d14826845)\n\n### **Connect 🤝**\n\nWe’re looking to connect with cardiologists and interventional radiologists interested in partnering with us on product testing and future clinical trials.\n\nIf you’d like to learn more about what we’re working on or get involved, reach out to us at [founders@seleramedical.com](mailto:founders@seleramedical.com).",
        "url": "https://www.ycombinator.com/launches/KW2-selera-medical-disrupting-the-heart-failure-treatment-paradigm",
        "votes": 35,
        "created_at": "2024-02-28T20:56:05.210Z"
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    "long_description": "Lucite is building the first AI-native platform to help insurance brokers and advisors automate the most complex and time consuming parts of their job. We ingest unstructured carrier documents to accurately extract and analyze data, create insights, and generate deliverables, saving firms hours of time each day.",
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      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
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        "full_name": "Jason Spector",
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        "founder_bio": "Jason is the Co-Founder and CEO of Lucite. Jason was previously a Growth Equity Investor at WestCap. He started his career as an Investment Banking Analyst at J.P. Morgan. He holds a bachelor's degree from Cornell University.",
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        "full_name": "Richard Greenbaum",
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        "title": "Lucite: The AI Platform for Group Benefits",
        "tagline": "Turn insurance documents into powerful insights, in seconds",
        "body": "# **TL;DR**\n\nLucite helps group benefits advisors turn insurance carrier documents into client-ready insights and presentations, in seconds. Advisors simply upload carrier docs, and Lucite handles the rest, saving hours of tedious, error-prone work every day.\n\n<https://www.youtube.com/watch?v=4b8zmDm9dbI>\n\n# **❌ The Problem**\n\nGroup benefits advisors are drowning in documents. Their work is:\n\n**Manual:** Hours spent every day manually reviewing long insurance documents and retyping plan details into spreadsheets. It's tedious, repetitive, and prone to costly errors.\n\n**Fragmented:** Data lives across PDFs, emails, Excel files, and sticky notes, making it hard to track changes or serve clients efficiently.\n\n**Unscalable:** As firms grow and take on more clients, their workflows don’t scale. Every new group means more documents, more comparisons, and more repetitive work.\n\n# ✅ **Our Solution**\n\nSay goodbye to manual work. Lucite uses AI to automatically turn carrier docs into insights and exports.\n\n**Data Extraction from Carrier Documents:** Upload any benefits document — booklets, contracts, amendments, quotes, renewals, claims experience — and Lucite will automatically extract key details. Everything is stored, structured, and searchable.\n\n![uploaded image](/media/?type=post&id=89346&key=user_uploads/1489225/16324548-274c-416c-b15e-76e7c78da17d)\n\n**Insight Generation & AI Search:** Lucite analyzes the data and generates helpful commentary advisors can use in client communications. Users can compare documents side-by-side, ask questions like \"what changed from last year?\", and tap into benchmarking insights based on anonymized, aggregated plan data.\n\n![uploaded image](/media/?type=post&id=89346&key=user_uploads/1489225/82af4982-4bc1-418d-99a6-a42ffb857d67)\n\n**Deliverable Creation:** Lucite generates polished, branded, and fully editable exports in Excel, Word, and PowerPoint that can be downloaded and shared with clients.\n\n![uploaded image](/media/?type=post&id=89346&key=user_uploads/1489225/70243aeb-1080-4591-9c64-21880f787879)\n\n# **✨ Value Prop to Group Benefits Advisors & Brokers**\n\nLucite isn’t just a time-saver - it’s a business enabler. Here’s how we help firms level up:\n\n**Eliminate Tedious Work:** Free up teams from the grunt work of reading, retyping, and comparing carrier documents. Lucite automates the busywork so staff can focus on high-value, client-facing work.\n\n**Boost Revenue Without Scaling Staff:** With Lucite, teams become more efficient, serving more groups with the same headcount. That means higher revenue per employee, stronger margins, and increased enterprise value.\n\n**Differentiate with Technology:** Clients notice when firms are ahead of the curve. Our customers use Lucite to show prospects and existing clients that their firm is leveraging cutting-edge AI to deliver faster, smarter, and more strategic service, helping them stand out and win more business.\n\n# **🤝 Our Story**\n\n![uploaded image](/media/?type=post&id=89346&key=user_uploads/1489225/773038fd-f636-4801-b3ec-b3a930af22c1)\n\nJason (right) and Richard (middle) originally started Lucite to automate presentations for investment bankers. But after meeting Michael (left) and hearing firsthand about the document chaos in group benefits, they immediately saw a better application for their technology.\n\nThe three teamed up to build a revolutionary AI Platform for group benefits advisors, and they’re just getting started.\n\n**Jason (Co-Founder & CEO):** Jason was previously a growth equity investor at WestCap, where he focused on fintech and cybersecurity. He started his career as a technology investment banker at J.P. Morgan and holds a bachelor’s degree from Cornell University.\n\n**Richard (Co-Founder & CTO):** Richard spent 4 years as a software engineer and tech lead at Meta, working on large-scale data and ML intensive systems. He holds a BS in Computer Science from Cornell University.\n\n**Michael (Co-Founder):** Michael brings over 35 years of experience as a trusted benefits advisor. He was previously the founder and CEO of Accompass (formerly Pal Benefits), a leading independent firm focused on benefits, investment, and compensation.\n\n# **🙏 Our Ask**\n\n* If you’re a group benefits advisor, or a YC founder with overlapping customers, we’d love to chat! Reach out to us at [info@lucite.ai](mailto:info@lucite.ai)\n* If you know a group benefits advisor, we’d be grateful for an introduction.\n* Share this post and follow us on [LinkedIn](https://www.linkedin.com/company/lucitetechnologysolutions/?viewAsMember=true) to stay in the loop.",
        "url": "https://www.ycombinator.com/launches/NF4-lucite-the-ai-platform-for-group-benefits",
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        "created_at": "2025-04-08T19:52:37.207Z"
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    "name": "Attunement",
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    "long_description": "Attunement extracts, reconciles, and structures behavioral health records from any source, giving operators, clinicians, and AI systems a single, accurate picture of the patient.",
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        "id": 77939,
        "title": "⚡Attunement- Patient monitoring and treatment recommendation for better behavioral health",
        "tagline": "We track your behavioral health and provide mental health providers evidence-based recommendations",
        "body": "⚡TLDR; At [**Attunement**](https://attunement.ai/), we’re building a patient monitoring and treatment recommendation platform for behavioral health.\n\n![uploaded image](/media/?type=post&id=77939&key=user_uploads/1271220/150865a5-d545-4932-972c-811e317e8875)\n\n**🧠 Current state of tracking if patients are getting better: “I just know.”**\n\nWhen you ask a behavioral health provider how they know whether their patients are getting better, they typically say “I just know.”\n\nExisting tools like the standardized assessment PHQ-9 for depression are not used regularly to measure patient progress, as providers find them to be simplistic and lack context.\n\n**📉 Mental Health Crisis escalating, and we do not know what treatments are working**\n\n1 in 3 Americans suffer from a mental health disorder. Medicaid alone spent approximately $110 billion per year on behavioral health services to address the crisis last year. Without better measurements to track whether the patients are improving, it is challenging to evaluate the impact of these dollars accurately.\n\n**⚡Attunement: Tracking behavioral health to quantify patient outcomes**\n\n[Attunement](https://attunement.ai/) passively tracks the patient’s behavioral health week over week and makes it easy for mental health professionals to update their treatment plans without additional visitations.\n\nOur software platform provides automated patient assessments at regular intervals, incorporating chat-based mental health detection, physiological biomarkers, and self-reported inputs of patients currently in treatment.\n\nAttunement unlocks key recommendations for providers to discuss the results of these assessments with the patient and helps make collaborative decisions about the direction therapeutic modalities will proceed in based on these discussions.\n\n**✅ Our Ask**\n\nWant to access our demo and **track your mental health**? Fill out the form [**here**](https://forms.gle/yZuSFwjP9QXKeiuCA).\n\nKnow any therapist/psychiatrist who would use this product? Email us at [**founders@attunement.ai**](mailto:founders@attunement.ai).\n\nWe’re [**Angie**](https://linkedin.com/in/angiemuller) and [**Briar**](https://linkedin.com/in/briar-smith), and we believe effective mental healthcare can be made easy.",
        "url": "https://www.ycombinator.com/launches/KH5-attunement-patient-monitoring-and-treatment-recommendation-for-better-behavioral-health",
        "votes": 131,
        "created_at": "2024-01-30T18:42:46.826Z"
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    "name": "CloudCruise",
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    "long_description": "Build healthcare browser automations faster. Run self-healing payer portal and EHR workflows on a fully managed infrastructure.",
    "one_liner": "The developer platform for fast and reliable browser agents",
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        "body": "![uploaded image](/media/?type=post&id=79207&key=user_uploads/682099/1d9ebede-6872-499f-835d-bb6ef6249f42)\n\n**😡 CloudCruise was created to solve our own problem!**\n\nWhile working on our previous idea, we spent 20 hours each week checking the websites of hundreds of companies to see if they met our target criteria.\n\nWe wanted to automate this process, but we couldn’t find any good options. APIs were too limited and none of the web automation tools worked.\n\nIt turned out that other founders were also looking for solutions to this problem. More generally, knowledge workers are spending hours doing repetitive tasks, which can’t be automated with current tools. We found HR teams filling out admin forms, Operations processing orders, and Sales manually prospecting. \n\n**☁️ CloudCruise automates repetitive work in the browser**\n\n[CloudCruise](https://cloudcruise.com/) processes a list of items with a step-by-step workflow. You can use our tool to grab any list on the web, or you can upload a CSV. \n\nWorkflows are made up of a series of actions like inputting text, clicking elements, or extracting data from a page. \n\nEach step can be LLM-powered, so CloudCruise can translate general instructions like “find contact page” to a click action and DOM element on any website. This works even if the website layout is unpredictable or DOM elements are rotated.\n\nCloudCruise works right next to you, in a tab of your browser. So you can either watch its progress or continue with other work as normal. \n\n**🧑‍🤝🧑 The Team**\n\nCo-founders [Adrian](https://linkedin.com/in/adrian-ziegler), [Felix](https://linkedin.com/in/felix-eckert-807095191) & [Vere](https://linkedin.com/in/felix-eckert-807095191) bonded at Stanford and Google. Previously, Adrian was building state-of-the-art computer vision models, Felix was researching new user interfaces for LLMs, and Vere was shipping billion-dollar products at YouTube Ads.\n\n![uploaded image](/media/?type=post&id=79207&key=user_uploads/682099/0bd2996e-34ef-4b3b-a16b-01291c5dc048)\n\n**Our Ask**\n\n* If you have a repetitive workflow you’d like to automate, join the [waitlist](https://cloudcruise.com/). We’re onboarding new users to the product every day. \n* We just launched a free Chrome extension that lets you grab & download a list from anywhere on the web. Check it out [here](https://chromewebstore.google.com/detail/cloudcruise/idegaiedponalbmkcpmmeimfjpfkhopn)!",
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    "news": [],
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      {
        "id": 79354,
        "title": "Celest 💙 turning every Flutter developer into a full-stack developer",
        "tagline": "Write once, deploy literally anywhere",
        "body": "When I was at AWS building Amplify Flutter, I found myself wanting to write more and more of my code in Dart. I loved being able to maintain my flow state and use a single programming language—one I’d grown quite fond of—for everything. CLIs, tooling scripts, HTTP servers… if I needed a piece of code, I would find a way to write it in Dart.\n\nThe ecosystem for these use cases was immature but that just made it a challenge, which I loved. _Use the right tool for the job_, you may say. Nah… I want to use Dart. I thought I was alone in this quest but, I was okay being the crazy one.\n\nAnd then, to my surprise, our customers began asking\n\n“When can I write my Lambdas in Dart?”\n\n“When is AWS going to release an SDK for Dart so I can use it in my backends?”\n\nIt dawned on me that there was perhaps something deeper we were all experiencing, something more fundamental about coding being expressed.\n\nJavaScript is one of the most popular server-side languages in use today. A reasonable person with no knowledge of JavaScript may conclude from this that it’s because JavaScript is performant, efficient, or otherwise designed for the server.\n\nThe reality, though, is that developers will often seek the path of least resistance in an environment replete with friction. It’s easy to deride a choice in language, but it’s hard to downplay the numbers. Software engineers are human, after all—and humans are constantly optimizing their flows.\n\nFlutter was born from a desire to solve this age-old quest of optimization—first, as a way to build iOS and Android apps from the same codebase, saving teams the burden of managing two separate products. Then, to desktop and web applications, dramatically reducing the barrier to entry for these platforms too. The vision is largely realized. And, thanks to Dart, it’s been done without sacrificing performance.\n\n![uploaded image](/media/?type=post&id=79354&key=user_uploads/251048/d2f6624a-21cf-4080-93ba-a61020b1070b)\n\nOur mission with [Celest](https://celest.dev/) is to fill in the last piece of this puzzle—the cloud. We do that, simply, by starting and ending with Dart.\n\nHere’s how you define a cloud function with Celest.\n\n![uploaded image](/media/?type=post&id=79354&key=user_uploads/251048/78043071-9e1e-4349-907e-ffc1c1f08c3e)\n\nAnd here’s how you add authentication.\n\n![uploaded image](/media/?type=post&id=79354&key=user_uploads/251048/8ca2deb1-8964-4b0b-b08b-734e58a02c6b)\n\nTo test it out, you run `celest start` and iterate on your backend locally as you build your Flutter app. Your functions hot reload as you save your changes, and integration comes free with an auto-generated client library.\n\n![uploaded image](/media/?type=post&id=79354&key=user_uploads/251048/6222b983-d692-43f1-8f83-58c42a131053)\n\nAnd when you’re ready to turn this into a fully managed and auto-scaled backend, you run `celest deploy`. That’s it.\n\n![uploaded image](/media/?type=post&id=79354&key=user_uploads/251048/ad25a06e-a7c8-4fb9-b6d9-b591519c8b98)\n\nAs a Flutter developer, I’ve never left the Dart programming language, never thought about the many layers of abstraction beneath, and didn’t even need to leave my IDE to solve an otherwise laborious and flow-breaking task. I’m back to writing my app in less than 5 minutes. It feels like I’d never left.\n\n---\n\nCelest is the product I always wanted as a Flutter developer, the tool I had felt crazy for wanting at one point. It feels a little less crazy now, but only time will tell :-)\n\nYou can try and play with Celest for free today. Our cloud offering has started rolling out to the waitlist and will be publicly available in the coming weeks. For this and all the other goods in store, check us out @ [celest.dev](https://celest.dev?utm_source=ycombinator&utm_medium=blog&utm_campaign=launch_yc)\n\nAnd if this story rings true for you (or not), I’d love to hear your thoughts\n\n[dillon@celest.dev](mailto:dillon@celest.dev)\n\nTo the crazy ones 😎 🎯\n\nDillon, Chief Celestial",
        "url": "https://www.ycombinator.com/launches/Kdu-celest-turning-every-flutter-developer-into-a-full-stack-developer",
        "votes": 45,
        "created_at": "2024-03-13T14:29:37.676Z"
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    "name": "Glimmer",
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    "all_locations": "San Francisco, CA, USA",
    "long_description": "Glimmer is a new way to search massive PDFs using AI.\r\n\r\nIf you've ever dealt with massive PDFs (i.e. over 1,000 pages), you know how broken search can be. You have no choice but to use “Cmd-F” and manually sift through thousands of search results to find specific information. Professionals in construction, law, finance, and healthcare spend hours doing this every day.\r\n\r\n\r\nGlimmer makes searching these large documents 10x easier. \r\n\r\n\r\nWhen you upload a PDF, Glimmer uses AI to intelligently index your documents. You can then search your PDF in natural language and get answers with verifiable page sources.\r\n\r\n\r\nYou can get started with Glimmer for free with any kind of PDF at withglimmer.com. ",
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    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709828657,
    "tags": [
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    "batch": "Winter 2024",
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    "stage": "Early",
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    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/glimmer.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/98872753/admin/feed/posts/",
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      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
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    "founders": [
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        "user_id": 1399956,
        "full_name": "Praneeth Guduguntla",
        "title": "Founder",
        "founder_bio": "Praneeth is the co-founder and CEO of Glimmer. Previously, he built computer vision widgets at Palantir and launched the first AI video editing tool for Facebook Reels at Meta. Praneeth graduated from UIUC with a computer science degree where where he and his co-founder built software for nonprofits together. ",
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        "full_name": "Arman Rafati",
        "title": "Founder",
        "founder_bio": "Arman is the co-founder and CTO of Glimmer. Previously, he worked on corporate cards at Mercury, the first-ever BNPL debit card at Affirm, and helped launch AWS's Heroku competitor, AppRunner. Arman studied Computer Science & Economics at UIUC. He spent most of his free time in college building software for nonprofits, and most of his free time in high school reselling sneakers and building an app that he sold to his high school.",
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      {
        "id": 79168,
        "title": "✨ Glimmer – AI search for massive PDFs",
        "tagline": "Glimmer makes searching large documents 10x easier.",
        "body": "**TLDR:**\n\n**If you've ever dealt with massive PDFs (i.e. over 1,000 pages), you know how broken search can be.** We know people in construction, law, finance, and healthcare who spend hours doing this every day. With Glimmer, you can search PDFs in natural language and get answers with verifiable page sources. Start uploading your own PDFs for free at [withglimmer.com](http://withglimmer.com).\n\nHi! We’re [Praneeth](https://linkedin.com/in/praneethguduguntla) and [Arman](https://linkedin.com/in/armanrafati) and we’re building Glimmer, **a new way to search massive PDFs using AI.**\n\n![uploaded image](/media/?type=post&id=79168&key=user_uploads/1399956/43131bdf-6eac-4848-a206-fa8c5b88be96)\n\n**The Problem:**\n\nSearching through huge PDFs sucks!\n\nMeet James, a project manager at a commercial HVAC subcontractor that does construction projects for the City of San Francisco. The worst part of his job is spending hours every day searching through an 8000-page construction specification trying to figure out things like “What is the fire damper manufacturer?” or “What is the motor speed for HVAC fans?”. Currently, the entire industry uses **“Cmd-F” keyword search and manually goes through thousands of search results** to find answers to their questions.\n\n![](https://lh7-us.googleusercontent.com/tQrqCYJYcWN1CFlL11qpllX9JFYAM9c1VYCTBjPBJ85tbOTLkSofjyWZr7dK3f5U2Hcp1z9WYAInhHOrzG8ikM-mymFmiXcuuMf8T_rA1iV4hzY8TYvRiY491mhJIouH9j0jUR94Q4xum05YFcJm14g)\n\n![uploaded image](/media/?type=post&id=79168&key=user_uploads/1399956/f06c509a-6a3b-402a-b25f-c3b0da9f50ca)\n\nWhen we first met James at his office, **he was trying to feed his document into ChatGPT but he couldn’t even upload it** – his PDF was over 200MB!\n\nJames’ experience is far from unique. In law, lawyers and paralegals read and write long legal papers and contracts, searching for specific details that help them advise clients and do legal work. In healthcare insurance and coding, employees read through massive manuals and patient records to get the right information for billing and handling insurance claims.\n\n**✨ The Solution**\n\n**Glimmer uses AI to make finding information in large documents 10x easier.** When a user loads in their PDF (up to 10k pages), we intelligently chunk up their documents so they’re able to use natural language to ask questions and find exact sources within their documents.\n\nTry the interactive [demo](https://demo.withglimmer.com).\n\n**Get Started**\n\nGlimmer is completely self-serve, free to use, and works on any kind of PDF. **Visit **[**withglimmer.com**](http://withglimmer.com)** and upload your first PDF.** You can immediately begin searching for anything in your document in natural language.\n\n**About us**\n\nWe both met during our freshman year at UIUC and built several viral generative AI apps together that have been used by 50k+ people. Arman has previously worked on Mercury’s corporate credit/debit cards, helped launch the first-ever BNPL Debit card at Affirm, and worked on AWS’s Heroku competitor called App Runner. Praneeth built the first-ever AI video editing tools for Facebook Reels at Meta and developed image annotation tools for computer vision workflows at Palantir. **Now, we’re building the best search engine for PDFs.**\n\n![](https://lh7-us.googleusercontent.com/rXn8fL_PUfXh_VyKSvkB31IYubKvHQlx7ojC671s1F3ltyDpQXQ6f4LtiK767-cuTvRavzMgBSa3g8VnRQbspYB5eniFWMvPlSa9kLAxmVXC9x6b1tf2JzS3sSvQ7iEuKi4qsOtgbPAFgu6jubwOpsY)\n\nThis is us at a $3B+ construction site where James’ company works in SF.\n\n![](https://lh7-us.googleusercontent.com/1JLtj9A1EhuDIAEo4DZHf9_A4U6qLKtpWacbHPC7TiQ83aCYTSDzrL2CuGKapxNPslqYVY6h-a0R_lv8g8QCkOIaMRp24i40N7nu4uDrW_tDRSLplv2oXEvzkcpQ_oPxH6a4E_40fFKpp2kO6x6EZY0)\n\n**Our Asks**\n\n* Upload your own PDFs and start searching with Glimmer\n* We’re looking for introductions to folks who deal with large PDFs on a daily basis across construction, finance, law, etc. Feel free to reach out to us at [founders@withglimmer.com](mailto:founders@withglimmer.com)\n\n \n\n---\n\n---\n\n---",
        "url": "https://www.ycombinator.com/launches/Kau-glimmer-ai-search-for-massive-pdfs",
        "votes": 51,
        "created_at": "2024-03-07T17:35:16.748Z"
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    "name": "Zaymo",
    "slug": "zaymo",
    "former_names": [
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    "website": "https://zaymo.com",
    "all_locations": "Lehi, UT, USA",
    "long_description": "Zaymo is a full-stack retention marketing agency for the largest brands on Shopify. We bring all your data in house, remove the guess work, and automate the busy work. Agents find opportunities, build content, and iterate autonomously while expert retention marketers help you set strategy and oversee outputs.",
    "one_liner": "Zaymo is building an AI marketing agency",
    "team_size": 18,
    "industry": "B2B",
    "subindustry": "B2B -> Marketing",
    "launched_at": 1701370559,
    "tags": [
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      "Marketing",
      "Email",
      "AI"
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    "nonprofit": false,
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    "status": "Active",
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    "country": "US",
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      "name": "Jared Friedman",
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        "full_name": "Brice Douglas",
        "title": "Founder/CEO",
        "founder_bio": "I believe that to create is core to humanity, so I love to build things.\n\nIn college, I was very involved at the world's largest student-run venture firm and worked in the corporate strategy group of a public YC company. I met Santiago and Danny at a university hackathon, and we decided to work together on Zaymo before dropping out to raise a pre-seed.\n\nI like to be outside. Catch me skiing, rock climbing, and running when I'm not building.",
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      {
        "user_id": 1217059,
        "full_name": "Daniel Jones",
        "title": "Founder/CTO",
        "founder_bio": "Cofounder and CTO of Zaymo with previous experience in AI and biotech at Harvard Medical School. I won $900k+ in pitch competitions throughout undergrad, published several research papers, and was a competitive pianist. Before Zaymo I did enterprise software sales for an early startup and started a coaching program. I've lived in Germany, New Zealand, and Russia and enjoy trail running, big ideas, and chess",
        "is_active": true,
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        "id": 71456,
        "title": "Software Engineer",
        "url": "https://www.ycombinator.com/companies/zaymo/jobs/xGeVSF8-software-engineer",
        "location": "Lehi, UT, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$80K - $130K",
        "equity_range": "0.10% - 0.50%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
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      {
        "id": 81361,
        "title": "Senior Software Engineer",
        "url": "https://www.ycombinator.com/companies/zaymo/jobs/tLztjfJ-senior-software-engineer",
        "location": "Lehi, UT, US",
        "type": "Full-time",
        "role": "Engineering",
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      {
        "id": 104129,
        "title": "Product Support Lead",
        "url": "https://www.ycombinator.com/companies/zaymo/jobs/sKOuuDH-product-support-lead",
        "location": "Lehi, UT, US",
        "type": "Full-time",
        "role": "Support",
        "role_type": null,
        "salary_range": "$55K - $75K",
        "equity_range": "0.05% - 0.10%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
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    ],
    "news": [
      {
        "title": "Gozney Increases Abandoned Cart Revenue 27% with Zaymo",
        "url": "https://zaymo.com/blog/gozney-case-study",
        "date": "Oct 23, 2023"
      },
      {
        "title": "Zaymo Raises $700K Pre-Seed Round - TechBuzz News - Utah Tech News",
        "url": "https://www.techbuzz.news/zaymo-raises-700k-pre-seed-round/",
        "date": "Aug 16, 2023"
      }
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    "launches": [
      {
        "id": 78528,
        "title": "📧 Zaymo: Shop directly inside emails",
        "tagline": "Lift email conversion rates 27% by embedding Shopify directly in the email",
        "body": "**tl;dr:** _Recent changes to email protocols allow websites to be embedded in emails. _[_Zaymo_](https://zaymo.com/)_ is the first email design tool that allows users to complete actions, like shop for products, directly inside an email. Our interactive emails have brought in 27% more revenue than existing solutions._\n\n[**🧠**](https://emojipedia.org/brain) **no-brainer ask**: If you’re reading this, you can **gift a free trial with Zaymo.** We don’t offer free trials outside of this post. Intro a Shopify brand to [founders@zaymo.com](mailto:founders@zaymo.com) and you’re good to go :)\n\n### problem\n\n* **1 - 3% conversion rates** at best from e-commerce emails\n* However, e-commerce stores attribute **\\~20 - 30% of total revenue** to email marketing\n* Interactive emails work well, but cross-platform compliance means **implementation requires several hours of coding** for a single email\n\n### solution\n\nMarketers can build reliable interactive emails in minutes with Zaymo. Here’s an email that increases orders for subscription brands and improves retention.\n\n![uploaded image](/media/?type=post&id=78528&key=user_uploads/1176709/e8941b14-5a3b-4569-b423-c76a17cd1f83)\n\nZaymo supports the following:\n\n* In-email abandoned cart recovery\n* In-email one-click subscription upsell\n* In-email Campaigns\n* In-email Review collection\n* In-email Forms\n\nEventually, we’ll support hundreds of use cases.\n\n**Case study:** [**A/B test with Zaymo increases revenue by 27% for Gozney**](https://getzaymo.com/blog/gozney-case-study)\n\n### backstory\n\nAs a PM, Co-founder [Santi](https://linkedin.com/in/gomezpaz) led Turing.com to adopt interactive emails after proving out a 3x conversion rate boost in A/B tests. After unsuccessfully searching for 3rd-party tools, his team built the functionality into their internal tool.\n\nSanti knew in-email interactivity should be more accessible to marketers, and Zaymo was born.\n\n### ask\n\nIf you’re reading this, you can **gift a free trial with Zaymo.** We don’t offer free trials outside of this. Just intro a Shopify brand to [founders@zaymo.com](mailto:founders@zaymo.com) and you’re good to go :)\n\n### additional examples\n\nAbandoned cart recovery\n\n![uploaded image](/media/?type=post&id=78528&key=user_uploads/1176709/9321eac7-7585-4376-a089-2b0fbc627217)\n\nReviews\n\n![uploaded image](/media/?type=post&id=78528&key=user_uploads/1176709/612e7605-7ef5-4673-9989-d1debfaeeb68)\n\nEmail builder\n\n![uploaded image](/media/?type=post&id=78528&key=user_uploads/1176709/3b2e6c72-b81b-453d-a6a1-fd94b8201e0b)\n\n",
        "url": "https://www.ycombinator.com/launches/KQa-zaymo-shop-directly-inside-emails",
        "votes": 24,
        "created_at": "2024-02-19T19:09:25.446Z"
      }
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  {
    "id": 29324,
    "name": "PromptArmor",
    "slug": "promptarmor",
    "former_names": [
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    "website": "https://promptarmor.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "",
    "one_liner": "LLM Security and Compliance",
    "team_size": null,
    "industry": "B2B",
    "subindustry": "B2B -> Security",
    "launched_at": 1702083397,
    "tags": [
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      "Security",
      "Cybersecurity",
      "AI"
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "url": "https://www.ycombinator.com/companies/promptarmor",
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        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $200K",
        "equity_range": "0.50% - 1.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "PostgreSQL",
          "TypeScript",
          "Next.js"
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      },
      {
        "id": 98599,
        "title": "Enterprise Account Executive",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/8bboV1Y-enterprise-account-executive",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$275K - $325K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 98601,
        "title": "Mid Market Account Executive",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/TAqtXXR-mid-market-account-executive",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$225K - $275K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 98604,
        "title": "Head of Sales",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/Jv3hz2J-head-of-sales",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$275K - $325K",
        "equity_range": "0.10% - 0.50%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 98605,
        "title": "Content Marketing Lead",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/LkSS77h-content-marketing-lead",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$125K - $175K",
        "equity_range": "0.10% - 0.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 98610,
        "title": "Forward Deployed Engineer",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/et9bI4n-forward-deployed-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $200K",
        "equity_range": "0.50% - 1.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Node.js",
          "PostgreSQL",
          "React",
          "TypeScript",
          "Next.js"
        ]
      },
      {
        "id": 98611,
        "title": "Senior Software Engineer",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/j63VmUv-senior-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$200K - $250K",
        "equity_range": "0.50% - 1.50%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Node.js",
          "PostgreSQL",
          "React",
          "TypeScript",
          "Next.js"
        ]
      },
      {
        "id": 108354,
        "title": "Enterprise Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/puWsZLX-enterprise-sales-development-representative",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$75K - $125K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 114194,
        "title": "Strategic Advisor",
        "url": "https://www.ycombinator.com/companies/monumint/jobs/4ao5iXu-strategic-advisor",
        "location": "US / Remote (US)",
        "type": "Contract",
        "role": "Operations",
        "role_type": null,
        "salary_range": "",
        "equity_range": "",
        "experience": "11+ years",
        "visa": "US citizen/visa only",
        "skills": []
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    ],
    "news": [
      {
        "title": "OmniAI transforms business data for AI | TechCrunch",
        "url": "https://techcrunch.com/2024/06/22/omniai-transforms-business-data-for-ai/",
        "date": "Jun 22, 2024"
      }
    ],
    "launches": [
      {
        "id": 105024,
        "title": "🏦 Monumint: Voice AI for financial services",
        "tagline": "AI agents that communicate with customers across the entire financial journey",
        "body": "## TL;DR\n\nFinancial services has always been a relationship business.\n\n* In the U.S., people spend 10 billion minutes a year on the phone with their bank\n* Only 60% of customer interactions occur during business hours\n* Our customers use Monumint to increase operational capacity by 4x while delivering a 24/7 high-touch customer experience\n\nFrom opening a deposit account to financing a home or growing a business, trust is built through millions of conversations between financial institutions and their customers.\n\nAt Monumint, we're building conversational AI that helps financial institutions communicate with every customer on a more personal level. From account opening and lending to servicing and collections, our AI agents support the entire financial journey.\n\n<https://youtu.be/kRdb2afGcrA>\n\n## **❌** The problem\n\nFinancial services is one of the largest industries in the world.\n\nEach year in the US there are more than 80 million new consumer and small business loans. There are more than 4,500 banks, 4,500 credit unions, and thousands of mortgage lenders, consumer lenders, and fintechs, all aiming to build lasting relationships with their customers.\n\nDespite this, much of the industry still relies on manual customer operations. Teams spend countless hours following up with customers, chasing documents, answering the same questions, and updating multiple systems.\n\n## **✅** The solution\n\nMonumint is built around three pillars.\n\n**Conversational.** Customers communicate through voice, SMS, email, and built-in web chat.\n\n**Connected.** Our AI agents integrate with existing systems including CRMs, loan origination systems, core banking platforms, and servicing software to retrieve information and take action.\n\n**Compliant.** Every conversation is designed for the regulatory requirements of financial services, including TCPA, fair lending, audit trails, and built-in guardrails.\n\nMonumint makes it possible for financial institutions to build lasting customer relationships at a scale that was never possible before.\n\nToday, we are partnered with some of the largest lenders in the country and have handled more than 5 million customer interactions.\n\n## 🙏 Our ask\n\nWe're looking for intros to banks, credit unions, lenders, and fintechs that want to bring conversational AI into their customer experience.\n\nEmail us at [tyler@monumint.com](mailto:tyler@monumint.com) or [book a demo here](https://calendly.com/meet-tyler/30min).\n\nLet’s build something monumental!",
        "url": "https://www.ycombinator.com/launches/RJw-monumint-voice-ai-for-financial-services",
        "votes": 18,
        "created_at": "2026-07-09T14:41:23.451Z"
      },
      {
        "id": 78643,
        "title": "⚡️OmniAI - Structure your unstructured data",
        "tagline": "Transform unstructured data into beautiful SQL tables.",
        "body": "Hey everyone 👋 We’re Anna and Tyler from [OmniAI](https://getomni.ai/), and we help clean up data using AI.\n\n### **🪄 Omni in action: Turn YC demo day videos into data**\n\nHere we started with a database of all the public demo day videos and extracted some of the most interesting business metrics — without needing to watch hundreds of videos.\n\n![](https://bookface.ycombinator.com/media/?type=post&id=78643&key=user_uploads/457262/b93d8e72-4fe5-4e43-b2a2-000512664002)\n\n# **Problem**\n\nA company’s most valuable data set is often its least accessible. Only 20% of corporate data lives in SQL, with the remaining 80% locked away in unstructured formats (reviews, chat logs, transcripts, pdfs). It takes some serious engineering work to answer questions like:\n\n* “Graph the most common user complaints over the last 4 years”\n* “What percentage of users complain about pricing on sales calls”\n* “How many users are getting their questions answered by our chatbot”\n\n**And this problem will only get worse as AI interfaces become more ubiquitous and more user data is locked up in chat logs. 🤖**\n\n.\n\n# **How are people solving this today?**\n\nEven YC founders don’t have a unified strategy here. From the hundreds of companies we’ve interviewed, it usually boils down to:\n\n**🌎 Outsourced data entry** - Slow and _surprisingly inaccurate_\n\n🔎 **Spot checking** - Slow and very prone to bias (i.e. _read 10 user reviews and make sweeping business decisions)_\n\n💸 **Hire some ML engineers** - Best results, but it’s going to be slow and expensive\n\n.\n\n# **Solution**\n\nUse OmniAI to turn that unstructured data into tabular data. OmniAI makes it simple to transform and enhance unstructured data, all within your existing data warehouse.\n\n* No engineering time needed\n* No calibrating models\n* And certainly no fighting with AWS SageMaker.\n\n![](https://bookface.ycombinator.com/media/?type=post&id=78643&key=user_uploads/457262/3650ce0e-79d1-4405-9a63-8b0282947c88)\n\n# **How it works**\n\nRun ML models across your data. Categorize, extract, summarize, translate, and more.\n\n* **Connect to a data warehouse -** We support Snowflake, Postgres, MySQL, and MongoDB.\n* **Choose models to run -** Define type safe schemas to run against your unstructured data. Use any of the hosted models, or define your own.\n* **Transform your data -** We’ll run those models against your data, and keep your warehouse in sync as new rows/fields are added/deleted.\n* **Query with SQL -** All the transformed data stays in your warehouse. Surface this data in your product, or analyze with your existing BI tools.\n\n![uploaded image](/media/?type=post&id=78643&key=user_uploads/457262/b2be4691-e98e-44cb-a76e-103b59d51b1e)\n\n# **Meet Tyler & Anna**\n\n[Anna](https://www.linkedin.com/in/annapoj/) comes from building ETLs and data enrichment tools at [**Hightouch**](https://bookface.ycombinator.com/company/12821). While [Tyler](https://linkedin.com/in/tyler-maran) has a background in ML and healthcare applications (most recently at [**Fair Square**](https://bookface.ycombinator.com/company/13215)). We’ve dealt with everything from syncing CRMs to fax machine APIs.\n\nWe’re building Omni because we hate working with messy data, and we can make this problem a little better for everyone.\n\n![uploaded image](/media/?type=post&id=78643&key=user_uploads/457262/25bd169d-bbe0-4c42-ac0b-fbfe55589067)\n\n# **Our ask**\n\n* **Data problems!** We’re constantly adding new tools and would love to hear about the unique data problems you face.\n* **Book a demo** with us at [getomni.ai](https://getomni.ai/)\n* **Tell people about Omni!** Know anyone drowning in a sea of PDFs, or trying to build image classification from scratch? Chances are we can help!\n\nEmail us at [**founders@getomni.ai**](mailto:founders@getomni.ai)",
        "url": "https://www.ycombinator.com/launches/KSR-omniai-structure-your-unstructured-data",
        "votes": 184,
        "created_at": "2024-02-22T16:14:42.416Z"
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    "id": 29328,
    "name": "Guide Labs",
    "slug": "guide-labs",
    "former_names": [
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0fe96eb46b8e36c878f7362b2ef9b57395fe8a11.png",
    "website": "https://www.guidelabs.ai/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Guide Labs builds frontier AI models and agents that you can learn from, audit, and steer. \r\nOur first model, Steerling-8B, is the first and largest inherently interpretable model: it can trace any output to training data, concepts inside the model, and the input, all without sacrificing performance.",
    "one_liner": "Frontier models and agents you can learn from, audit, and steer.",
    "team_size": 6,
    "industry": "B2B",
    "subindustry": "B2B -> Infrastructure",
    "launched_at": 1709806941,
    "tags": [
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "America / Canada"
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    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/guide-labs",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/guide-labs.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/guide-labs",
    "x_url": "https://twitter.com/guidelabsai",
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    "primary_partner": {
      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
    },
    "founders": [
      {
        "user_id": 79482,
        "full_name": "Julius Adebayo",
        "title": "Founder/CEO",
        "founder_bio": "I am a machine learning researcher working on interpretable AI systems.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/juliusadebayo",
        "x_url": "https://twitter.com/juliusadml",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/dba29dced9838bc5736f2b09f8b8c5b5aa8ab381.jpg"
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    "news": [
      {
        "title": "Guide Labs debuts a new kind of interpretable LLM | TechCrunch",
        "url": "https://techcrunch.com/2026/02/23/guide-labs-debuts-a-new-kind-of-interpretable-llm/",
        "date": "Feb 23, 2026"
      },
      {
        "title": "Guide Labs Open Sources an Interpretable 8B Language Model - The Silicon Valley Post",
        "url": "https://svpost.com/articles/guide-labs-steerling-8b-launch/",
        "date": "Feb 23, 2026"
      }
    ],
    "launches": [
      {
        "id": 79741,
        "title": "Guide Labs: Interpretable foundation models",
        "tagline": "Foundation models that can explain their reasoning, and are easy to align",
        "body": "At [Guide Labs](https://www.guidelabs.ai/), we build interpretable foundation models that can reliably explain their reasoning and are easy to align.\n\n### **The Problem: foundation models are black-boxes and difficult to align**\n\nCurrent transformer-based large language models (LLMs) and diffusion generative models are largely inscrutable and do not provide reliable explanations for their output. In medicine, lending, and drug discovery, it is not enough to only provide an answer; domain experts would also like to know **_why_** the model arrived at its output.\n\n* **Current foundation models don’t explain their outputs**. Would you trust a black-box model to propose medications for your illness or decide whether you should get a job interview?\n* **You can't debug a system you don't understand**: When you call a model API and the response is incorrect, what do you do? Change the prompt? What part of your prompt should you change? Switch to a new model API?\n* **Difficult to reliably align or control model outputs**: Even when you've identified the cause of the problem. How do you control the model so that it no longer makes the mistake you identified?\n\n### **Our Solution**\n\n**We’ve developed interpretable foundation models that can explain their reasoning, and are easy to align.**\n\nThese models:\n\n* provide human-understandable explanations;\n* indicate what part of the prompt is important; and,\n* specify which tokens led to the model's output.\n\nUsing all these explanations, we can:\n\n* identify the part of the prompt that causes the model to err;\n* isolate the samples that cause those errors; and,\n* use explanations to control and align the model to fix its errors.\n\n### **About Us**\n\nWe are  interpretability researchers and engineers that have been responsible for major advances in the field. We have set out to rethink the way machine learning models, AI agents, and systems broadly are developed.\n\n### **Our Ask**\n\nPlease reach out to us at [info@guidelabs.ai](mailto:info@guidelabs.ai).",
        "url": "https://www.ycombinator.com/launches/Kk9-guide-labs-interpretable-foundation-models",
        "votes": 68,
        "created_at": "2024-03-27T14:56:29.406Z"
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    "id": 29330,
    "name": "Speck",
    "slug": "speck",
    "former_names": [
      "Glance"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/92df358869feb4920733e3073e8f52fec0afe8e8.png",
    "website": "https://speck.sh",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Speck helps professionals in back-to-back calls on their meeting tasks. It automates pre-call research, listens to every word, learns, and creates meeting notes, follow-ups, action items based on how you do them. ",
    "one_liner": "AI Notetaker that automates all your admin work",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Productivity",
    "launched_at": 1705004448,
    "tags": [
      "B2B",
      "Sales",
      "Sales Enablement",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Acquired",
    "industries": [
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      "Productivity"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/speck",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/speck.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/speck",
    "x_url": "https://x.com/speck_ai",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/92df358869feb4920733e3073e8f52fec0afe8e8.png",
    "app_video_url": null,
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    "primary_partner": {
      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
    },
    "founders": [
      {
        "user_id": 894719,
        "full_name": "Raghav Pillai",
        "title": "Founder/CTO",
        "founder_bio": "Previously engineering @ Anduril and Amazon. Built out telemetry, realtime video and software orchestration for Anduril, and worked on consumer robotics at Amazon. Worked on software for autonomous vehicle research. Hackathon addict, 11x winner (HackHarvard, HackRice, xAI, etc). \n\nhttps://raghav.sh/\nhttps://github.com/raghavpillai",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/raghav-pillai",
        "x_url": "https://x.com/rag_pil",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/0756f8065ac2e166d7f8070723cb7c7c7a985ed6.jpg"
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    "launches": [
      {
        "id": 79389,
        "title": "🧩 Speck - AI-powered web automation",
        "tagline": "Automate repetitive web tasks like data extraction, outbound, and other chores with Speck’s AI browser extension.",
        "body": "**tl;dr:** [Speck](https://tryspeck.com) is a browser extension that makes automating repetitive web tasks easy. Our customers use Speck to extract data, perform LinkedIn outreach, collect the newest research papers, gather data about social media groups, and more!\n\nHey everyone! We’re Lucas and Raghav, the founding team behind Speck.\n\n## 🤔 The Problem\n\nPeople spend precious time doing menial and repetitive browser-based tasks, such as entering data into CRMs, posting multiple job listings for recruiting, reaching out to contacts on LinkedIn, extracting data from websites, and other similar chores.\n\nThese tasks are irritating for most knowledge workers, yet they do not have any way to simplify their workflow. Low-code solutions like UiPath cost tens of thousands of dollars and require a dedicated automations team. On the other hand, executing web-based workflows is outside of the scope of workflow tools like Zapier. \n\n## 💡 The Solution\n\nWith Speck, you can automate any workflow easily **without having any coding knowledge**. Our browser extension allows you to **record workflows just by doing them**. Speck automatically translates your workflows into repeatable steps, making it simple for anyone to create web-based automations and data extraction processes\n\nBy keeping track of intent, the **browser automations will repair themselves automatically** when something goes wrong! These workflows can be executed live or scheduled asynchronously on a remote browser. Now, our users can spend less time doing menial chores and more time focusing on higher-impact tasks. \n\nSince pivoting 2 weeks ago and launching our beta, we’ve gotten our extension published on the Chrome Web Store and onboarded our first paying customers.\n\nMaking an automation takes less than 60 seconds.\n\n**Step 1** - Record your workflow\n\n![uploaded image](/media/?type=post&id=79389&key=user_uploads/1500358/94fd9ad1-319a-4bc7-a0a7-6bb294fa7e60)\n\n**Step 2** - Extract Text\n\n![uploaded image](/media/?type=post&id=79389&key=user_uploads/1500358/47e0ad7b-7e38-4df6-9be1-7ae58a6fbf85)\n\n**Step 3** - Run\n\n![uploaded image](/media/?type=post&id=79389&key=user_uploads/1500358/1560a1cc-c750-4884-bc8f-07d9391ea920)\n\nAnd this is just the start! Together with our users, we’re making progress towards our vision of an autonomous LLM agent capable of generating complex automations - one workflow at a time.\n\n## 🏆 The Team\n\nWe’re both CS from UT Dallas. We met at a hackathon 2 years ago and have been friends since. We both come from top tech companies and came up with the idea for Speck after we grew tired of doing the same actions over and over again on websites. From left to right:\n\n![uploaded image](/media/?type=post&id=79389&key=user_uploads/1500358/29d31103-7b62-45d9-88da-53a98b3a3fde)\n\n[Raghav](https://www.linkedin.com/in/raghav-pillai/) (CTO) - Ex-Anduril and Ex-Amazon engineer. At Anduril, he created LLM tooling and device monitoring, used by 140 employees. He was an early engineer on Amazon’s Consumer Robotics division, working on Amazon Astro. He worked in AV research building a modular FSD stack. He also loves going to hackathons and won 7, including HackHarvard and HackRice, with LLM agents.\n\n[Lucas](https://www.linkedin.com/in/lucasjagg/) (CEO) - Ex-Roblox engineer where he built multilingual autocomplete for 160 million users. He was a founding engineer of [Sweep](https://www.ycombinator.com/companies/sweep), an autonomous LLM coding agent with 7k stars. Computer vision researcher for the BRIAR government project. He graduated Summa Cum Laude with a double major in computer science and cognitive science.",
        "url": "https://www.ycombinator.com/launches/KeT-speck-ai-powered-web-automation",
        "votes": 157,
        "created_at": "2024-03-14T13:54:34.463Z"
      }
    ]
  },
  {
    "id": 29332,
    "name": "Polished",
    "slug": "polished",
    "former_names": [
      "Double",
      "Pillar"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b6b130da6813f93f556cf04be9132b6ba506b4fc.png",
    "website": "https://polished.ad",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "With Polished, you create finished ads (video or static) in minutes.\r\nThen you refine it in plain English, until it's exactly what you had in mind.",
    "one_liner": "Generate ads. Iterate till perfect.",
    "team_size": null,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1701750687,
    "tags": [
      "Developer Tools",
      "SaaS",
      "B2B",
      "Advertising",
      "AI"
    ],
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        "id": 97986,
        "title": "Pillar - Your app's copilot",
        "tagline": "An open source copilot that turns user requests into completed actions, right inside your app.",
        "body": "Hey everyone! We’re JJ and Mark, cofounders of [Pillar](https://trypillar.com) 👋\n\n**TL;DR: Pillar is an embedded AI copilot that executes tasks inside your product for users and agents.**\n\nUsers or agents can type what they want. The copilot carries it out **client-side in the browser**, using the user’s existing session, permissions, and security checks. You install the SDK via npm and register your existing frontend code as tools.\n\nExample: in a banking app, a user types _“send $200 to my cleaners.”_ Pillar finds the right recipient, navigates to the transfer flow, and pre-fills the form. The user still reviews and confirms. If your app requires 2FA for that acion, so does the copilot.\n\nDemo: <https://www.youtube.com/watch?v=ruNJ5OFuKsI>\n\n# The Problem\n\nTeams ship faster than ever. But when your changelog is 10x longer than it used to be, users can’t keep up.\n\n* **Discoverability breaks down:** the UI changes, features move, and people forget where things live.\n* **Friction turns into “support”:** users open tickets that aren’t really support tickets. The user wanted to do something your product already supported but couldn’t get there.\n* **Most products don’t have an “action layer”:** AI agents are starting to use web apps the same way users do: navigate, click, fill forms. Products need to prepare for this\n\n**Bottom line:** products need a reliable, permissioned way to execute actions end-to-end - not just document them.\n\n# How Pillar Works\n\nPillar turns a user request into action by combining planning with **in-browser execution**.\n\n1. **Plan:** Pillar determines which steps/tools to run\n2. **Execute:** your app runs those tools in the browser (navigation, API calls, state updates, form fills)\n3. **Confirm:** the user stays in control for sensitive actions.\n\nYou register tools inside your existing React components:\n\n![uploaded image](/media/?type=post&id=97986&key=user_uploads/376672/a918639c-e2a9-405b-9e4d-2f54acac8af0)\n\nWhat happens at runtime when a user types _“send $200 to my cleaners”_:\n\n* Pillar calls **search_recipients** with “cleaners”\n* Selects the right match\n* Calls **prefill_transfer** with the recipient + amount\n* User reviews and confirms in the existing flow\n\nBecause execution happens in the browser, tools run with the current user’s permissions and session. **Pillar can’t do anything the user can’t do.**\n\nPillar syncs with your help content (Zendesk, Intercom, Notion, Confluence, internal docs) so requests map to the right tools/flows. When it picks the wrong path, you flag it and the correction is captured so the same issue is less likely to repeat.\n\nSDKs are available for React and vanilla JavaScript. Registered tools can also be reused by other copilots/agents via WebMCP (navigator.modelContext).\n\n# Try It\n\nInstall: [trypillar.com](http://trypillar.com)\n\nWe also have live demos you can try right now - Pillar installed on open-source products:\n\n* Grafana ([trypillar.com/demos/grafana](https://trypillar.com/demos/grafana)): you can have Pillar build you a monitoring dashboard and set up alerts\n* Apache Superset ([trypillar.com/demos/superset](https://trypillar.com/demos/superset)): you can explore the names dataset and build a dashboard\n\n👉 Want help getting live? Reach out at [founders@trypillar.com](https://mailto:founders@trypillar.com)\n\n# Our Ask\n\n* If you lead product/engineering and users open tickets for things your product already does, we’d love to talk: [founders@trypillar.com](mailto:founders@trypillar.com)\n* If you know someone who fits that (founders, VP Product, Head of Support), intros are appreciated\n* Share this post. Follow us on LinkedIn and X.\n\n# Backstory\n\nWe built Pillar to solve our own problem. At our last company (Double Finance), we saw a pattern: users asked for outcomes we already supported, but still opened support tickets. We wanted a way to reuse the frontend code we’d already shipped, without rebuilding flows or adding new “automation” surfaces.\n\n_Pillar is what we wish we had._\n\n![uploaded image](/media/?type=post&id=97986&key=user_uploads/376672/597895ee-5fab-49bb-b55e-cabb1f3f6ff2)\n\n",
        "url": "https://www.ycombinator.com/launches/PUQ-pillar-your-app-s-copilot",
        "votes": 11,
        "created_at": "2026-02-19T20:32:35.986Z"
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      {
        "id": 82801,
        "title": "Double - Design your own stock index",
        "tagline": "Double automates your investments with zero AUM fees.",
        "body": "![uploaded image](/media/?type=post&id=82801&key=user_uploads/1289064/c2a6166e-82a3-419a-9800-0648a58901ea)\n\n**TL; DR** — Design and invest in your own stock index that’s advised, managed, and tax-optimized by [Double](https://double.finance/).\n\nHistorically, access to sophisticated finance tools like direct indexing and tax loss harvesting has come at a steep cost and only through exclusive financial advisors. We are on a mission to revolutionize investing by providing world-class portfolio tools to everyday investors without any AUM fees. \n\n# Key Features\n\n* **Direct Index into 20+ ETFs:** Build an elite portfolio with the ability to tilt towards specific sectors, industries, themes, or even custom groupings like all YC publicly listed companies.\n* **Daily Tax Optimization, Rebalancing & Potential Tax Loss Harvesting**: Our optimization engine keeps your portfolio on track by factoring in drift, taxes and transaction costs. If your account qualifies, our tax-loss harvesting service aims to help you minimize your tax liability and maximize your after-tax returns.\n* **Dollar-cost averaging:** We allow users to move between positions at a set cadence, regardless of the market's performance, helping you reduce timing risks associated with active trading.\n\n# Example Use Cases\n\nWork for AAPL and want to diversify away from tech?\n\n* Buy a direct-indexed [S&P 500 Portfolio](https://app.double.finance/public/explore/3), remove AAPL entirely, and cut the rest of your tech exposure in half.\n\nDid you know AI was going to be a big deal before everyone else?\n\n* Double makes it easy to tilt your portfolio towards your hunches. Pick a handful of stocks set to benefit from the Inflation Reduction Act, or some that target the booming AI and semiconductor industry, or shift your portfolio towards the explosive meme growth of Zyn.\n\nFeeling confident in the overall market and ready to pile on the risk?\n\n* Follow [Hedgefundie’s Adventure](https://app.double.finance/explore/110), which uses 3x leverage in a Stock and Bond ETF to try and increase returns. Or pick from our smart screens that target top growing companies or even a basket of the [YC Public Companies](https://app.double.finance/public/explore/140).\n\nThink we’re headed for a recession and want to take some chips off the table? \n\n* You can invest in a version of [Ray Dalio’s All Weather Portfolio](https://app.double.finance/public/explore/108) comprising 5 ETFs or [John Bogles Majesty of Simplicity](https://app.double.finance/public/explore/105) and migrate between these Strategies and Bonds over time.\n\nBuild and backtest your own stock index!\n\n* Use our Stock and ETF Screeners to build your very own personalized portfolio.\n\n#### Fees\n\nDouble doesn’t charge AUM fees. Financial Advisors often charge around 1% a year for tools like Direct Indexing and Dollar Cost Averaging. In a sample $1M portfolio, these fees lead to a dollar cost of $1,800,000 or a 24.5% overall reduction in performance over 30 years, assuming 6% growth vs. 7% growth. We aim to eventually make money like the commission-free trading pioneers. Our custodian Apex Clearing charges some fees which we pass on to users which you can see [here](https://help.double.finance/en/articles/9450171-service-provider-fees). \n\n#### Additional Features\n\n* Backtest a custom stock grouping to see its historic performance.\n* Cash sweep available: Earn 4.5% interest on your uninvested cash (as of August 5th, 2024, not a guarantee of future rates)\n* Fractional investing: Invest in over 3,000 US stocks and 1,400 ETFs for as little as $5 per share.\n* Support for Personal, Joint, and Trust Accounts\n* Daily portfolio optimization and trade execution\n* Recurring or one-time deposits via ACH or Wire\n* ACAT Transfer in an existing brokerage account\n\n#### Get Started Today\n\nWe’re live at <https://double.finance>. Sign up for a Double account today and start building your own stock index. Please reach out to [founders@double.finance](mailto:founders@double.finance) with any feedback or questions!\n\n![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXctLsEGUWaE1ScP7EqAuz0sPPYQDg7Vt1Zlpn5Cx-sfubv0nJvIZertGsNS0zPWoWzzJSw-orkpmSTzIFepxiDziCKdJN6sMXMAS1GSYwcTfiyY3ZqlIA_db-gZX4rHTji2-dZPfMWgdz-qmvb7whdOackQ?key=nGDLEdHNSqYCi809_9DeNQ)\n\n",
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        "founder_bio": "ML Engineering + Product. Prior to Infinity, I co-founded Edge Analytics, an ML consulting company that we grew to 12 mostly PhD-level engineers and $3M/year in revenue. Prior to that, went to MIT to get PhD in ML algorithms for medical imaging. Dropped out. Originally from Switzerland.",
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        "title": "Decipher AI: Agentic QA for the era of coding agents",
        "tagline": "AI that generates and maintains your E2E tests. Ship fast, without the bugs.",
        "body": "# **TL;DR**\n\nDecipher offers an AI QA agent for the era of coding agents. Show it your product, and the QA agent generates E2E tests in minutes, maintains them, and catches bugs before customers do so you can keep shipping fast. We’ve already caught bugs for some of the fastest shipping companies and would love to help you!\n\n# **Product Overview**\n\n<https://www.youtube.com/watch?v=PAmx7HbnXc8>\n\n# **Who's Decipher AI for?**\n\n* Teams where AI coding agents have made development faster than ever, but QA hasn't kept up. You're shipping more code, but bugs are still slipping through to customers.\n* Large QA teams spending hours writing Playwright scripts, manually updating selectors, and chasing flaky tests. You want comprehensive test coverage without the overhead.\n* Teams without dedicated QA resources, who click through the product every morning hoping to catch issues. You need reliable coverage but don't have time to build it from scratch.\n\n# **What can I do with Decipher AI?**\n\n### **Generate reliable E2E tests in minutes**\n\nRecord your screen, describe a flow, or just ask. Because Decipher has learned your product, it can generate tests, update them, and create variants on demand. A QA agent at your fingertips.\n\n![uploaded image](/media/?type=post&id=97250&key=user_uploads/1073351/4e2df1fd-25e1-4b9f-95ad-20ec408ae027)\n\n### **Tests auto-update as your product changes**\n\nWhen your product or UI changes, the Decipher agent automatically updates your tests. Steps adapt automatically so tests stay reliable and meaningful without manual work.\n\n![uploaded image](/media/?type=post&id=97250&key=user_uploads/1073351/a942e76c-df6b-4630-be1a-1457f1d42760)\n\n### **Get alerted when users hit bugs in production**\n\nSome bugs only happen in the real world. Decipher uses vision AI to watch your customer sessions, and when a user hits a bug, flags it with the session replay, console/network context, and customer impact. \n\n![uploaded image](/media/?type=post&id=97250&key=user_uploads/1073351/f83feabc-ae8f-4b72-8535-4c07407776ec)\n\n# **Meet The Founders**\n\nFounders [Rohan Das](https://www.linkedin.com/in/rohan-d/) and [Michael Rosenfield](https://www.linkedin.com/in/rosenfieldmichael/) bring deep expertise from Google, having led multi-billion-dollar, multi-billion-user products including the YouTube homepage and Pixel. They built Decipher AI so teams using coding agents have a validation layer that keeps up with how fast they're shipping.\n\n# **Our asks**\n\nDecipher is already catching bugs for some of the fastest shipping teams out there! If you're using coding agents to ship faster and need QA that keeps up, we'd love to help. Reach out to [founders@getdecipher.com](mailto:founders@getdecipher.com) or [book a demo here](https://getdecipher.com).",
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        "title": "Decipher: AI that discovers issues and opportunities in your product",
        "tagline": "Decipher’s AI agents watch all your user sessions – helping you identify and act on product issues and insights.",
        "body": "Hey YC! Michael and Rohan here!\n\n**TL;DR:** Decipher offers real‑time agents that use vision language models to watch every customer sessions to detect, diagnose, and even help ship the fix for anything that blocks user happiness—from silent drop‑offs to full‑blown errors.\n\nSign Up For Free » [getdecipher.com](http://getdecipher.com)\n\nBook A Call » [cal.com/decipher/discovery](http://cal.com/decipher/discovery)\\\n[Video overview](https://www.youtube.com/watch?v=f9LIZie4ogY)\n\n---\n\n## **Why we built Decipher**\n\nShipping speed is up, but visibility into _real_ user experience hasn’t kept pace. Teams still burn days—and sometimes miss problems entirely:\n\n* Users hitting confusing UI and running into bugs in core workflows\n* Figuring out what exactly people are doing that lead to app errors and how many people are affected\n* Scrubbing thousands of sessions to learn why an important new feature isn’t used\n\nThe root cause is signal overload—billions of events, little prioritization. We flipped that on its head: let AI watch the firehose, surface what truly matters to adoption, satisfaction and revenue, and automate the busywork after discovery.\n\n---\n\n## **How it works**\n\n* **Discover:** Real‑time monitoring catches hiccups, drop‑offs, errors—or any custom condition you set, no redeploy needed.\n* **Investigate:** Ask in plain English and get AI summaries, session clips, and console logs instantly.\n* **Act:** One‑click Linear ticket or PR draft with all the context so fixes land before metrics suffer.\n\nA feedback loop on every action continuously teaches the model, dialing down noise while accuracy climbs.\n\n> Decipher’s basically 1,000 QA interns watching every user session in real‑time and obsessing over improving the user experience. **In the first four weeks it surfaced over one hundred issues and UX improvements.** Now the team ships features instead of binge‑watching session replays.\n\n— Keith Fearon, Head of Product & Growth, 11x\n\n**Issue Explorer**\n\nBrowse the issues Decipher detects and filter by feature, account, impact, time range, and more. Export straight to Linear.\n\n![uploaded image](/media/?type=post&id=92528&key=user_uploads/1073351/0dadbdcb-7375-4565-8898-e6fd2c4e83ae)\n\n**Session Deep Research**\n\nAsk the Decipher agent any question about customers and get detailed responses citing real sessions.\n\n![uploaded image](/media/?type=post&id=92528&key=user_uploads/1073351/202e6275-5278-4465-8250-445a30580acb)\n\n**Issue Alerts**\n\nRoute alerts to your favorite tool, like Slack or email, with AI noise-reduction so teams never miss the signal.\n\n![uploaded image](/media/?type=post&id=92528&key=user_uploads/1073351/fe19231d-6d8c-44d9-8f33-338b21eb14e2)\n\n**Smart Funnels**\n\nGenerate funnels based on any user behavior and Decipher will analyze drop-offs to help you understand the root cause.\n\n![uploaded image](/media/?type=post&id=92528&key=user_uploads/1073351/99b7c7c8-7690-4249-ac84-81708c296902)\n\n## **Where it fits in your stack**\n\n* **Setup:** Drop‑in SDK or web snippet; optional connectors for PostHog, Sentry, Segment.\n* **Workflows:** Creates Linear tickets for you. Pings you on Slack and email. And one click copy context to Cursor.\n* **Platforms:** Web today; iOS & Android are on our roadmap.\n* **Security:** Data encrypted in transit & at rest and client‑side PII masking.\n\nIntegration is &lt; 5 minutes. First insights usually appear within the hour.\n\nCompanies of all sizes from small startups to unicorns already rely on Decipher to keep launches smooth and adoption climbing. Their teams ship faster, users stay delighted, and engineering effort goes back to roadmap features instead of reading logs and trying to repro issues.\n\nGet started today, no credit card required at [getdecipher.com](http://getdecipher.com) or schedule a call with our team: [cal.com/decipher/discovery](https://cal.com/decipher/discovery)\n\n![uploaded image](/media/?type=post&id=92528&key=user_uploads/1073351/911f3dcb-c76f-4ef2-ab29-43e7a45790d4)\n\n",
        "url": "https://www.ycombinator.com/launches/O4O-decipher-ai-that-discovers-issues-and-opportunities-in-your-product",
        "votes": 23,
        "created_at": "2025-07-28T21:00:11.052Z"
      },
      {
        "id": 86416,
        "title": "Decipher AI: An AI agent that watches thousands of session replays for you",
        "tagline": "AI that analyze your session replays with vision LMs to help you understand user behavior, detect bugs and discover insights",
        "body": "# **TL;DR**\n\nDecipher AI offers an AI agent that uses advanced vision LMs to watch thousands of hours of session replays for you so you can discover customer issues in realtime, understand feature usage, and get product questions answered. We’ve already analyzed millions of session replays and would love to help you!\n\n# **Product Demo**\n\n<https://www.youtube.com/watch?v=nc0wVezrmcU>\n\n# **Who’s Decipher AI for?**\n\n* Teams tired of sifting through Posthog, FullStory, or Hotjar recordings, hoping to stumble on key insights or looking for something specific. Decipher AI analyzes them all so you can focus on your job.\n* Teams that wish they had a high resolution and a bird’s-eye view of how users actually interact with their product—without manual tagging, proactive instrumentation, or complex data queries.\n* Teams tired of reactive firefighting. Get alerted the moment users start running into new issues or bugs so you can jump straight to shipping a fix.\n\n# **What can I do with Decipher AI?**\n\nDecipher AI empowers you to uncover how your customers engage with your product and gain insights into its behavior for each unique user.\n\n### Session Intelligence\n\nStop scrubbing through hours of video. Get succinct, AI-generated timelines of each session, highlighting the most important parts.\n\n![uploaded image](/media/?type=post&id=86416&key=user_uploads/1073351/e72fd09d-008b-4491-9d4d-e0003d90d7f3)\n\n### Behavior Discovery\n\nFind out how customers use specific features or workflows in seconds, uncover patterns you never knew existed, and jump straight to relevant moments in sessions.\n\n![uploaded image](/media/?type=post&id=86416&key=user_uploads/1073351/590d9aa7-f42d-4f67-97d7-2d7b348c3039)\n\n### Hands-free Product Analytics\n\nGet product analytics without any manual instrumentation or CSS definitions. \n\n![uploaded image](/media/?type=post&id=86416&key=user_uploads/1073351/f590e6f8-eaf9-40ac-a02a-dacb3feb67c7)\n\n### Issue Detection\n\nIdentify exactly when and where users hit bugs and issues. Prioritize new issues and know precisely if a deployed fix worked.\n\n![uploaded image](/media/?type=post&id=86416&key=user_uploads/1073351/25b0f561-b12c-4a97-a5ab-71508b62789b)\n\n### Simple, 5-Minute Setup\n\nJust copy and paste a single script. That’s it. No manual instrumentation, no labor-intensive tagging, and no complicated SQL queries.\n\n# **Meet The Founders**\n\nFounders [Rohan Das](https://www.linkedin.com/in/rohan-d/) and [Michael Rosenfield](https://www.linkedin.com/in/rosenfieldmichael/) bring deep expertise from Google, having led multi-billion-dollar, multi-billion-user products at Google including the YouTube homepage and Pixel. They created Decipher AI to make understanding user and product behavior effortless for everyone.\n\n# **Our asks**\n\nDecipher AI has already analyzed millions of session replays for companies of all sizes! If you’re interested in having our AI agent watch all of your session replays so you can understand customer behavior, find issues, and improve product please reach out to [founders@getdecipher.com](mailto:founders@getdecipher.com) or [book a demo here](https://cal.com/decipher/demo).",
        "url": "https://www.ycombinator.com/launches/MTo-decipher-ai-an-ai-agent-that-watches-thousands-of-session-replays-for-you",
        "votes": 40,
        "created_at": "2024-12-19T16:39:32.588Z"
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    "long_description": "Toolify is dev-first internal tooling. At some point, companies using low-code builders hit a brick wall, and are bogged down by their limitations rather quickly.\r\n\r\nWe offer:\r\n- A starter kit with sensible defaults,\r\n- A VSCode extension which has AI that creates the internal tool for you, end to end, and,\r\n- A web app where you can deploy your tools.\r\n\r\nThis gives you the best of both worlds -- everything you need to build tools just as fast as low-code, and an escape hatch when you need it.",
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    "long_description": "Consul is building the future of payouts for the online economy. We make it easy for marketplaces, agencies, and startups to make payouts using stablecoins.",
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        "title": "Account Executive",
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        "location": "NYC Office",
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        "title": "Marketing Lead",
        "url": "https://www.ycombinator.com/companies/clarion/jobs/zKdSWz2-marketing-lead",
        "location": "NYC Office",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$160K - $200K",
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        "title": "Founding Product Designer",
        "url": "https://www.ycombinator.com/companies/clarion/jobs/v4LQo1Z-founding-product-designer",
        "location": "NYC Office",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Web design",
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        "title": "Senior Full-Stack Engineer",
        "url": "https://www.ycombinator.com/companies/clarion/jobs/2uCSNH4-senior-full-stack-engineer",
        "location": "New York, NY, US",
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        "url": "https://www.ycombinator.com/companies/clarion/jobs/vGemS3Y-growth-associate",
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        "type": "Full-time",
        "role": "Engineering",
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        "title": "Anaphero: Automating patient-facing tasks. Happier clinicians, better care.",
        "tagline": "We help hospitals overcome staffing shortages with AI agents that complete patient-facing tasks.",
        "body": "# Confronting Healthcare's Staffing Crisis\n\nThe American healthcare system faces a daunting challenge: [clinician burnout](https://www.advisory.com/daily-briefing/2024/01/31/physician-burnout) has soared to its highest levels since the pandemic, and [aging baby boomers](https://knowledge-leader.colliers.com/shawn-janus/demand-for-healthcare-grows-as-baby-boomers-age/) are ballooning the demand for healthcare services. This strain is leading to a [critical shortfall](https://fortune.com/2024/02/14/america-shortage-primary-care-doctors-work-ai-physician-burnout-crisis/) in clinicians, jeopardizing patient care quality. Hospitals are now grappling with not only how to retain their workforce but also how to ensure patient loyalty in an increasingly competitive landscape.\n\nThe heart of the issue lies in the nature of clinicians' workloads, which include a significant amount of administrative, rules-based tasks ripe for automation. As a result, administrative automation has emerged as the [top strategic priority](https://d2d1vpa6c3q6ni.cloudfront.net/2024-executive-survey-results.png) for hospitals and insurers in 2024.\n\n### **Anaphero is building goal-oriented AI agents to expand clinical capacity**\n\n[Anaphero](https://www.anaphero.com/) addresses healthcare staffing shortages by automating routine but essential tasks. We enable health systems to deploy custom AI agents that interact with patients through text, voice, or video, emulating human clinicians. Our AI agents can answer questions, collect information, and interface with electronic health records. We've built our platform with safety at its core, incorporating proactive bias assessments, continuous risk monitoring, and clinician oversight to maintain high standards of care.\n\nOur clinical agents can safely do a lot of the work that keeps healthcare running smoothly. This not only increases clinical capacity but also allows doctors and nurses to concentrate on what they find most rewarding—making clinical decisions and counseling patients. The outcome is a workforce of more satisfied clinicians, improved care quality, and more loyal patients.\n\n### **Our Founders' Journey**\n\n[Ryan Gallagher, MD](https://www.linkedin.com/in/ryangallaghermd/) (CEO) is a Stanford/Harvard-trained physician and was on the founding team at Two Chairs and Ophelia. He helped both companies scale to $100M+ valuations. [Jeffrey Lamothe](https://www.linkedin.com/in/jeffreylamothe/) (CTO) led enterprise AI + ML projects at Amazon Alexa, Salesforce, and Citi.\n\n### **Join Our Mission**\n\nIf you're connected to hospitals, medical clinics, or digital health companies interested in automating patient interactions using AI, we'd love to hear from you at [founders@anaphero.com](mailto:founders@anaphero.com).",
        "url": "https://www.ycombinator.com/launches/KZ7-anaphero-automating-patient-facing-tasks-happier-clinicians-better-care",
        "votes": 94,
        "created_at": "2024-03-05T05:38:35.388Z"
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    "long_description": "Tamarind Bio is a website and API which allows scientists to use computational biology tools at scale using a simple interface. On Tamarind, scientists can use ML models like AlphaFold to design and simulate molecules by simply selecting inputs instead of or setting up a high performance computing environment or dealing with DevOps.\r\n\r\n\r\nTamarind is used by tens of thousands researchers in large pharma companies, top biotechs, and academic institutions.",
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        "full_name": "Deniz Kavi",
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        "full_name": "Sherry Liu",
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        "title": "Software Engineer",
        "url": "https://www.ycombinator.com/companies/tamarind-bio/jobs/OEkMxsJ-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $250K",
        "equity_range": "0.30% - 0.70%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": [
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          "React",
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        "url": "https://www.ycombinator.com/companies/tamarind-bio/jobs/Sfd2dcu-computational-biologist-protein-engineering",
        "location": "San Francisco, CA, US",
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        "title": "Infrastructure Engineer",
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        "location": "San Francisco, CA, US",
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        "title": "Applications Scientist - Protein Design",
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        "type": "Full-time",
        "role": "Science",
        "role_type": "Biology",
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        "id": 86595,
        "title": "Application Scientist - Computational Chemistry",
        "url": "https://www.ycombinator.com/companies/tamarind-bio/jobs/skNUfVc-application-scientist-computational-chemistry",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Science",
        "role_type": "Chemistry",
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        "equity_range": "0.10% - 0.50%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
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        "title": "The Startup Building An Operating System For Biotech AI",
        "url": "https://www.forbes.com/sites/the-prototype/2026/02/26/the-startup-building-an-operating-system-for-biotech-ai/",
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        "id": 78606,
        "title": "Tamarind Bio: API for scalable bioinformatics",
        "tagline": "The simplest way for computational scientists to deploy and use bioinformatics tools!",
        "body": "**TL;DR**\n\nIn addition to our no-code web platform (<https://www.tamarind.bio/>), Tamarind Bio now offers an API for computational teams to use cutting-edge bioinformatics tools for drug discovery without setting up any computing infrastructure or scaling up GPUs. We provide protein structure prediction (e.g. AlphaFold), protein design(RFdiffusion), and molecular docking tools at large scale and easily integrated into your workflow. Additionally, we deploy your custom models for internal use, provide virtual screening services, and provide pipelines to feed the results of models as input to the next downstream tool. \n\n**The Problem**\n\nComputational biology thrives on doing in silico experiments at large scales. However, it’s tedious to allocate tens/hundreds of GPUs for compute-heavy machine learning tools, make sure they are running as intended, and analyze disparate results. Whether it’s AlphaFold for protein structure prediction, RFdiffusion for binder design or DiffDock for small molecule docking, deploying these tools scalably and connecting them to downstream pipelines steals time away from developing models and doing better science.\n\n**The Solution**\n\nTamarind is launching an API for state-of-the-art computational tools in protein design, structure prediction, and docking. Simply submit your job and check back to receive your result. Download these results, keep them in S3, or generate an analysis. \n\nTamarind now integrates seamlessly with existing computational workflows: we’ll work with you to deploy your custom models and pipelines or run on your existing cloud computing infrastructure. \n\n![uploaded image](/media/?type=post&id=78606&key=user_uploads/1224836/df4f5292-e7ca-44a4-af61-b051397dbb46)\n\nWe are [Deniz](https://linkedin.com/in/deniz-kavi) and [Sherry](https://linkedin.com/in/sherryliu987)! We met as undergrads at Stanford, where we studied Computer Science and conducted comp bio research, experiencing the inefficiencies of using bioinformatics tools firsthand. Today, 1000+ scientists from institutions including Stanford, Harvard, and Oxford regularly use Tamarind to accelerate their work, as well as many YC companies. \n\nLet us handle the DevOps, while you focus on your science!\n\n**Asks**\n\nTry Tamarind out! Use our web platform now or email us to learn more about using the API. Documentation: <https://www.tamarind.bio/api-docs>\n\n* Computational Scientists at small/medium biotech companies in Drug Discovery, Protein/Enzyme Engineering, and Virtual Screening | + adjacent fields like Antibody Discovery\n* Software engineers deploying bioinformatics models\n* Anyone who might benefit from easy-to-use bioinformatics or cheminformatics\n\n![uploaded image](/media/?type=post&id=78606&key=user_uploads/89898/2bf93fd2-1a56-4d34-ab0c-85c5680f6212)\n\nFollow us on [LinkedIn](https://www.linkedin.com/company/tamarind-bio/) to stay updated! Get in touch: [founders@tamarind.bio](mailto:founders@tamarind.bio)",
        "url": "https://www.ycombinator.com/launches/KRq-tamarind-bio-api-for-scalable-bioinformatics",
        "votes": 24,
        "created_at": "2024-02-21T18:24:43.210Z"
      },
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        "id": 77001,
        "title": "Tamarind Bio: No-code bioinformatics for scientists",
        "tagline": "The simplest way for life scientists to use computational tools!",
        "body": "### **TL;DR**\n\nWe allow scientists to use cutting edge computational tools for drug discovery without writing any code. We currently provide protein structure prediction (AlphaFold/ColabFold), molecular docking and protein design resources. And would be excited to learn more what computational tools might be useful for scientists.\n\nWe also provide the infrastructure to use these open-source tools at large scales, including efficiently producing large numbers of protein structures along with protein design pipelines.\n\nCheck out our tools here: [tamarind.bio/app](https://www.tamarind.bio/app)\n\n### The Problem\n\nWhether [AlphaFold](https://www.nature.com/articles/s41586-021-03819-2) for protein structure prediction, [RFdiffusion](https://www.nature.com/articles/s41586-023-06415-8) for binder design or [DiffDock](https://www.mlsb.io/papers_2022/DiffDock_Diffusion_Steps_Twists_and_Turns_for_Molecular_Docking.pdf) for small molecule docking; open source machine tools are massively useful for the life sciences. However, these tools remain inaccessible to the scientists who would benefit most from them, due to lack of technical expertise or in-house computational resources.\n\n### The Solution\n\nInstead of implementing tools yourself:\n\n![uploaded image](/media/?type=post&id=77001&key=user_uploads/1224836/2986e780-9df4-4581-bf7a-3f33686e2668)\n\nUse Tamarind:\n\n![uploaded image](/media/?type=post&id=77001&key=user_uploads/1224836/fe2a2ae7-93c9-47dd-9db9-6c800878a0f1)\n\n[Tamarind](https://www.tamarind.bio) is a website to use the state of the art computational tools in protein design, structure prediction and docking.\n\nWe met as undergrads at Stanford, where we studied Computer Science and conducted research, experiencing the inefficiencies of using bioinformatics tools firsthand. Today, hundreds of scientists from institutions including Stanford, Harvard and Oxford regularly use Tamarind to accelerate their work.\n\nNo more Linux terminals or outsourcing computational work, just focus on your science!\n\n### Asks\n\nTry [Tamarind](https://www.tamarind.bio) out!\n\nIf you have or know anyone with the following backgrounds, please get in touch at [founders@tamarind.bio](mailto:founders@tamarind.bio). We’re very excited to learn about your work.\n\n* Scientists in Drug Discovery - industry and academic\n* Computational biologists in Structural Biology\n* Anyone who might benefit from easy to use bioinformatics\n\nFollow us on [LinkedIn](https://www.linkedin.com/company/tamarind-bio/) to stay updated!",
        "url": "https://www.ycombinator.com/launches/K1x-tamarind-bio-no-code-bioinformatics-for-scientists",
        "votes": 16,
        "created_at": "2023-12-19T23:01:57.000Z"
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        "full_name": "Marie Schneegans",
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        "founder_bio": "co-founder GloGlo.com: curing autoimmune diseases with AI, starting with type 1 diabetes\n",
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        "linkedin_url": "https://linkedin.com/in/marie-schneegans",
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        "full_name": "Michael Fester",
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        "is_active": true,
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        "title": "Founding Research Scientist Biology",
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        "experience": "Any (new grads ok)",
        "visa": "Will sponsor",
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      },
      {
        "id": 112119,
        "title": "Research Scientist Intern Biology (housing provided in San Francisco)",
        "url": "https://www.ycombinator.com/companies/gloglo/jobs/QcxwEJT-research-scientist-intern-biology-housing-provided-in-san-francisco",
        "location": "San Francisco, CA, US",
        "type": "Internship",
        "role": "Science",
        "role_type": "Biology",
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        "equity_range": "",
        "experience": null,
        "visa": "US citizen/visa only",
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        "id": 113864,
        "title": "Founding E-commerce Lead",
        "url": "https://www.ycombinator.com/companies/gloglo/jobs/iCUgvgY-founding-e-commerce-lead",
        "location": "San Francisco, CA, US / Remote",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$50K - $200K",
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      {
        "id": 98342,
        "title": "14.ai: The AI-Native Customer Service Agency",
        "tagline": "The customer service agency for B2C companies. Your entire customer support operation, one line on your expense sheet.",
        "body": "\n![uploaded image](/media/?type=post&id=98342&key=user_uploads/72181/7afbff3c-0ba0-4254-8473-0810886e91fa)\n\nHi everyone, we’re [Marie](https://www.linkedin.com/in/marie-schneegans/) and [Michae](https://www.linkedin.com/in/michaelfester/)l, and we’re building [14.ai](http://14.ai): the AI-native customer service agency. Our customers include AI glasses company Brilliant, men’s health supplement company Sperm Worms, Nordic lighting company Creative Lighting, and luxury skincare brand Yon-Ka. Michael previously co-founded Snips, an AI voice platform acquired by Sonos.\n\n**The problem: the death loop of customer service**\n\nWe’ve all been there: you have a simple problem that you take to customer support, but you’re forced into a never-ending cycle of being passed between different agents and explaining your situation for the (n + 1)th time.\n\n**1. The burden of effort:** If a customer is working harder than the company to solve a problem, the system has failed.\n\n**2. Fragmentation:** You start a chat on your phone, move to your desktop, and have to explain your account number and issue for the third time.\n\n**3. Dumb automation:** You talk with a chatbot that acts as a gatekeeper, not a helper.\n\n**4. Costly, slow onboarding:** Onboarding a new customer support agent brings an expensive and time-consuming burden.\n\nTraditional BPOs (Business Process Outsourcing) try to solve this through headcount in low-cost regions, and rely on manual processes and legacy CRMs that are slow to adapt and prone to error. This approach does not work.\n\n### **The solution: [14.ai](http://14.ai) is the AI-native customer service agency**\n\nWe are a full-service agency built from the ground up with AI as the core engine.\n\n#### **1. High-touch concierge**\n\nExcellent service guides everything we do. After our customers hand over their existing integrations, we tell them to stop answering tickets; now, it’s our problem. This level of service extends to our customer’s customers. We offer the best customer service in the world, and we are always working to stay that way.\n\n#### **2. Low constant onboarding**\n\n[14.ai](http://14.ai) goes live within hours. We take away the burden of onboarding new customer support agents and begin answering your tickets immediately. We get our customers to inbox zero on day zero.\n\n#### **3. Agentic resolution**\n\nMost bots just provide “how-to” links. [14.ai](http://14.ai) actually does the work. We plug in to your company’s most complex processes, autonomously verifying purchases, generating shipping labels, and triggering refunds in a single, seamless flow.\n\n#### **4. Outcomes, not tools**\n\nOur AI engineers operate our own highly tailored software for automation. Customers only see the parts they actually need to see: reports, CX metrics, resolved conversations, VIP or high-touch integrations, and the like.\n\n#### **5. The human-AI feedback loop**\n\nOur human team is supercharged, not replaced. We also service our customers around the clock, 24/7.\n\nOur full-time AI engineers are based in San Francisco and are responsible for answering every support ticket, automated or not. Every time we encounter an edge case, that intervention is fed back into our agents - they become smarter every day.\n\n### **Who is this for?**\n\n**E-commerce companies, mobile applications, fintech companies, healthcare companies, and more.** These are types of companies we’ve worked with already and have seen huge impact with. Customer relationships begin with a 7-day free trial, allowing for onboarding and for potential customers to confirm that there is a fit.\n\nEvery customer we have onboarded repurposed their support teams before their trial even finished.\n\nWe thrive where volume is high and customer support is managed by a number of human customer support agents, either domestically or overseas. If you’re a company with a backlog of support tickets, even better: we’ll take care of your entire backlog on Day 1.\n\n### **Our ask**\n\nWe want to be your customer service. If you’re tired of managing a fragmented support team, fighting with legacy BPOs and VAs, or having a backlog of support tickets, we’d love to talk.\n\n**Visit our website at[ ](https://14.ai)[14.ai](http://14.ai) or book an intro call with us here.**\n\n### **Also! We’re launching the world’s first autonomous consumer brand: GloGlo**\n\n[GloGlo](https://gloglo.com/) are rapid glucose gummies designed for Type 1 diabetics, high-performance athletes, and more. They are built to deliver rapid and reliable carbohydrates, meeting quality-of-life pain points that glucose tablets don’t address and elevating the consumption experience from existing options. The brand is powered by [14.ai](http://14.ai), meaning we are owning and operating GloGlo from the ground up. GloGlo is a blueprint for how B2C companies can operate at a world-class level autonomously, while delivering the best possible customer experience. Check it out at [gloglo.com](http://gloglo.com).\n\n![uploaded image](/media/?type=post&id=98342&key=user_uploads/72181/4e04b858-df53-4a09-a82b-7edaace7ce4b)\n\n",
        "url": "https://www.ycombinator.com/launches/PaA-14-ai-the-ai-native-customer-service-agency",
        "votes": 14,
        "created_at": "2026-03-02T18:23:05.169Z"
      },
      {
        "id": 76470,
        "title": "Markprompt – AI for customer support",
        "tagline": "Close customer support tickets faster with AI",
        "body": "Hi YC!\n\nWe’re [Marie](https://twitter.com/marieschneegans) and [Michael](https://twitter.com/michaelfester) from [Markprompt.](https://markprompt.com)\n\nWe are building AI infrastructure to power customer support at scale. We are live with companies like AngelList, Mindbody, and Plotly.\n\n![uploaded image](/media/?type=post&id=76470&key=user_uploads/72181/65f672d8-ad2b-4f01-843a-75653e4010ab)\n\n**Problem**\n\n* **Scaling customer support with headcount is expensive:** Human resources account for 90%+ of customer support expenses.\n* **Customer support agents burn out:** Support tasks incur large amounts of manual, repetitive, and ungratifying work that humans don't need to be doing, causing burnout, turnover, and reduced quality.\n* **Customer support is more than a chatbot on a website:** In an API-driven world, customer support tools need to evolve with the company’s tech stack. Existing AI-powered solutions are not delivering on the promise, resulting in sub-par customer experience and low NPS and CSAT scores.\n* **Company resources are siloed across systems:** As companies grow, so does their expert knowledge. It is hard to access at scale, and keeping employees up-to-date is nearly impossible.\n\n**Solution**\n\n* **Comprehensive data indexing:** Markprompt addresses the root of the information access problem by indexing all available knowledge within a company, setting the foundation for a robust system of record to feed the AI. This includes:\n  * Salesforce Knowledge databases\n  * Salesforce and Zendesk tickets\n  * Notion wikis\n  * GitHub repositories, discussions, and issues\n  * Company websites, docs, guides, blogs\n* **An API-first approach:** Markprompt is built from the ground up with an API-first approach. Every feature, from indexing and processing of data to generating drafts, triaging tickets, creating chat replies, or triggering automations, can be achieved via our APIs. Markprompt also provides SDKs (such as React hooks and components) and no-code tools to enable integrations at all touchpoints in the customer journey.\n* **Deep integrations:** Markprompt works well within existing support platforms, such as Zendesk and Salesforce. And with our APIs, it is possible to build custom integrations to accommodate any setup.\n\nHere is an example of a bespoke ticket deflection and triaging system built with our React libraries:\n\n![uploaded image](/media/?type=post&id=76470&key=user_uploads/72181/52faa2d8-f529-4ce4-8314-a3f6e5cba849)\n\n**How we help**\n\n* **Efficient ticket deflection:** Deploy AI-driven chatbots and ticket deflection systems that efficiently handle routine queries, allowing support teams to focus on more complex cases.\n* **Accelerated case resolution:** Use automated drafts to streamline case resolution, ensuring faster response times based on the up-to-date expert knowledge.\n* **Actionable AI agents:** Enable AI agents to perform user actions, such as processing refunds or canceling a subscription, with high accuracy.\n\n**Who we are**\n\nWe are life partners, and passionate about design and AI. Michael previously founded Snips (acq. by Sonos), a privacy-respecting voice AI platform that now powers all voice interactions on Sonos speakers. Marie and Michael previously founded [Motif](https://motif.land), a collaborative docs platform based on Markdown and React. While building Motif, we realized that the tasks of maintaining company expert knowledge up to date and providing stellar customer support are intimately connected, and both can in large part be automated. This led us to build Markprompt.\n\nWe are backed by founders and operators at Algolia, Microsoft, Snowflake, Stripe and Vercel.\n\n![uploaded image](/media/?type=post&id=76470&key=user_uploads/72181/19f7c2ed-c74f-4e4a-b959-454f7645b039)\n\n**Our asks**\n\n* **Introductions:** We're looking for tech-savvy companies processing 1000+ customer support tickets per month. Please let us know if you have connections to these companies, especially folks leading Eng or Customer Support. Please introduce us via [founders@markprompt.com](mailto:founders@markprompt.com).\n* **Book a demo:** [here](https://calendly.com/markprompt/30min).\n\n ",
        "url": "https://www.ycombinator.com/launches/JtO-markprompt-ai-for-customer-support",
        "votes": 30,
        "created_at": "2023-11-28T15:00:08.419Z"
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    "name": "InQuery",
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    "website": "https://www.inquery.ai/",
    "all_locations": "New York City, NY, USA",
    "long_description": "InQuery is a fully-automated medical record review platform that indexes, labels, and summarizes patient medical records so that physicians and attorneys can understand patient journeys at a glance. \r\n\r\nOur proprietary technology reasons about each record to surface key insights that could make or break your medical legal case.",
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    "team_size": 4,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Healthcare IT",
    "launched_at": 1704737122,
    "tags": [
      "Documents",
      "Insurance",
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    "batch": "Winter 2024",
    "status": "Active",
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    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
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        "full_name": "Erick Enriquez",
        "title": "Founder",
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        "full_name": "Khalil Miri",
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        "founder_bio": "Cofounder and CTO @InQuery. Background:  Quant Trader at DRW and Citadel, Stanford CS grad, former Math Olympiad medalist",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/khalil-miri?challengeId=AQHWHo0KU27KHgAAAYtAT5ChJwAxKyHDUTBZ_lM6cVviquDDjRyqB9xJxhlm0ATSXVRSaWgd29Ey0nUP_7m83XuDx3BvDkY4Jw&submissionId=2e9e84f8-0d0e-8f17-0b3e-f45c8158d27c&challengeSource=AgHqCrfI9npr2QAAAYtAT8XC638RucWqcGTLCZ7eovbJ-AYf7th1Rp30ur3XDSY&challegeType=AgHlTtcDd_2XCAAAAYtAT8XEcBz-r74sxX0ukDxvpdpO-N0f--z8dVw&memberId=AgFc2--6eoHdUwAAAYtAT8XHLvuvaBS3QEThr7PWG6--ydU&recognizeDevice=AgExDFN6a2fGlAAAAYtAT8XJR2ljtKp39iqIOlBAMno1-CUSmezV",
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      {
        "id": 78918,
        "title": "InQuery - AI-powered Claims Management System",
        "tagline": "InQuery eliminates tedious back office claims admin work like data capture, document management, and claims research so that adjusters can focus on providing world-class service to claimants.",
        "body": "\\*\\*TLDR: InQuery helps carriers, state funds, self-insured employers and TPAs automate tedious parts of the claims processing workflow so that claims can get closed faster and litigated less.\\*\\*\\\n\\\nHey everyone, we’re [Erick](https://linkedin.com/in/erick-enriquez) and [Khalil](https://linkedin.com/in/khalil-miri?challengeId=AQHWHo0KU27KHgAAAYtAT5ChJwAxKyHDUTBZ_lM6cVviquDDjRyqB9xJxhlm0ATSXVRSaWgd29Ey0nUP_7m83XuDx3BvDkY4Jw&submissionId=2e9e84f8-0d0e-8f17-0b3e-f45c8158d27c&challengeSource=AgHqCrfI9npr2QAAAYtAT8XC638RucWqcGTLCZ7eovbJ-AYf7th1Rp30ur3XDSY&challegeType=AgHlTtcDd_2XCAAAAYtAT8XEcBz-r74sxX0ukDxvpdpO-N0f--z8dVw&memberId=AgFc2--6eoHdUwAAAYtAT8XHLvuvaBS3QEThr7PWG6--ydU&recognizeDevice=AgExDFN6a2fGlAAAAYtAT8XJR2ljtKp39iqIOlBAMno1-CUSmezV) and we’re building [InQuery](https://www.inquery.ai/). \\\n\\\n**🔍 Problem**\\\nThe insurance industry is facing a labor shortage that is creating a negative spiral for staffing. As carriers struggle to hire, existing talent is getting overloaded and under-trained, causing severe retention issues at most large carriers. This talent squeeze means that per-case performance quality drops, leading claimants to experience confusion and frustration, which inevitably drives litigation rates upwards as they seek representation and support. As a result, average claim costs are rising, squeezing carriers expense ratios at the same time as inflation causes ballooning medical costs. \n\nStill, claims adjusters like my sister spend most of their day transcribing telephone calls, navigating large sets of semi-structured policies, and mapping data from large and complicated medical documents to relatively structured schemas in their existing CMS.\n\n**🦾 Our Solution**\n\nAt InQuery, our mission is to develop AI agents tailored for the insurance industry, beginning with with claims handling. These agents will enable claims handlers to concentrate on high-impact settlement strategies, effective negotiations, and casualty remediation processes. The result? Reduced litigation rates, improved loss ratios, and enhanced satisfaction for both employees and claimants.\n\nBut our vision doesn’t stop there. As we perfect our AI solutions for claims handling, we’re poised to expand into other insurance-specific workflows, bringing efficiency and innovation to every corner of the industry. Our AI agents will seamlessly integrate with your current team, taking over repetitive tasks and collaborating with human staff where their expertise is needed most. Join us in redefining insurance processes and empowering your workforce to achieve more.\\\n\\\n\\*\\*👋 About us:\\*\\*\\\nBefore starting InQuery, we’ve been best friends since living in the same dorm during our freshman year studying Computer Science at Stanford.\n\n![](https://lh7-us.googleusercontent.com/krqSs7LIAO18m20ptblmaz74UhYwXwAMIHwY22ZLG4orANZ2GRjnjk9U_mmiBdOVwR2KlSvdH0StCYadIwufhj2T3V8cv7o5q3BHT04hsA_F_aMm-uN6mHA_-OdQJG8axjRNS3tZVuqGZg7vAhMJkcE)\n\n\\\n**Our Ask**\\\nIf you or anyone you know has experienced the pain of handling claim caseloads of upwards 100+ active cases, we’d love to chat. We’re looking for intros to carriers, self-insured employers, and TPAs. \\\n\\\nEven if our product isn’t the right fit for you yet, we’d love to learn about what’s working well and what’s broken at your organization and share what we’ve learned from talking to dozens of carriers ourselves.",
        "url": "https://www.ycombinator.com/launches/KWs-inquery-ai-powered-claims-management-system",
        "votes": 38,
        "created_at": "2024-02-29T21:17:22.340Z"
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    "id": 29343,
    "name": "Infinity",
    "slug": "infinity",
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/6d4375431e4067cbd0c409f02ba66c5924b3c146.png",
    "website": "https://www.infinityapp.in/",
    "all_locations": "Bengaluru, KA, India",
    "long_description": "Infinity is a banking and payments platform for cross-border businesses in India. We help our customers make cross-border payments that are 70% cheaper than traditional methods and earn income on idle cash by investing in government securities.",
    "one_liner": "Business banking for cross-border SMBs & Startups",
    "team_size": 15,
    "industry": "Fintech",
    "subindustry": "Fintech -> Payments",
    "launched_at": 1706317593,
    "tags": [
      "Fintech",
      "Payments",
      "B2B",
      "Investing",
      "International"
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    "batch": "Winter 2024",
    "status": "Active",
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      "South Asia"
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    "url": "https://www.ycombinator.com/companies/infinity",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/infinity.json",
    "year_founded": 2023,
    "city": "Bengaluru",
    "country": "IN",
    "linkedin_url": "https://www.linkedin.com/company/infinityinvest/",
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    "primary_partner": {
      "name": "Tom Blomfield",
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        "user_id": 1347097,
        "full_name": "Sourav Choraria",
        "title": "Founder/CEO",
        "founder_bio": "Sourav is the founder & CEO of Infinity, a business banking platform for cross-border SMBs. Prior to Infinity, Sourav co-founded ClinMD(2016), healthcare data analytics company. Sourav was former head of growth at Paytm Money, India's largest wealth management platform and scaled it to 20 million MAU. He also launched India's first FD-backed secured credit card and scaled it to 100,000 users in 1 year.\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/sourav-choraria-9b389776",
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      },
      {
        "user_id": 224267,
        "full_name": "Sidharth Choraria",
        "title": "Founder/CTO",
        "founder_bio": "Was previously an Amazon engineer and PM working on Appstore. Launched Amazon Appstore  IAP module (equivalent to Google Billing Library) used by app developers to monetise digital goods. Developed an instant electronic payment system to pay out app developers across 135 countries. Founding engineer of Paytm Travel & Platform Engineer at MakeMyTrip,developing systems to handle 100M daily requests. CS grad from Birla Institute of Technology & MBA in Finance from Indian School of Business.",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/sidharth-choraria-25411b65/details/experience/",
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      {
        "id": 75959,
        "title": "Software Engineer - Backend",
        "url": "https://www.ycombinator.com/companies/infinity/jobs/OFwxm4z-software-engineer-backend",
        "location": "Bengaluru, KA, IN / Bengaluru, Karnataka, IN",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "₹1M - ₹2M INR",
        "equity_range": "0.20% - 2.00%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Amazon Web Services (AWS)",
          "Java"
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      }
    ],
    "news": [
      {
        "title": "[Exclusive] Y-Combinator-backed Infinity bags $1.9M in pre-seed funding | YourStory",
        "url": "https://yourstory.com/2025/02/exclusive-y-combinator-cross-border-payments-fintech-startup-infinity-bags-pre-seed-funding",
        "date": "Feb 05, 2025"
      },
      {
        "title": "Infinity: Business banking platform Infinity secures maiden funding from Y Combinator and others - The Economic Times",
        "url": "https://economictimes.indiatimes.com/tech/funding/business-banking-platform-infinity-secures-maiden-funding-from-y-combinator-and-others/articleshow/116166893.cms?from=mdr",
        "date": "Dec 10, 2024"
      },
      {
        "title": "Cross-border fintech stands out in Y Combinator’s Winter 2024 cohort | TechCrunch",
        "url": "https://techcrunch.com/2024/04/05/cross-border-fintech-y-combinator-demo-day/",
        "date": "Apr 05, 2024"
      }
    ],
    "launches": [
      {
        "id": 87402,
        "title": "Infinity - Simplifying global payments for Indian businesses",
        "tagline": "Receive international payments with - Zero fx margin. No hidden fees. 1-day settlement.",
        "body": "**TL;DR:**\n\nWhether you’re a SaaS startup managing payouts to Indian contractors or a growing business sending vendor payments to India or Operating in US Parent Indian subsidiary model, Infinity’s cross-border payments platform offers:\n\n* **Transparent, real-time FX rates.**\n* **Significantly lower fees compared to traditional banks and other providers.**\n* **Same-day settlements.**\n* **Payment Tracking / Notifications**\n* **Seamless compliance for businesses (e.g., invoicing, tax reporting).**\n\n### The Problem\n\nThe US-India payment corridor is one of the busiest globally, yet businesses face slow processing times, high fees, and hidden charges. For startups and growing companies, these inefficiencies can be a real bottleneck. In general _for every dollar a business moves from the US to India, **business loses 3-5%**_**.**\n\nOne of the primary issues with FX transactions is the lack of transparency regarding the total cost of executing payments. These costs often include:\n\n1. Wire transfer fees\n2. Correspondent bank fees\n3. Currency conversion fees\n4. Intermediary fees, among others\n\nWhile some **_providers may highlight lower fees in one category, they often compensate with higher charges in another,_** resulting in minimal or no real savings.\n\nAlso, **global payments are slow with no visibility** on the fund movement.\n\nIn the majority of instances, international bank transfers are facilitated via the SWIFT network. This network ensures the transmission of your payment to its intended recipient. Nevertheless, the path isn't always direct. Certain payments may be routed through intermediaries, often referred to as correspondent banks, akin to making multiple connecting flights before reaching your final destination.\\\n\\\n**Solution**\\\nIntroducing [Infinity](https://youtu.be/N9sdLr5QUig?si=uJPFxXZxH39au9Ht)!\n\n\\\nStreamline global customers and suppliers’ payments with local accounts.\n\n**1) Multi-currency accounts - one platform:** Easily receive funds in major currencies to facilitate transactions with overseas suppliers and customers.\n\n**2) Flat Fee - with zero FX markup:** Be fully transparent about the charges you incur. Receive a comprehensive breakdown of fees before each transaction to avoid any surprises.\n\n**3) Fast, same-day international money transfer:** Track your payment in real-time.\n\n**4) Instant remittance certificate:** You move money. Infinity will take care of compliance.\\\n\\\n**Asks**\n\nAre you dealing with cross-border operations?\n\n* **Try out Infinity** at <https://www.infinityapp.in/> — your first payment is on us!\n* [Schedule a meeting](https://calendly.com/sourav9091/) — We’d love to learn more about your global business challenges and how we can help.\n* **Email us** at [founders@infinityapp.in](mailto:founders@cuckoo.so)\n\n\\\n**😎 Team**\n\nSourav and Sidharth are siblings. This is their second startup together. Back in 2016, they co-founded health tech startup ClinMD.\n\n![uploaded image](/media/?type=post&id=87402&key=user_uploads/224267/5a1859ad-8620-4934-bce6-2e46693802e0)\n\n[Sourav](https://www.linkedin.com/in/sourav-choraria-9b389776/) was Head of the growth and product team at Paytm Money (India's largest wealth management platform). He also successfully launched India's first FD-backed credit card.\n\n[Sidharth](https://www.linkedin.com/in/sidharth-choraria-25411b65/) is a finance & tech geek. He spearheaded the In-app purchase module for the Amazon Appstore, utilized by app developers to monetize digital content globally. He successfully scaled systems to manage 100 million daily requests during his time at Paytm and MakeMyTrip.",
        "url": "https://www.ycombinator.com/launches/Mji-infinity-simplifying-global-payments-for-indian-businesses",
        "votes": 20,
        "created_at": "2025-02-04T15:16:33.974Z"
      },
      {
        "id": 78490,
        "title": "🚀 Infinity - Business banking for cross-border SMBs and startups",
        "tagline": "Infinity is a single platform to manage finances for cross-border business.",
        "body": "### TL;DR:\n\nInfinity simplifies banking for global businesses. It enables cross-border Indian companies to conduct transactions and receive payments in local currencies. Additionally, Infinity offers an in-house treasury management solution, allowing businesses to earn yield on idle cash and mitigate FX risks.\n\nHey everyone! We’re [Sourav](https://www.linkedin.com/in/sourav-choraria-9b389776/) and [Sidharth](https://www.linkedin.com/in/sidharth-choraria-25411b65/) and we're building a business banking platform for cross-border SMBs and Startups. In our past jobs, we worked as founders, wealth managers, growth hackers, and founding engineers at high-growth fintech startups.\n\n![uploaded image](/media/?type=post&id=78490&key=user_uploads/1347097/151b89e9-ff7d-4da8-8fd1-758c5bc04cac)\n\n### \n\n### 🤔 Problem\n\nBusiness banking is difficult. More so if you are global. Cross-border payments pose several challenges due to the complexities involved in transferring funds across different countries and jurisdictions.\\\n\\\n**Global payments are expensive**\\\nOne of the more basic issues with FX transactions is the lack of transparency in terms of the cost to execute FX payments. These costs can include wire transfer fees, correspondent bank fees, currency conversion fees, and intermediary fees, among others. While existing market providers might stress that one factor is low (lower than that of a competitor), that same institution might have high fees in another area, offsetting those savings.\n\n_In general for every dollar a business moves from the US to India, business loses **7%.**_\n\n**Global payments are slow**\\\nIn the majority of instances, international bank transfers are facilitated via the SWIFT network. This network ensures the transmission of your payment to its intended recipient. Nevertheless, the path isn't always direct. Certain payments may be routed through intermediaries, often referred to as correspondent banks, akin to making multiple connecting flights before reaching your final destination.\n\n_Generally speaking, international bank transfers will arrive within **one to five working days**._\n\n**There’s a compliance risk** \\\nEach transaction must be promptly reported to the Central Bank of India, accompanied by the correct invoice and purpose codes (of which there are numerous variations), sign-off from chartered accountants, etc. Failure to comply with these requirements can result in payment delays extending for months.\n\n**And There’s a FX risk**\\\nThe conversion rates between USD and INR are variable.\n\n![uploaded image](/media/?type=post&id=78490&key=user_uploads/224267/144ca69a-c117-4837-b4ae-731cfed5fc15)\n\nWhat you receive today may differ from what you get in five days. If a business converts USD to INR five days from now and the dollar weakens, it will incur losses.\n\n### 🤩 The Solution\n\nIntroducing Infinity!\\\nStreamline global customers and suppliers’ payments with local accounts.\n\n**1) Multiple local currency accounts - one platform:** Easily send, hold, and receive funds in major currencies to facilitate transactions with overseas suppliers and customers.\\\n**2) Flat Fee - with zero FX markup:** Be fully transparent about the charges you incur. Receive a comprehensive breakdown of fees before each transaction to avoid any surprises.\\\n**3) Fast, same-day international money transfer:** Track your payment in real time.\\\n**4)** **Treasury service to hedge FX:** Earn higher yields on idle cash without worrying about liquidity and underlying asset risk.\\\n**5) Instant remittance certificate:** You move money. Infinity will take care of compliance.\n\n![uploaded image](/media/?type=post&id=78490&key=user_uploads/224267/aa9f08af-a85a-4252-b889-f62c1e2a2d6a)\n\n\\\nOur long-term vision is to be the **_financial operating system_** for businesses by automating daily financial tasks, allowing them to focus on what matters most. \n\n### 😎 **Team**\n\nSourav and Sidharth are siblings. This is their second startup together. Back in 2016, they co-founded health tech startup ClinMD.\n\n[Sourav](https://www.linkedin.com/in/sourav-choraria-9b389776/) was Head of the growth and product team at Paytm Money (India's largest wealth management platform). He also successfully launched India's first FD-backed credit card. \n\n[Sidharth](https://www.linkedin.com/in/sidharth-choraria-25411b65/) is a finance & tech geek. He spearheaded the In-app purchase module for the Amazon Appstore, utilized by app developers to monetize digital content globally. He successfully scaled systems to manage 100 million daily requests during his time at Paytm and MakeMyTrip.\n\n### **🙏 Our Ask**\n\nIf you want to try us out or to know how to manage your cash, please reach out to us. We’d love to give you a demo of how Infinity works, and even if not, we’d be happy to help you figure out your cash management situation.\n\nSay hi at [**sourav@infinityapp.in**](https://mailto:sourav@infinityapp.in/) or [**sid@infinityapp.in**](https://mailto:sid@infinityapp.in/) or Whatsapp at +91-9535482864 👋🏻\n\nAnd we’ll help you get started!\n\nYou can also [fill this form](https://dashboard.infinityapp.in/auth/signup) to request a demo.\n\n* Website —[**https://www.infinityapp.in**](https://www.infinityapp.in/)\n* LinkedIn — [**https://www.linkedin.com/company/infinityinvest**](https://www.linkedin.com/company/infinityinvest)",
        "url": "https://www.ycombinator.com/launches/KPy-infinity-business-banking-for-cross-border-smbs-and-startups",
        "votes": 164,
        "created_at": "2024-02-16T22:41:05.516Z"
      }
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    "website": "https://pandas-ai.com",
    "all_locations": "Munich, BY, Germany",
    "long_description": "PandasAI is an open-source library for conversational data analysis. Enterprises can connect their dataframes, databases or datalakes and do data analysis in plain english.\r\n\r\nFor example, PandasAI can be used by everyone in the company to visualize data or to ask complex queries and extract valuable insights for better data-informed decisions.",
    "one_liner": "PandasAI is an open-source conversational data analysis platform with…",
    "team_size": 3,
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    "batch": "Winter 2024",
    "status": "Active",
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      "Europe",
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    "year_founded": 2023,
    "city": "Munich",
    "country": "DE",
    "linkedin_url": "https://www.linkedin.com/company/pandasai/",
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    "github_url": "https://github.com/gventuri/pandas-ai",
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    "primary_partner": {
      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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    "founders": [
      {
        "user_id": 1150789,
        "full_name": "Gabriele Venturi",
        "title": "Founder/CEO",
        "founder_bio": "Gabriele is the Founder and CEO of PandasAI. In April 2023, he launched PandasAI, a open source library to facilitate data analysis and data science, thereby empowering people with varying levels of technical expertise to analyze data effectively.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/gabriele-venturi",
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    "id": 29346,
    "name": "sync.",
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    "website": "https://sync.so/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "at sync. we're making video as fluid and editable as a word document\r\n\r\nhow much time would you save if you could *record every video in a single take?*\r\n\r\nno more re-recording yourself because you didn't like what you said, or how you said it.\r\n\r\njust shoot once, revise yourself to do exactly what you want, and post. that's all.\r\n\r\nthis is the future of video: *AI modified >> AI generated*\r\n\r\nwe're playing at the edge of science + fiction.\r\n\r\nour team is young, hungry, uniquely experienced, and advised by some of the greatest research minds + startup operators in the world. we're driven to solve impossible problems, impossibly fast.\r\n\r\nour founders are the original team behind the open sourced wav2lip — the most prolific lip-sync model to date w/ over 10k+ GitHub stars.\r\n\r\nwe \r\n[1] train state-of-the-art generative models, \r\n[2] productize + host them for scale\r\n[3] grow virally through content\r\n[4] upsell into enterprise",
    "one_liner": "AI lipsync tool for video content creators",
    "team_size": 13,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709858204,
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      "Partly Remote"
    ],
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      {
        "question": "Describe what your company does in 50 characters or less.",
        "answer": "lipsync video to audio in any language in one-shot"
      },
      {
        "question": "How long have each of you been working on this? How much of that has been full-time? Please explain.",
        "answer": "Prady + Pavan have been full-time on sync since June 2023\r\n\r\nRudrabha has been contributing greatly while finishing his PhD + joined full-time starting October 2023\r\n\r\nPrajwal is finishing up his PhD and is joining fulltime once he completes in May of 2024 – his supervisor is Professor Andrew Zisserman (190+ citations / foremost expert in the field we are playing in. His proximity helps us stay sota + learn from the bleeding edge."
      },
      {
        "question": "What is your company going to make? Please describe your product and what it does or will do.",
        "answer": "we're building generative models to modify / synthesize humans in video + hosting production APIs to let anyone plug them into their own apps / platforms / services.\r\n\r\ntoday we're focused on visual dubbing – we built + launched an updated lip-synchronizing model to let anyone lip-sync a video to an audio in any language in near real-time for HD videos.\r\n\r\nas part of the AI translation stack we're used as a post processing step to sync the lips in a video to the new dubbed audio track – this lets everyone around the world experience content like it was made for them in their native language (no more bad / misaligned dubs).\r\n\r\nin the future we plan to build + host a suite of production ready models to modify + generate a full-human body digitally in video (ex. facial expressions, head + hand + eye movements, etc.) that can be used for anything from seamless localization of content (cross-language) to generative videos"
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    ],
    "question_answers": [
      {
        "question": "How did your company get started? (i.e., How did the founders meet? How did you come up with the idea? How did you decide to be a founder?)",
        "answer": "### **how did we meet?**Prajwal + Rudrabha worked together at IIIT-hyderabad — and became famous by [shipping the world’s first model](https://github.com/Rudrabha/Wav2Lip) that could sync the lips in a video to any audio in the wild in any language, no training required.They formed a company w/ Pavan and then worked w/ the university to monetize state-of-the-art research coming out of the labs and bring it to market.Prady met everyone online — first by hacking together a viral app around their open source models, then collaborating on product + research for fun, to cofounding sync. + going [**mega-viral.**](https://x.com/therealprady/status/1680645510103977987?s=20)Since then we’ve hacked irl across 4 different countries, across the US coasts, and moved into a hacker house in SF together."
      }
    ],
    "url": "https://www.ycombinator.com/companies/sync-2",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/synclabs-ai/",
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      "name": "Nicolas Dessaigne",
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      {
        "user_id": 587624,
        "full_name": "Prady Modukuru",
        "title": "Founder/CEO",
        "founder_bio": "ceo & cofounder at sync. labs | product engineer obsessed w/ networks of people + products.\n\nbefore startups, I helped incubate, launch, and scale AI-powered cybersecurity products at Microsoft impacting over 500M consumers + $1T worth of publicly traded companies – and became the youngest product leader in my org.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/prady-modukuru",
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        "user_id": 1654988,
        "full_name": "Prajwal K R",
        "title": "Founder & Chief Scientist",
        "founder_bio": "Co-founder & Chief Scientist at sync. labs. Ph.D. from University of Oxford with Prof. Andrew Zisserman. Authored multiple breakthrough research papers (incl. Wav2Lip) on understanding and generating humans in video. ",
        "is_active": true,
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        "full_name": "Rudrabha Mukhopadhyay",
        "title": "Founder",
        "founder_bio": "I am the co-founder and CTO of Sync Labs. At Sync, We’re building audio-visual models to understand, modify, and synthesize humans in video. I am one of the primary authors of Wav2Lip, one of the most prolific lip syncing models in the world published in 2020. I have done my PhD at IIIT Hyderabad on Audio-visual deep learning and have been involved in several important projects in the community.\n\n\n",
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        "full_name": "Pavan Reddy",
        "title": "Founder",
        "founder_bio": "Driving Sales/Operations and Finance/ Strategic roadmap at sync. 2x venture backed entrepreneur. IIT Madras Alumnus. Worked with IIIT Hyderabad in productising research work as per market orientation. Key strength is connecting dots/ identifying patterns across different fields to unlock the value ",
        "is_active": true,
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    "launches": [
      {
        "id": 89150,
        "title": "[sync.] we built the most natural lipsync model in the world, again.",
        "tagline": "lipsync anyone in any video, no training required, available now via API.",
        "body": "# tldr;\n\n* lipsync-2 is the most advanced video-to-video lipsyncing model in the world\n* It’s zero-shot, so you don’t need to wait for an “actor”, “clone”, or “avatar” to train before using it.\n* Even so, it learns and generates a speaker’s unique style of speech\n* It works across live-action, animated, and AI-generated humans\n* Thousands of developers use it to build video translation, word-level editing of video, and character re-animation workflows today (including generating realistic AI UGC)\n* We’re launching our YC deal, **4mo’s of our scale plan for free plus $1000** **in credits** 🚀\n\n<https://www.youtube.com/watch?v=j5iJ2k05ltc>\n\n# What did we build?\n\nWe built lipsync-2, the first in a new generation of zero-shot lipsyncing models. It seamlessly edits any person's lip movements in a video to match any audio without having to train or be fine-tuned on that person.\n\nZero-shot lipsync models are versatile because they edit any arbitrary person and voice without having to train or fine-tune on every speaker. But traditionally they can lose traits unique to the person, like their speaking style, skin textures, teeth, etc.\n\nWith lipsync-2, we introduce a new capability in zero-shot lipsync: _style preservation_. We learn a representation of how a person _speaks_ by _watching_ how they speak in the input video. We train a spatiotemporal transformer that encodes the different mouth shapes in the input video into a style representation. A generative transformer synthesizes new mouth movements by conditioning on the new target speech and the learned style representation.\n\n# How can you use it?\n\nWe built a simple API that let’s you build workflows around our core lipsyncing models. You submit a video and an audio (or a script and voiceID to generate audio from), and get a response with the final output.\n\nWe see thousands of developers and businesses integrating our APIs to build generative video workflows into their products and services.\n\n# \\[1\\] Video translation\n\nNotice how even across different languages, we preserve the speaking style of Nicolas Cage. We are the first zero-shot lipsyncing model to achieve this.\n\n<https://youtu.be/GaCoHy99zT4>\n\nWe can even handle long videos with multiple speakers — we built a state-of-the-art active speaker detection pipeline that associates a unique voice with a unique face, and only applies lipsync when we detect that person is actively speaking.\n\n<https://www.youtube.com/watch?v=ZaXbiKdoBz8>\n\nIt also works across animated characters, from Pixar-level animations to AI generated characters.\n\n<https://www.youtube.com/watch?v=F_6lGFl6bcA>\n\nBut translation is only the beginning, with the power to edit dialogue in any video in post-production we’re on the cusp of reimagining how we create, edit, and consume videos forever.\n\n# \\[2\\] Record once and edit dialogue to use forever.\n\n<https://youtu.be/HJR4BbhZ8Uo>\n\nImagine a world where you only ever have to hit record once. lipsync-2 is the only model that let’s you edit a dialogue while preserving the original speakers style, _without needing to train or fine-tune beforehand._\n\n## \\[3\\] AI video\n\nIn an age where we can generate any video by typing a few lines of text, we don’t have to limit ourselves to what we can capture with a camera.\n\n<https://youtube.com/shorts/KnzWtu3niKQ>\n\n## Our YC deal\n\nFor any YC company we’re giving away our Scale Plan for free for 4 months, plus $1000 to spend on usage.\n\nWith the scale plan you get access to up to 15 concurrent jobs processing at once and handle up to 30 minute video at a time — leveraging this maximally you have the ability to generate around **\\~90 minutes of video per hour every hour.**\n\nLaunch an AI admaker, video translation tool, or any other content generation workflow you want and serve viral load with speed, reliability, and best-in-class quality.\n\nEmail us at [yc@sync.so](mailto:yc@sync.so) and we’ll get you set up.\n\n## So why does this matter?\n\nAt sync, AI lipsync is just the beginning.\n\nWe live in an extraordinary age.\n\nA high schooler can craft a masterpiece with an iPhone. A studio can produce a movie at a _tenth of the cost 10x faster_. Every video can be distributed worldwide in any language, _instantly._ Video is becoming as malleable as text.\n\nBut we have two fundamental problems to tackle before this is a reality:\n\n\\[1\\] Large video models are great at generating entirely new scenes and worlds, but struggle with precise control and fine grained edits. The ability to make subtle, intentional adjustments – the kind that separates good content from great content – doesn’t exist _yet_.\n\n\\[2\\] If video generation is world modeling, each human is a world unto themselves. We each have idiosyncrasies that make us unique — building primitives to capture, express, and modify them with high precision is the key to breaking through the uncanny valley.\n\nWe’re excited about lipsync-2, and for what’s coming up next. Reach out to [founders@sync.so](mailto:founders@sync.so) if you have any questions or are curious about our roadmap.",
        "url": "https://www.ycombinator.com/launches/NBu-sync-we-built-the-most-natural-lipsync-model-in-the-world-again",
        "votes": 16,
        "created_at": "2025-04-01T15:49:01.808Z"
      },
      {
        "id": 79187,
        "title": "sync. – AI lip sync tool for video content creators",
        "tagline": "from the team behind original Wav2Lip library ",
        "body": "**TL;DR:** we’ve built a state-of-the-art lip-sync model – and we’re building towards real-time face-to-face conversations w/ AI indistinguishable from humans 🦾\n\ntry our playground here: <https://app.synclabs.so/playground>\n\n**how does it work?**\n\n[ ](https://www.loom.com/share/a82317f622ec4e389387849a6c4a2073?sid=3f0b2b1e-4212-4940-bcca-b10aefeeda3e)\n\ntheoretically, our models can support any language — they learn phoneme / viseme mappings (the most basic unit / “token” of how sounds we make map to the shapes our mouths make to create them). it’s simple, but a start towards learning a foundational understanding of humans from video.\n\n**why is this useful?**\n\n_\\[1\\] we can dissolve language as a barrier_\n\ncheck out how we used it to dub the [entire 2-hour Tucker Carlson interview with Putin speaking fluent English.](https://vimeo.com/914605299)\n\nimagine millions gaining access to knowledge, entertainment, and connection — regardless of their native tongue.\n\nrealtime at the edge takes us further — live multilingual broadcasts + video calls, even walking around Tokyo w/ a Vision Pro 2 speaking English while everyone else Japanese.\n\n_\\[2\\] we can move the human-computer interface beyond text-based-chat_\n\nkeyboard / mice are lossy + low bandwidth. human communication is rich and goes beyond just the words we say. what if we could compute w/ a face-to-face interaction?\n\nmaybe embedding context around expressions + body language in inputs / outputs would help us interact w/ computers in a more human way. this thread of research is exciting.\n\n_\\[3\\] and more_\n\npowerful models small enough to run at the edge could unlock a lot:\n\neg.\n\nextreme compression for face-to-face video streaming\n\nenhanced, spatial-aware transcription w/ lip-reading\n\ndetecting deepfakes in the wild\n\non-device real-time video translation\n\netc.\n\n**who are we?**\n\n[ ](https://www.loom.com/share/42b332287f3d473196d1a0929099e3ea?sid=604edca5-f5ba-441a-9e23-d8e1f6ac5aa5)\n\n[**Prady Modukuru**](https://www.linkedin.com/in/prady-modukuru) **\\[CEO\\] |** Led product for a research team at Microsoft that made Defender a $350M+ product, took MSR research into production moving it from bottom of market to #1 in industry evals.\n\n[**Rudrabha Mukhopadhyay**](https://www.linkedin.com/in/rudrabha/) **\\[CTO\\] |** PhD CVIT @ IIIT-Hyderabad, co-authored wav2lip / 20+ major publications + 1200+ citations in the last 5 years.\n\n[**Prajwal K R**](https://www.linkedin.com/in/prajwalrenukanand/) **\\[CRO\\] |** PhD, VGG @ University of Oxford, w/ [**Andrew Zisserman**](https://scholar.google.com/citations?user=UZ5wscMAAAAJ&hl=en), prev. Research Scientist @ Meta, authored multiple breakthrough research papers (incl. Wav2Lip) on understanding and generating humans in video\n\n[**Pavan Reddy**](https://www.linkedin.com/in/pavan-reddy-8bb85a67/) **\\[COO/CFO\\]** 2x venture-backed founder/operator, built the first smart air purifier in India, prev. monetizing sota research @ IIIT-Hyderabad, engineering @ IIT Madras\n\n**how did we meet?**\n\nPrajwal + Rudrabha worked together at IIIT-hyderabad — and became famous by [shipping the world’s first model](https://github.com/Rudrabha/Wav2Lip) that could sync the lips in a video to any audio in the wild in any language, no training required.\n\nthey formed a company w/ Pavan and then worked w/ the university to monetize state-of-the-art research coming out of the labs and bring it to market.\n\nPrady met everyone online — first by hacking together a viral app around their open source models, then collaborating on product + research for fun, to cofounding sync. + going [**mega-viral.**](https://x.com/therealprady/status/1680645510103977987?s=20)\n\nSince then we’ve hacked irl across 4 different countries, across the US coasts, and moved into a hacker house in SF together.\n\n![uploaded image](/media/?type=post&id=79187&key=user_uploads/587624/1beb86a1-5ea0-404a-aab7-ada7eff4f154)\n\n**what’s our ask?**\n\ntry out our playground and API and let us know how we can make it easier to understand and simpler to use 😄\n\nplay around here: <https://app.synclabs.so/playground>",
        "url": "https://www.ycombinator.com/launches/KbD-sync-ai-lip-sync-tool-for-video-content-creators",
        "votes": 58,
        "created_at": "2024-03-08T00:36:58.008Z"
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    "one_liner": "Autonomously scaling environments",
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    "subindustry": "B2B -> Infrastructure",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
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      "name": "Nicolas Dessaigne",
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      {
        "user_id": 387451,
        "full_name": "Jithin James",
        "title": "Founder/CEO",
        "founder_bio": "Jithin James (jjmachan), believes that life's purpose is found in the toil in mastering a craft and the fulfilment one gets from using it for the greater good. For him, this means excelling in software development, particularly in open-source and AI tooling, to empower fellow developers and help materialize their ambitious visions into reality. His journey is a testament to skill, dedication, and a commitment to community enrichment.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/jjmachan",
        "x_url": "https://twitter.com/jjmachan",
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      {
        "user_id": 889503,
        "full_name": "Shahul ES",
        "title": "Founder/CTO",
        "founder_bio": "Shahul (aka ikka) discovered his fascination for AI in his sophomore year while pursuing his computer science degree. This early interest laid the foundation for his journey to becoming a Kaggle GrandMaster and led to his significant contributions to open-source AI, particularly in initiatives like OpenAssistant AI.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/shahules",
        "x_url": "https://twitter.com/Shahules786",
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      {
        "id": 79074,
        "title": "Ragas: Open-source evaluation and testing Infrastructure for LLM applications",
        "tagline": "Deploy your LLM application with confidence. ",
        "body": "### **TL;DR**\n\nWe are building [Ragas](https://www.ragas.io/) — an open-source evaluation and testing infrastructure for LLM application developers to deploy their applications in production with confidence.\n\n### About us\n\n![uploaded image](/media/?type=post&id=79074&key=user_uploads/889503/21a941e3-4798-4628-95cc-15332facb47e)\n\nWe’re [Jithin](https://linkedin.com/in/jjmachan) and [Shahul](https://linkedin.com/in/shahules)! Having met in college, we’ve collaborated on various projects for almost a decade now.\n\nJithin takes care of building the software and infrastructure. He was an early employee at Bento ML, where he built and maintained tools like [Bentoctl](https://github.com/bentoml/bentoctl), [Bentoml](https://github.com/bentoml/BentoML), and [Yatai](https://github.com/bentoml/Yatai). Shahul is responsible for AI research and engineering. He is a [Kaggle Grandmaster](https://www.kaggle.com/shahules) and a lead contributor to different open-source AI projects, including [Open-Assistant AI.](https://github.com/laion-ai/open-assistant)\n\n### Problem\n\nBefore 2023 software used to be written in code but with the emergence of foundational models software and applications are going to be compound systems containing code, prompts, and other components. This introduces several new problems\n\n* How do you select the best model or component suitable for your application from the abundance of available resources?\n* How do you test these systems and ensure continuous quality?\n* How do you derive insights from production to measure and improve your system?\n\nAs early adopters of this technology to build applications, we faced this problem while we were building RAG systems early last year.\n\n### Solution\n\nWe at [Ragas](https://docs.ragas.io/) make use of model-graded evaluations and testing techniques to ensure quality. This includes automated synthesis of test data points, explainable metrics, and adversarial testing.\n\nWe started by building this for RAGs, which is the most popular application of LLM as of today. Ragas is now the default open-source standard for evaluating RAG applications, processing over 4.7 million responses last month and used by engineers from enterprises like AWS, Microsoft, Databricks, Moody’s, UHG, and Tencent.\n\n![uploaded image](/media/?type=post&id=79074&key=user_uploads/889503/4da2d427-8bfe-4e4b-a76e-01c7a28ce747)\n\n### Our Ask\n\n* Checkout ragas on [GitHub](https://github.com/explodinggradients/ragas)\n* If you’re building RAG applications, consider [applying](https://forms.gle/TnqUHuY176m2juqL9) for the Ragas office hours program",
        "url": "https://www.ycombinator.com/launches/KZO-ragas-open-source-evaluation-and-testing-infrastructure-for-llm-applications",
        "votes": 94,
        "created_at": "2024-03-05T18:38:36.494Z"
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    "id": 29348,
    "name": "Parallel",
    "slug": "parallel",
    "former_names": [
      "Kiosk"
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    "website": "https://www.beparallel.com/?utm_source=ycombinator&utm_medium=directory",
    "all_locations": "Paris, Île-de-France, France",
    "long_description": "We build AI agents that automate healthcare admin workflows. Our agents navigate legacy hospital software like humans (using mouse and keyboard) and automate end-to-end workflows (starting with medical coding), freeing medical professionals from manual tasks.",
    "one_liner": "AI agents for healthcare admin",
    "team_size": 15,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Healthcare IT",
    "launched_at": 1707957478,
    "tags": [
      "Healthcare",
      "Automation",
      "AI"
    ],
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Healthcare IT"
    ],
    "regions": [
      "France",
      "Europe"
    ],
    "stage": "Growth",
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/parallel",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/parallel.json",
    "year_founded": 2024,
    "city": "Paris",
    "country": "FR",
    "linkedin_url": "https://www.linkedin.com/company/beparallel/",
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      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
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        "user_id": 1623166,
        "full_name": "Paul Lafforgue",
        "title": "Founder/CEO",
        "founder_bio": "Paul graduated from Ecole polytechnique and HEC. With experience at Meta and McKinsey, he developed deep expertise in AI and its applications in complex industries.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/paullafforgue",
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        "title": "Parallel raises $20M to scale AI solutions for hospital administration - Tech.eu",
        "url": "https://tech.eu/2026/03/19/parallel-raises-20m-to-scale-ai-solutions-for-hospital-administration/",
        "date": "Mar 18, 2026"
      }
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    "id": 29350,
    "name": "Feldy",
    "slug": "feldy",
    "former_names": [
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      "Aether"
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    "all_locations": "San Francisco, CA, USA; Remote",
    "long_description": "Feldy is field-first AI for home service businesses helping teams capture jobsites, create take-offs & estimates, and documentation.\r\n\r\nWith Feldy, teams capture the physical world using photos, videos, AI jobsite walkthroughs, and 3D scans using your mobile phone. It turns field information into takeoffs & estimates, visual designs, and project documentation. Feldy works across home services such as roofing, exteriors, remodeling, painting, cleaning, landscaping, handymen, and other home services.\r\n\r\nWe’re building a new way for more than 2 million U.S. home service businesses operating in an $800B+ market to capture, understand, and complete work in the field.\r\n\r\nFeldy is available on iOS, Android, and the web.",
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    "team_size": 4,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1709429693,
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      "name": "Gustaf Alstromer",
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    "founders": [
      {
        "user_id": 1494934,
        "full_name": "Zayne Sagar",
        "title": "Founder/CEO",
        "founder_bio": "Zayne is the co-founder and CEO of Feldy. \n\nHe completed an Applied Math/CS and Philosophy bachelor's degree from UC Berkeley, and attended graduate school working on topics around computational science methods. \n\nHe is a fan of building physics-grounded world models using multi-modal inputs.\n\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/zaynesagar",
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      },
      {
        "user_id": 1527633,
        "full_name": "Shelby Bons",
        "title": "Founder/CTO",
        "founder_bio": "Shelby is the co-founder and CTO of Feldy. \n\nShe has expertise in software engineering and ML Physical Systems modeling, developed at leading climate-centric organizations like Sunrun and Voltaiq. Before that, she completed a Materials Science and Engineering degree at the University of California, Berkeley. \n\nPrior to founding Feldy, Shelby was headed for a Theoretical Physics PhD career track.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/shelby-bons-ucberkeley",
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        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/f05135cc8b30048c9e46c4aab357d54fb10d4808.jpg"
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    ],
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      {
        "id": 110395,
        "title": "Feldy: Field-first AI for home services and contractors.",
        "tagline": "Jobsite capture, 3D building scans, estimates and field documentation in one simple app. ",
        "body": "**TL;DR** 👋\n\nFeldy is field-first AI for home service companies. It unifies jobsite capture, 3D building scans, estimates, and field documentation in one simple app.\n\nWe’ve grown to over 200 paying customers on the web over the last few months, and are now launching the mobile app so field teams can use the full product on site.\n\nZayne and Shelby are construction software veterans with a combined 10+ years building computer vision and spatial AI tools.\n\n**Meet Feldy:**\n\n<https://www.youtube.com/watch?v=W0lEF7isKg4>\n\n**The Problem:**\n\nThe biggest problem in residential home services in 2026 is still remarkably simple: estimates do not go out fast enough to homeowners.\n\nAn estimate is the quote a homeowner receives explaining what work will be done and how much it will cost. Yet, if you call a window contractor, or painter, it can still take two or three days, often longer, to receive one. Over the last 8 months, my home became a test bed for remodeling projects, and this is one of the few truths that persisted. This problem appears in nearly every trade we encountered.\n\n_So why so long?_\n\nThe surprising part is that many of these estimates are not inherently complicated.\n\nConsider a typical window and door contractor. A sales representative drives to the property, walks through the home, identifies every window and door, photographs existing conditions, and asks discovery questions:\n\n* Do you want to replace the trim?\n* Should the opening change?\n\nCapturing this information can easily consume most of a one- or two-hour appointment. By the time the rep understands the property and records everything the office needs, there is _very little time left_ to actually sell the project. This is the primary reason quotes arrive days later, or require a second visit.\n\nFurthermore, existing software makes the problem worse.\n\nMost contractor tools have always been structured like digital forms. The software records what the estimator has already figured out, but it does very little to help figure out the job.\n\nThis is what led us to ask: what does this contractor world look like if the software recorded and figured out the job at once? Well, that’s Feldy.\n\n![uploaded image](/media/?type=post&id=110395&key=user_uploads/1494934/6bdd00aa-4517-41c6-897e-517110044d2b)\n\n**So how do we solve this?**\n\nInstead of requiring the person in the field to manually observe and organize everything, Feldy uses in-house computer vision and vision-language models to perform much of this _low-value work_: necessary technical work that consumes the majority of the job visit time, but creates little visible value for the homeowner.\n\nThe contractor _captures_ the property via photos/videos, lidar scans, or job walkthroughs (video and audio are combined). Feldy then interprets the capture and helps turn it into an estimate amongst a host of other workflow items such as inspection reports, proposals, materials lists, etc.\n\nThe entire thesis behind Feldy can be summed up as:\n\n_How do we remove the time-consuming thinking required from the estimator that creates little visible value for the homeowner?_\n\n![uploaded image](/media/?type=post&id=110395&key=user_uploads/1494934/060ca1ad-5038-40a5-868f-fb14eb04b164)\n\n**The Scale of the bottleneck**\n\nAngi’s list has estimated that American households undertake more than 700 million home projects annually.\n\nUsing 600 million estimates (aggressive case):\n\n* 600M estimates \\* 3.5 hours = 2.1 billion total labor hours\n* 50% spent on measuring, documenting, takeoff, and estimate construction = 1.05 billion hours\n* At $45–50 fully loaded cost = $47–53 billion in annual labor capacity tied up in that work\n\nIf Feldy reclaims 1–1.25 hours per estimate:\n\n* 750 million hours returned\n* Roughly $27–37 billion in productive capacity per year.\n\nFor the average home-services company, this is equivalent to reclaiming $50,000–$100,000+ in capacity each year, capacity that can be converted directly into more estimates, lower overhead, and higher revenue.\n\n**The Team**\n\nZayne and Shelby met at UC Berkeley’s engineering school nearly 10 years ago. For the last three years, they have worked side by side building technology for the construction and home-services industries.\n\nTogether, they previously took a construction-software company from zero to $500k ARR in months. \n\nThe pair is more excited than ever to build the next generation of software for home-service businesses.\n\n**The ask**\n\nIf you know anyone who works in home services, tell them about Feldy and ask them to download the app!\n\nSearch Feldy AI on [IOS ](https://apps.apple.com/us/app/feldy-ai/id6780327228)and [Android ](https://play.google.com/store/apps/details?id=com.feldy.app)app stores.\n\n* You can reach us directly at [**zayne@feldy.ai**](mailto:zayne@feldy.ai)\n* To learn more about Feldy visit us at our [feldy ai](https://feldy.ai/?utm_source=yc&utm_medium=launch&utm_campaign=feldy_launch_campaign_2026&utm_content=first_launch_post) website",
        "url": "https://www.ycombinator.com/launches/SiZ-feldy-field-first-ai-for-home-services-and-contractors",
        "votes": 22,
        "created_at": "2026-08-13T14:55:04.664Z"
      },
      {
        "id": 79053,
        "title": "Aether  - AI platform for rooftop solar",
        "tagline": "Aether is AI design and workflow software for solar installers.",
        "body": "**TL;DR**\n\n[Aether](https://aetherenergie.com/) offers an AI-powered end-to-end platform for rooftop solar installers. We combine advancements in computer vision/lidar and LLMs to bring a unique workflow automation tool for solar installers worldwide.\n\n## Before we start, a sneak peek at Aether:\n\n![uploaded image](/media/?type=post&id=79053&key=user_uploads/1527633/4dd1fd38-1a6f-42f1-b8b8-1ad5d62ea174)\n\n## Some Background\n\n---\n\nHey all, we’re [Shelby Bons](https://linkedin.com/in/shelby-bons-ucberkeley) and [Zayne Sagar](https://linkedin.com/in/zaynesager), two climate entrepreneurs! Our fundamental mission is to make rooftop solar energy accessible and cheap throughout the world.\n\n![uploaded image](/media/?type=post&id=79053&key=user_uploads/1527633/561a67f7-4f40-419e-af7f-2ff7557ac5b7)\n\nFor rooftop solar to be deployed, it’s really up to solar installers. To us, the people who run these companies are our heroes. Last year we spoke to hundreds of solar installers and one thing is clear - they don’t have the tools to make them successful. We reimagined rooftop solar software from the ground up for them.\n\nAether _automates the boring stuff for solar installers using AI_.\n\n## **❌** The Problem:\n\nThe biggest problem in US rooftop solar is still solar soft costs. These are non-hardware costs associated with a solar project, and they amount to north of 60% of the total solar cost of an installed system! If you reduce this you create more demand for rooftop solar in the market = better outcome for our planet.\n\n**Contributors to high soft costs:**\n\n* **PV CAD Design teams still manually build rooftop PV site designs**. This is time-consuming and prone to lots of errors. Mistakes here mean re-doing plansets and permitting which can cost $1k - $2k extra.\n* **Almost all solar design tools are inaccurate in production and consumption modeling**. This is what tells rooftop owners “Is this the right investment for me?” Most solar tools were built as a sidekick for sales reps, with just enough basic estimates to sell a solar proposal. Consumers are smarter now and recent legal litigations are forcing better modeling to be done when selling solar.\n* **Dependency on multiple platforms:** Most solar companies use a software stack of 6 - 10 point solutions. Collectively the solution is dumb and creates chaotic workflows where deals get lost and project delays happen a lot. This is very expensive.\n* **Lack of project visibility across teams** causing lost sales deals, and project delays\n\nWe estimate $5k to $ 7k added soft costs for a typical rooftop project occurring because of the above.\n\n## **✅** Solution:\n\n**Aether is built to streamline the rooftop solar workflow end to end. Think Procore or Veeva but for Solar with an AI twist.**\n\nWith Aether, solar companies can rapidly generate PV site designs, sell using a beautiful PV proposal, and then manage it to installation in one simplified workflow.\n\nAether is made up of hubs that help specific roles in a solar installation company do their job, but more importantly, collaborate with other teams as needed with the help of AI.\n\n**Our two core innovations:**\n\n* We built an in-house computer vision model.\n* We also decided to build a mini fine-tuned model for solar. Being trained on items such as system production data, vision model outputs, etc. (Can’t give the rest of our sauce away!)\n\n![uploaded image](/media/?type=post&id=79053&key=user_uploads/1527633/a0dc44ab-bc4f-498d-bc2d-7318a4751d70)\n\n**The result is a unified AI platform to streamline solar with solar agents.**\n\n[Aether Platform - Sneak Peak](https://www.youtube.com/watch?v=EFJuKOI8kEs&feature=youtu.be)\n\n**💲Opportunity:** Aether will be a big player in the young and emerging Solar software vertical, which has a projected 20B Global TAM up for grabs by 2025.\n\n## About Us\n\n_Shelby and Zayne met at UC Berkeley close to a decade ago both originally being born in complete opposite ends of the world, France and Fiji._\n\n_Shelby studied Materials Science and Engineering at UC Berkeley and was briefly headed for a Ph.D. in Theoretical Physics before founding Aether. She has worked at Dolby Laboratories, Voltaiq, and Sunrun in Data Science & Machine Learning roles._\n\n_Zayne had brief stints at multiple climate-driven companies, working on problems around space-based weather data and energy modeling problems at the intersection of software. He has built high-performing product & engineering teams from the ground up by the age of 28._\n\n## **🙏** Our Ask:\n\n* Please share this post with your network, and tell solar installers about us!\n* If you are a rooftop solar installer, check us out at <https://aetherenergie.com/> and book a demo with us!\n* If you’re as excited as we are about this novel approach to solar software and would like to learn more about what we’re doing, comment below or email us at [zsagar@aetherenergy.me](mailto:zsagar@aetherenergy.me)\n\n**💲Early adopter discount**: We’re giving solar installers 50% off whatever design tool they currently pay for.",
        "url": "https://www.ycombinator.com/launches/KZ3-aether-ai-platform-for-rooftop-solar",
        "votes": 23,
        "created_at": "2024-03-05T02:02:09.486Z"
      }
    ]
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    "id": 29352,
    "name": "Firebender",
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    "website": "https://firebender.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Firebender is the most powerful coding agent for Android engineering. \r\n\r\nOne-click install from the IntelliJ plugin marketplace to your IDE. It has context over your codebase and lets you use the best models for asking questions, debugging code, and writing full features.\r\n\r\nUnlike other AI assistants, Firebender has access to the emulator, compose previews, and LSP tools like finding usages, renaming variables/functions. It continuously stays up to date with the latest Android SDKs, libraries, and best practices, providing more accurate and relevant assistance for Android development.",
    "one_liner": "Most powerful coding agent for Android engineers",
    "team_size": 1,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1707094110,
    "tags": [
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      "AI Assistant"
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    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/firebender",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/firebender.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/firebender-com/",
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    "github_url": "https://github.com/firebenders",
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    "primary_partner": {
      "name": "Gustaf Alstromer",
      "url": "https://www.ycombinator.com/people/gustaf-alstromer"
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    "founders": [
      {
        "user_id": 451682,
        "full_name": "Aman Gottumukkala",
        "title": "Founder",
        "founder_bio": "Aman is the cofounder of Firebender, an AI-powered coding assistant built exclusively for Android Studio.\n\nBefore Firebender, Aman was a 2020 Kleiner Perkins Eng fellow and the 3rd engineer at Paradigm, where he built trading and internal data infrastructure from scratch, automated Ethereum derivative trading strategies yielding 20%, and published novel zero-knowledge cryptography research.\n\nHe interned at Google, Instagram, Twitch, and Microsoft in college.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/amangotchu",
        "x_url": "https://twitter.com/amangotchu",
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      },
      {
        "user_id": 829883,
        "full_name": "Kevin Tang",
        "title": "Founder/CTO",
        "founder_bio": "Previously, Kevin was a software engineer at Two Sigma where he architected and built service infrastructure for modeling, trading, and engineering teams (scale ~10K CPUs, ~1PB RAM). Kevin learned to program by creating Roblox games in high school; one of his games had 2,000 concurrent players and featured on the front page.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/distributed",
        "x_url": "https://x.com/kevo1ution",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/7bbc443ef4e2a920a00a376e5885f8295d52531f.jpg"
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    "jobs": [
      {
        "id": 79060,
        "title": "Founding Engineer (Generalist)",
        "url": "https://www.ycombinator.com/companies/firebender/jobs/yisDXr5-founding-engineer-generalist",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$180K - $250K",
        "equity_range": "1.00% - 3.00%",
        "experience": "Any (new grads ok)",
        "visa": "Will sponsor",
        "skills": []
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 84402,
        "title": "🔥 Firebender - The best AI assistant for Android Studio",
        "tagline": "Meet Firebender, Android Studio's missing AI assistant.",
        "body": "Hey everyone! We’re Aman and Kevin from [Firebender](https://firebender.com/), building the best AI tools for Android developers.\n\n**TLDR:** [Firebender](https://firebender.com/) is a **free** and **privacy-first** Android Studio AI assistant.\n\n### **🎥 Firebender in Action**\n\n<https://youtu.be/It-TD_95yNk>\n\n### **🛠️ Problem**\n\n* **Inefficient Workflows**: Constantly switching between Android Studio and ChatGPT is annoying, disrupts your development flow, and reduces productivity.\n* **AI Assistants are shit**: General-purpose AI coding tools don't integrate relevant Android-specific contexts like Logcat and the emulator. Some flat-out don’t work in Android Studio at all.\n\n  _“Gemini and Copilot are comically bad. I never use them”_ - Android Tech Lead at GoodRx\n* **Outdated Android Training Data**: Leading AI models have a knowledge cutoff that lags behind Android's fast-paced, often backward-incompatible changes. This gap leads to incorrect AI code suggestions for updated SDKs, libraries, architecture patterns, and UI frameworks like Jetpack Compose.\n\n  _“GPT4 and Claude were clueless about the Android UI framework we use. We had to build an in-house context retrieval system to make AI coding useful.”_ - Senior Staff Android Eng at Airbnb\n\n### **🔥 Our Solution - Firebender**\n\n* **Android Studio Plugin:** One click [install](https://plugins.jetbrains.com/plugin/25224-firebender) from IntelliJ marketplace.\n* **Talk to your codebase**: AI chat window for comprehensive assistance with your codebase, logs, profiler, and emulator.\n\n  ![uploaded image](/media/?type=post&id=84402&key=user_uploads/451682/07fb823c-fd19-4659-8c42-6a98d523a6aa)\n\n* **Fast Edit**: Enables quick, context-aware code modifications directly in your current file.\n\n  ![uploaded image](/media/?type=post&id=84402&key=user_uploads/451682/7bd9e58e-fd4f-4983-9967-a882197fb9d9)\n\n* **Up-to-date Android Knowledge**: Firebender scrapes real-time knowledge from the latest SDKs, libraries, repos, and docs into context.\n* **Free &amp; Privacy First**: We do **not log, store, or persist your code**.\n\nAn iOS developer with 10 years of experience built his first Android app in just 3 weeks using Firebender—a task that had taken him 3 months for iOS.\n\n_\"There was no way I could've built it as fast as I did without Firebender\"_ - iOS Eng at Sinai Health\n\n### **🤷 Why we built Firebender**\n\nA few months ago, we were developing Firebender OS - an AI-powered fork of Android. We rooted Pixel 8s and created an AI assistant that activates by holding the power button. It automated tasks like drafting calendar invites from messages and opening relevant apps based on your location and schedule. Despite using it every day, we realized the added value wasn't sufficient. We didn’t love the product.\n\nThroughout this process, we constantly struggled without a good AI coding assistant for Android development. Existing tools have shockingly poor Android support, focusing instead on other IntelliJ IDEs and languages. This gap revealed a clear opportunity so we pivoted immediately to building Firebender, the best AI coding assistant for Android developers.\n\n### 🙏 **Our Asks**\n\n* [Try Firebender](https://plugins.jetbrains.com/plugin/25224-firebender/versions/stable) for Android Studio\n* Share Firebender with your Android developer friends!",
        "url": "https://www.ycombinator.com/launches/LxK-firebender-the-best-ai-assistant-for-android-studio",
        "votes": 50,
        "created_at": "2024-09-30T22:22:09.047Z"
      }
    ]
  },
  {
    "id": 29353,
    "name": "Resonance",
    "slug": "resonance",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/f32584f82882e696b3984dfcf4bd700cce69fd5f.png",
    "website": "https://www.useresonance.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Resonance hyper-personalizes MarTech campaign content and automatically refreshes and stores high performing content for re-use.",
    "one_liner": "Self-improving content bank for marketing",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Marketing",
    "launched_at": 1709332105,
    "tags": [
      "Reinforcement Learning",
      "SaaS",
      "Subscriptions",
      "Marketing",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Acquired",
    "industries": [
      "B2B",
      "Marketing"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/resonance",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/resonance.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/99332802/admin/feed/posts/",
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    "primary_partner": {
      "name": "Harj Taggar",
      "url": "https://www.ycombinator.com/people/harj-taggar"
    },
    "founders": [
      {
        "user_id": 570574,
        "full_name": "Jonathan Ou",
        "title": "Founder/CEO",
        "founder_bio": "Jonathan is the CEO of Resonance. Before Resonance, he worked at DoorDash on a voice AI to automatically place customer orders over the phone. Prior to DoorDash, he worked at Dropbox to help build an internal in-product messaging platform that generated $100 million ARR. Prior to Dropbox, he worked at Microsoft helping build a platform that enabled doctors and patients to meet virtually using Microsoft Teams.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/jto98",
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      {
        "id": 79089,
        "title": "Resonance - Optimally upsell users within your product",
        "tagline": "Effortlessly boost net revenue retention in your product post user onboarding.",
        "body": "> **TL;DR:**\n\n[_Resonance_](https://www.useresonance.com/) _is an ad server for house ads (self-promotional marketing). Companies use Resonance as a one-stop shop for campaign creation, intelligent experimentation/prioritization, analytics, and impression management to boost net revenue retention following user onboarding._ [_Schedule a demo_](https://calendly.com/jonathantou/quick-chat) or [_get in contact_](https://www.useresonance.com/contact).\n\n> **The Team:**\n\nI used to work as a SWE at Dropbox, DoorDash, and Microsoft. In particular, I helped build a similar platform to Resonance at Dropbox that generated $100 million ARR. I wanted to start Resonance because 1) I felt there were many ways to improve that particular tool and 2) I wanted to bring that tool to other companies that need it but don’t have the bandwidth to build it themselves.\n\n> **The Problem:**\n\nFor companies that depend on product-led growth (primarily consumer/SMB/startup-centric companies), their website remains their most valuable marketing channel. Post-user onboarding, these companies rely on in-product messaging to drive feature adoption so they can retain users.\n\nUnfortunately, this sort of strategy only works at scale, and there are many challenges in doing so. Below are some non-trivial functionalities that modern companies require to launch effective campaigns with velocity:\n\n1. Code-based and no-code workflows for launching campaigns\n2. Campaign performance analytics\n3. Intelligent campaign targeting and experimentation\n4. Sophisticated campaign impression management\n5. UX flexibility (i.e. messaging should not be limited just to overlays)\n\nSolving this problem is crucial, as millions in ARR is left on the table if companies cannot properly scale their in-product feature discovery/awareness/education. Companies like Dropbox that have built tooling to address the above challenges have generated up to $100 million ARR from the increased user retention.\n\n> **The Solution:**\n\nSolving this problem requires building a centralized system where any stakeholder (technical or non-technical) can effortlessly launch campaigns to drive in-product feature adoption.\n\nHolistic assessment of campaign performance, global impression management, and optimized campaign targeting can only work at scale if there is a single system that serves as a repository for all campaigns and governs campaign creation.\n\nResonance addresses this by providing a central platform where developers and non-developers can both easily launch in-product feature adoption campaigns within minutes, with the above functionalities provided out of the box.\n\nBelow are screenshots of some important features in our UI (and there are many more).\n\n* No code builder with live preview on your website and experimentation\n  * (**NOTE**: The preview will obviously be with your website and UI components - disregard my modal and website)\n\n![uploaded image](/media/?type=post&id=79089&key=user_uploads/570574/7339d733-3683-43bd-9fac-f23d881bfdf4)\n\n* Complex User Targeting\n\n  ![uploaded image](/media/?type=post&id=79089&key=user_uploads/570574/cc3cd9e1-809f-499e-b871-934e27807a38)\n\n* Sophisticated Frequency Management\n  * (**NOTE**: We also have similar rules that apply globally for all campaigns)\n\n![uploaded image](/media/?type=post&id=79089&key=user_uploads/570574/f1b8a942-dc12-440f-8680-6c4dee517be4)\n\n* Global Analytics\n\n![uploaded image](/media/?type=post&id=79089&key=user_uploads/570574/62457d65-c845-48ff-8877-569dfa707544)\n\n* Intelligent Experimentation (experiment up to 7x faster with 4-8x more variants)\n\n  ![uploaded image](/media/?type=post&id=79089&key=user_uploads/570574/53430985-a9d3-4c17-97eb-52bc56285c86)\n\n\n> Our Ask\n\n1. If you are a product-led company, shipping a lot of features, or are using something like Intercom or Pendo, I’d love to set up some time here to chat about improving your user retention. I’m familiar with existing tools and I believe I can do a much better job.\n2. If not, I’d appreciate an intro to anyone in your network who works in a senior role within growth or product if possible.",
        "url": "https://www.ycombinator.com/launches/KZd-resonance-optimally-upsell-users-within-your-product",
        "votes": 48,
        "created_at": "2024-03-06T01:22:47.987Z"
      }
    ]
  },
  {
    "id": 29354,
    "name": "crmCopilot",
    "slug": "crmcopilot",
    "former_names": [
      "Timecard",
      "quantic",
      "Quantic",
      "Quantic Labs"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0a92963c7922ed7c65ae686f8dfd2c561c463c8b.png",
    "website": "https://www.crmcopilot.co?utm_source=yc",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "crmCopilot – Stop with the grunt work. Spend more time with customers.\r\n\r\nAre you juggling multiple accounts and conversations? Are you worried about missing follow-ups or letting opportunities fall through the cracks? Are you spending hours every week updating your CRM… but still struggle with duplicates, stale data, and unreliable reports? Does just thinking about Salesforce give you anxiety?\r\n\r\nWorry no more.\r\n\r\ncrmCopilot is an AI assistant purpose-built to support front-office teams by taking care of tedious tasks and delivering proactive insights:\r\n\r\n-- Automated CRM Updates: crmCopilot intelligently detects when your CRM needs attention, drafting precise and timely updates that you can approve with a single click - transforming hours of manual data entry into mere seconds.\r\n\r\n-- Task Management: crmCopilot proactively identifies your next steps, important follow-ups, and critical tasks. It continuously tracks deadlines and action items, ensuring nothing is forgotten or overlooked.\r\n\r\n-- Global Search: Quickly find crucial information across all your emails, CRM data, calendar events, call recordings, documents, and notes, all from a single, intuitive search interface. No more time wasted hunting down important details.\r\n\r\ncrmCopilot customers close more deals and build stronger relationships. You’ll spend more time with customers, never miss a task or opportunity, and walk into every meeting fully prepared with every customer interaction at your fingertips. \r\n\r\nGive Salesforce the AI upgrade it deserves. Try crmCopilot today.\r\n",
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    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Sales",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
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      "name": "Harj Taggar",
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    "founders": [
      {
        "user_id": 318114,
        "full_name": "Grant Margerum",
        "title": "Founder",
        "founder_bio": "- Studied CS \n- Worked at Salesforce as a dev for two years then as an SE (pre-sales engineer) for two years\n- Joined Northbeam as the 1st employee and Head of Sales; grew the business from $200k -> $10m in 15 months",
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      {
        "user_id": 1654569,
        "full_name": "Garrett Graves",
        "title": "Founder",
        "founder_bio": "Dropped out of college to build Real Time Video at Mux and Twitch. Avid open-source contributor (https://github.com/GRVYDEV). Built AI Agents before they were cool at Quantic. Currently leading the Agent Environments team at Perplexity",
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      {
        "id": 91926,
        "title": "crmCopilot - Give Salesforce the AI upgrade it deserves!",
        "tagline": "Stop with the grunt work, spend more time with customers",
        "body": "Hey YC, we're Grant and Jarrek, and we're excited to launch crmCopilot!\n\ncrmCopilot automates data entry, proactively manages your tasks, and helps you quickly find critical information across all your interactions… so you can spend less time on grunt work and more time with customers!\n\n[https://www.youtube.com/watch?v=3rUnCUGin7U](https://www.youtube.com/watch?v=3rUnCUGin7U&ab_channel=crmCopilot)\n\n**The Problem**\n\nI (Grant) spent four years at Salesforce as a Sales Engineer and saw firsthand how frustrating CRMs can be. Despite massive investments, CRMs often become messy and unreliable, burdened with stale data, duplicates, and manual data entry. CRMs promise so much, but never live up to their full potential.  \n\n**“The biggest thing I learned at Salesforce was that everyone hates Salesforce…”** \n\nSo why is this the case? Why hasn’t this been solved already? Well, it’s a hard problem, and many have tried over the years (Salesforce included): \n\n* CRMs are incredibly complicated, unique, and accumulate tech debt\n* There is an enormous amount of source data to make sense of (emails, calls, files, transcripts, etc.)\n\n \n\n**Why It Matters**\n\nSales reps spend 30-50% of their time on grunt work (CRM updates, follow-up emails, quotes/documentation, etc.), and yet we still can't rely on our CRM for reporting, accountability, or automation. \n\nBusinesses suffer from:\n\n* Wasted time - on grunt work instead of customers \n* Unreliable data - lack of accountability, reporting, automation, and insights\n* Revenue left on the table - opportunities fall through the cracks\n\n \n\n**Our Solution**\n\nCRMs are absolutely critical to our business, but they need to be smarter… and thanks to AI, they can be. \n\n![uploaded image](/media/?type=post&id=91926&key=user_uploads/318114/001c4bc7-125d-4415-bbee-a50768315513)\n\nWe built crmCopilot—an AI assistant specifically optimized for front-office teams:\n\n* **Automated CRM Updates** - crmCopilot intelligently identifies when your CRM needs updating, drafting accurate and timely updates that you can approve with just one click.\n* **Task Management** (Cover Your Ass) - crmCopilot proactively identifies next steps, tracks important follow-ups, and ensures no opportunity or critical task ever slips through the cracks.\n* **Global Search** - Instantly find important details across emails, CRM records, calendar events, call recordings, notes, and documents with one simple search.\n\ncrmCopilot integrates into your existing tools/workflow, enhancing your systems rather than replacing them.\n\n**Our Story**\n\nWe (Grant and Jarrek) met at our last startup, Northbeam. Grant was employee #1 & Head of Sales, Jarrek was employee #2 and Head of Product Development. We helped grow that business from $100k to $10m in revenue in about 15 months. We built a lot of trust in one another, we both love building products, and we both love building companies. \n\n**Call to Action**\n\nWe're thrilled to start onboarding users from our waitlist. If you're tired of grunt work, bad data, missing information, or task anxiety, join our waitlist or schedule a call with our team. \n\n\\\nSign up or schedule a demo at [crmcopilot.co](http://crmcopilot.co)\n\n![uploaded image](/media/?type=post&id=91926&key=user_uploads/318114/f982515a-d482-45a0-8c63-67ce536459c1)\n\n",
        "url": "https://www.ycombinator.com/launches/Nug-crmcopilot-give-salesforce-the-ai-upgrade-it-deserves",
        "votes": 34,
        "created_at": "2025-07-07T16:21:02.227Z"
      },
      {
        "id": 79117,
        "title": "Quantic - Next generation data for sales teams",
        "tagline": "Build better pipeline - reach out to the right people, at the right time, with the right message.",
        "body": "### TLDR\n\n# There are three T’s in sales: **Territory**, **Talent**, and **Timing**. What if we could solve the hardest one… **Timing?**\n\n### Quantic provides better data so sales reps can reach out to the **right people,** with the **right message**, at the **right time.**\n\n![uploaded image](/media/?type=post&id=79117&key=user_uploads/318114/f3f42547-5b9a-470b-8220-d7eae8602281)\n\nHey everyone! We are [Garrett (left)](https://linkedin.com/in/graves-dev) and [Grant (right)](https://linkedin.com/in/grantmargerum), the founders of Quantic. We are building **the future of sales intelligence, a next-generation data platform.** If there’s one thing we’ve learned it’s that sales is hard. But it doesn’t have to be. Today, sales reps navigate between countless tools looking for an edge, an insight, or a lead. They are limited by their time and their workflows. In the future, reps won’t waste time doing monotonous data work, they will be able to **focus on what they do best, selling**.\n\nWe built Quantic with the mission of 10x-ing sales reps. We make it easy for reps to **research their customers, identify opportunities,** and **optimize their time.**\n\n![](https://lh7-us.googleusercontent.com/-zozKMssr-3OqplVhIbcePRbn0zYDIspQnUMqgKq4v_jsqBvKlY6tU0KofxlzAZ33M3lxgSxRlxuHcveKKswV2MTFC5W1sLiHyWlNALt0OgxXvkIpdC9tzRVXjZO-_As8M40ulVvvPz7Pa06nBCOe1U)\n\n### The Problem\n\n**Prospecting sucks. Reps have a hard time consistently building a pipeline**\n\n* Don’t know which accounts to go after\n  * Don’t know which are qualified\n  * Don’t know which are ready to buy\n* Don’t have a good entry point\n  * Hard to find the right contacts\n  * Hard to craft personalized/engaging messaging every time\n* Don’t have enough time\n  * Existing tools are clunky and filled with junk data\n  * Don’t have time to do thorough research\n\n![](https://lh7-us.googleusercontent.com/rkH_Xlq76A5Y12HD7eoSkE-WRbTbBuU2xsZPLj6PSdx_oEzIYX8eljoo_TBg4cKomrP15A3xnH30SJ_rVWaJ1zdzcscYjQdNHigivFCGrnWch_erxpPx08S_z9buX1hPPGegN1k73yx1ApCM_UqHaQE)\n\n### The Solution\n\n**Better data allows reps to reach out at the right time with the right message**\n\n* Quantic’s data is\n  * Fresh/relevant\n  * Personalized to you\n  * Reliable\n* With Quantic, sales reps\n  * Identify hot accounts & contacts\n  * Send relevant messages with context\n  * At the right time\n\n![uploaded image](/media/?type=post&id=79117&key=user_uploads/318114/87fac7fe-80a4-4bdf-a027-2fbc0cbecc21)\n\n### Example\n\nOne of our customers sells physical security products. They look for buying signals such as crime in their area, moving offices, opening up new stores, press releases, fundraising, etc. In their first week using the platform they **found an article announcing a new office development**. They were able to identify the right contact at the business, reach out to them with this article, and **immediately schedule a demo.**\n\n### The Ask\n\nPlease like, comment, share!\n\n**We are actively onboarding customers - If this is interesting to you, please reach out to **[**sales@quantichq.com**](mailto:sales@quantichq.com)** or fill out our lead form at **[**quantichq.com**](https://www.quantichq.com?utm_source=yc&utm_campaign=launchyc)**.**\n\n### We appreciate your support!!",
        "url": "https://www.ycombinator.com/launches/Ka5-quantic-next-generation-data-for-sales-teams",
        "votes": 57,
        "created_at": "2024-03-06T16:46:36.285Z"
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    "id": 29355,
    "name": "NanoCorp",
    "slug": "nanocorp",
    "former_names": [
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    "website": "https://nanocorp.so",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "NanoCorp is the platform to create and run autonomous companies. In just one prompt, get an autonomous company run by an agent that maximizes revenues while trying to avoid bankruptcy with no human intervention.",
    "one_liner": "Autonomous Companies Run by AI Working While You Sleep.",
    "team_size": 1,
    "industry": "Consumer",
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    "url": "https://www.ycombinator.com/companies/nanocorp",
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    "year_founded": 2023,
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      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
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    "founders": [
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        "user_id": 1345093,
        "full_name": "Pierre-Louis Biojout",
        "title": "Founder/CTO",
        "founder_bio": "CTO @ phospho, Applied Maths and CS (X2019) @ École Polytechnique",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/pierre-louis-biojout-9509741aa",
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        "title": "Elaia and YCombinator back Phospho with €1.7M for GenAI application monitoring - Tech.eu",
        "url": "https://tech.eu/2024/01/17/elaia-and-ycombinator-back-phospho-with-1-7m-for-genai-application-monitoring/",
        "date": "Jan 17, 2024"
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      {
        "id": 90566,
        "title": "phospho: give a brain to your robot",
        "tagline": "phospho enables software engineers to train and build with the latest robotics AI models, even on low cost hardware.",
        "body": "**TL;DR**: phospho enables software engineers to train and build with the latest robotics AI models, even on low-cost hardware. Companies like NVIDIA, Hitachi, [rerun.io](http://rerun.io) and [comma.ai](http://comma.ai) use phospho to control robots intuitively, train advanced models and push the frontier of AI robotics.\n\nhttps://youtu.be/72EOUeDMUYc?feature=shared\n\nImagine asking ChatGPT “What should my robot do next?” with a picture of what your robot sees attached. Add some bells and whistles, and you have VLAs (Vision Language Action models), the latest AI robotics architecture.\n\nVLAs reach never-seen-before levels of generalization, which could finally bring robots out of factories and into our homes. “The ChatGPT moment for general robotics is just around the corner” (Jensen Huang, CEO of Nvidia).\n\nSo why aren’t VLAs more popular in robotics?\n\n# The problem\n\n![uploaded image](/media/?type=post&id=90566&key=user_uploads/1345093/14eb12de-bee4-4dd6-8cc8-c84257b14b5c)\n\nFirst, let’s find some data to train your model. Guess what: even if you find public datasets, they likely won’t work for your specific robot and setup. So you’ll need to use some software for humans to control the robots and collect this specific data. Of course, such software usually doesn’t exist or doesn’t work. Today, controllers are built from scratch for every project, by engineers, for engineers.\n\nSecond, you train the model. This is where you shine.\n\nThird, now that you have trained a model, you can’t “just run” your tinkered AI model in a lab on a $20,000 robot arm. You need a lot of software glue to make robots move. For example, powering on a robot can take up to 10 minutes, and keeping it idle requires dozens of specific instructions to avoid breakdowns.\n\nOverall, we found that the traditional robotics software stack is too specific to the available hardware, too closed source, and too prohibitively expensive to reproduce robotics research papers. This is because every robotics team, from garage hobbyists to giants like Figure, Tesla, and Physical Intelligence, build their stacks from scratch and won’t share them.\n\nNobody works together. Robots still suck. How can we reach physical superintelligence with this absurd stack?\n\n# Our solution\n\nhttps://www.youtube.com/shorts/q7f3XKadKxQ\n\nWe believe robotics is too important to let roboticists do it alone. Robotics is the next step in our civilization, and every human brain should be able to help us reach this goal. Building an intelligent robot should feel as fun as vibe-coding a web app.\n\nThat’s why we are releasing phosphobot, an open-source app to control robots intuitively and train the most powerful AI models for the cheapest robots possible.\n\nWe handle the piping and nitty-gritty, so you can focus on what matters: making your robots do cool things.\n\nphosphobot is written in Python and TypeScript, with software engineers in mind. It’s just another API, with a nice frontend, that you can “pip install” and connect to your stack.\n\nIn the coming weeks, the plan is to support even more affordable and capable robots, let you train even more advanced AI models, and keep the app simple enough so it’s still fun.\n\n# Key features\n\n* 🕹️ Control your robot with a keyboard, a leader arm, a Meta Quest headset or via API\n* 📹 Teleoperate robots to record datasets in LeRobot dataset format\n* 🤖 Train SOTA action models like ACT, gr00t n1 or Pi0\n* 🔥 Use action models to control robots\n* 🌐 Connect remotely to your robots\n* 💻 Run on any OS (macOS, Linux and Windows)\n* 🦾 Compatible with the SO-100, SO-101, WX-250 and AgileX Piper\n* 🔧 Extend it with your own robots and cameras\n\n## Train your first robotic action model today\n\nGo to our Github repo ([phospho-app/phosphobot](https://github.com/phospho-app/phosphobot)) and get started in minutes.\n\nDon’t have a robot? Order one here: [robots.phospho.ai](http://robots.phospho.ai)\n\nWant to integrate custom robots, train more complex models or have a specific request? Contact us at [contact@phospho.ai](mailto:contact@phospho.ai).",
        "url": "https://www.ycombinator.com/launches/NYk-phospho-give-a-brain-to-your-robot",
        "votes": 12,
        "created_at": "2025-05-20T21:21:44.627Z"
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    "id": 29356,
    "name": "Centralize",
    "slug": "centralize",
    "former_names": [
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    "website": "https://www.usecentralize.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Centralize is the relationship intelligence platform for enterprise revenue. We show reps who they know inside every deal, who they're missing, and the fastest path to the decision-makers who close it. We're building the graph of who trusts who in B2B.",
    "one_liner": "The relationship intelligence platform for enterprise revenue",
    "team_size": 9,
    "industry": "B2B",
    "subindustry": "B2B -> Sales",
    "launched_at": 1699493825,
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    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/usecentralize",
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      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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        "user_id": 1541841,
        "full_name": "Rachit Kataria",
        "title": "Founder/CEO",
        "founder_bio": "Rachit is the co-founder and CEO of Centralize, the all-in-one deal workspace for high ACV revenue teams. Prior to Centralize, he was the product tech lead at AtoB (YC S20) and built the foundations of their partner-funded discounts and telematics fraud suite. Before that, he was a founding engineer on Facebook Shops and helped scale the product to hundreds of millions of MAUs. He's originally from the Bay Area and received a BS / MS in CS from the University of Southern California.",
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        "user_id": 1322708,
        "full_name": "Will Wang",
        "title": "Founder/CTO",
        "founder_bio": "Will is the co-founder and CTO of Centralize, the all-in-one deal workspace for high ACV revenue teams. Prior to Centralize, Will started the prototyping team at Slack & led the initial launch of Huddles, the fastest growing product in Slack history. He also led engineering & product for Clips, Save For Later, Lists & other experimental verticals. Will was also the 1st engineer at Capture, where he built much of the product from the ground up.",
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        "linkedin_url": "https://linkedin.com/in/williamwang77",
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        "id": 94472,
        "title": "Software Engineer (Product)",
        "url": "https://www.ycombinator.com/companies/centralize/jobs/4dgWq6o-software-engineer-product",
        "location": "San Francisco, CA, US / New York, NY, US / Remote (US)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$190K - $260K",
        "equity_range": "0.20% - 0.40%",
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      {
        "title": "Centralize is the GPS for Enterprise Deals",
        "url": "https://www.youtube.com/watch?v=dZLVDPzPITg",
        "date": "Sep 08, 2026"
      }
    ],
    "launches": [
      {
        "id": 82598,
        "title": "🤝 Centralize - AI-powered org charts for enterprise sales",
        "tagline": "The relationship intelligence platform for B2B revenue teams",
        "body": "Hey everyone! We’re Rachit and Will, the founders of [Centralize](https://usecentralize.com/).\n\n**tl;dr**: Centralize is the relationship intelligence platform for enterprise sales. We help enterprise sellers 2x their deal velocity and boost win rates by up to 56% with automatic account mapping and contact insights.\n\n---\n\n—\n\n## Problem\n\nUnderstanding customer relationships is crucial to the entire enterprise sales lifecycle, from closed won to renewal and upsell. The best teams use **account mapping,** but it’s an entirely manual and tedious exercise today. Reps are stuck making instantly outdated org charts in Powerpoint or juggling extensive CRM lists in their minds. That doesn’t even factor in ongoing conversations across stakeholders — **all of that revenue-influencing data** is buried in jumbled CRM fields, call transcripts, notes, and emails.\n\nThe result?\n\nDeals fall through due to champion blind spots. Reps don’t have enough time to prep well for calls. Pipeline reviews end in ambiguity and concerns around “happy ears”.\n\n**❌ Stalled pipeline, hours of admin overhead, and poor win rates ❌**\n\nWhat if the entire account mapping process could be automated with contact-level conversation insights?\n\n## Solution\n\n![uploaded image](/media/?type=post&id=82598&key=user_uploads/1541841/e4e3e4a0-383f-405e-a273-f6a4fa325524)\n\n**Centralize is the relationship intelligence platform for enterprise sales, helping revenue teams say the right thing, to the right person, at the right time.**\n\nOur enriched dynamic org charts make cross-department multithreading a breeze. Contact priorities update in real-time using AI-generated conversation insights from emails and calls. In-depth account planning becomes scalable and pipeline reviews now take minutes, giving leaders an objective, birds-eye view of each deal.\n\nDesigned for the entire revenue team, our platform offers unlimited seats for sales reps, leaders, CSMs, and AMs. Best of all, we meet you where your team works, right within your CRM.\n\nThe result?\n\n**✅ 2x deal velocity and increased win rates by up to 56% ✅**\n\n![uploaded image](/media/?type=post&id=82598&key=user_uploads/1541841/05dc40bf-33d5-48b6-92b8-cd6775d10254)\n\n## Team\n\n![uploaded image](/media/?type=post&id=82598&key=user_uploads/1541841/3c552384-328c-43de-a128-7b122c31979f)\n\n[Rachit Kataria](https://www.linkedin.com/in/rachitkataria/) and [Will Wang](https://www.linkedin.com/in/williamwang77/) met their first week of Freshman year at USC (fight on ✌🏽) and have been friends for almost a decade.\n\nRachit was a founding engineer on Facebook Shops and helped scale it to 250M MAUs. He left to tech lead product engineering at AtoB (S20) where he built the foundations of fuel card fraud detection. Will prototyped and led the launch of Huddles, the fastest growing product in Slack history. He left to build the future of personal productivity at Capture (W19).\n\nThroughout these experiences, both have seen first-hand how important relationships are to the initial close and continued success of an account.\n\nTogether, they’re on a mission to bring relationship intelligence to every B2B company.\n\n## 🙏🏽 Our Ask\n\nIf you run a mid-market / enterprise / strategic sales motion, let’s chat! We work with fast-growing businesses ranging from Series A to pre-IPO, so you’re in great company.\n\n[Book a demo](https://cal.com/rachit-kataria/centralize-demo) or reach out to us at [founders@usecentralize.com](mailto:founders@usecentralize.com) 😊",
        "url": "https://www.ycombinator.com/launches/LUE-centralize-ai-powered-org-charts-for-enterprise-sales",
        "votes": 7,
        "created_at": "2024-07-31T15:15:07.833Z"
      },
      {
        "id": 78889,
        "title": "🧠 Centralize - Demystify customer conversations and unlock revenue",
        "tagline": "The missing customer intelligence platform for B2B revenue teams",
        "body": "👋🏼 Hey everyone! We’re [Rachit](https://www.linkedin.com/in/rachitkataria/) and [Will](https://www.linkedin.com/in/williamwang77/), the founders of [Centralize](https://www.usecentralize.com/).\n\n**tl;dr:** Centralize is the new way for pre and post-sales teams to fully understand their customers, in one place. We’re the missing revenue tool that B2B companies use to win more deals, upsell customers, and eliminate churn.\n\n—\n\n## **Problem**\n\nEvery SaaS company has a revenue problem. Budgets are tightening, which means new deals are harder to close and existing customers are quicker to churn. Now, more than ever, Sales and Success teams need to deeply understand customer conversations across time, tools, and stakeholders.\n\nUnfortunately, this is impossible at scale. **All of that revenue-influencing data is** **hidden** in a sea of CRM fields, call transcripts, notes, emails, and tickets. For even the best teams, getting visibility across data silos, sifting through text for hours, and connecting the dots is **a herculean task**.\n\nThe result?\n\nSales reps can’t reference relevant customer stories during prospect calls to seal the deal. They get bottlenecked internally, hoping Success has the answers. CSMs don’t have the full picture of the customer journey either and can’t maximize upsell and renewal outcomes.\n\n**❌ Slower qualification, stalled pipeline, dropped deals, and more churn ❌**\n\n## **Solution**\n\nCentralize is the first customer intelligence platform that helps B2B revenue teams tell the right story, every time. We automatically centralize (😉) and analyze touch points across high-touch accounts, creating the perfect “customer brain”.\n\n**Sales** gets a ranked list of reference customers ahead of any prospect call. They get _in-context_ insights about use cases and solutions that can be used to craft a personalized narrative. Reps, new or experienced, always come across as empathetic experts and win more deals.\n\n![uploaded image](/media/?type=post&id=78889&key=user_uploads/1541841/8273fb60-4936-448b-85b0-5ccab0a104a8)\n\n**Success** gets a real-time customer dashboard to understand accounts at a glance. Leadership and ICs can go deeper with instant, self-serve answers to _any customer question_. Renewals, reporting, and QBRs become a breeze when you know exactly what’s happening on the ground.\n\n![uploaded image](/media/?type=post&id=78889&key=user_uploads/1541841/7cd7e0cb-0041-4afe-ab28-520f18c0fe3b)\n\nThe result?\n\n**✅ Qualify 10x faster, boost lead to opportunity conversion rates, win more deals, drive upsells, and eliminate churn ✅**\n\n## **Team**\n\n![uploaded image](/media/?type=post&id=78889&key=user_uploads/1541841/34599b9e-7c0a-4f1b-8d4b-bb42ee45f884)\n\nRachit Kataria and Will Wang met their first week of freshman year at USC (fight on ✌🏽) and have been friends for almost a decade.\n\nRachit was a founding engineer on Facebook Shops and helped scale it to 250M MAUs. He left to tech lead product engineering at AtoB (S20) where he built the foundations of fuel card fraud detection. Will prototyped and led the launch of Huddles, the fastest growing product in Slack history. He left to build the future of personal productivity at Capture (W19).\n\nThey know that it pays to be customer-obsessed and they’re on a mission to make that incredibly easy for every B2B company.\n\n## **Ask**\n\nYour revenue teams need to understand customer context to move the needle, and we’re here to help!\n\nIf you know any sales or success leaders who could benefit from Centralize, please send them our way.\n\nIf you are one, we’d love to chat! [Book a demo](https://cal.com/rachit-kataria/centralize-yc-launch) or reach out to us at [founders@usecentralize.com](mailto:founders@usecentralize.com) 😊\n\n---",
        "url": "https://www.ycombinator.com/launches/KWP-centralize-demystify-customer-conversations-and-unlock-revenue",
        "votes": 106,
        "created_at": "2024-02-29T07:47:49.126Z"
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    "long_description": "Salvy is a mobile carrier for businesses in Brazil. Over 1800 companies use Salvy to manage over 20,000 mobile lines, cutting costs by over 50%.\r\nThe founders have worked many years together in Brazil's largest fintechs (Nubank and EBANX).\r\n\r\nToday, every carrier in Brazil has roughly the same network quality - it isn't a differentiator. If you're an IT manager who needs to deploy 2k lines, you want an integrated and seamless solution. You need to deploy this resource, fast. Salvy provides a software layer that makes deploying and managing mobile lines a fast and efficient process, integrated with HRIS, ERPs, and others.\r\n\r\nThis is a massive market: there are 55 million b2b mobile lines in Brazil, which adds up to 5 billion dollars in ARR in just one country. ",
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        "title": "Salvy raises $1M round, with participation from Y Combinator and led by SaaSholic. | Blog da Salvy",
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        "date": "Feb 20, 2024"
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      {
        "title": "\n        Seu plano corporativo de telefonia parou no tempo? A Salvy quer ser uma alternativa - Brazil Journal",
        "url": "https://braziljournal.com/seu-plano-corporativo-de-telefonia-parou-no-tempo-a-salvy-quer-ser-uma-alternativa/",
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        "id": 78582,
        "title": "Salvy - Simplifying Telco for businesses in Brazil",
        "tagline": "We allow more than 250 companies to easily purchase and manage their mobile lines while reducing costs.",
        "body": "We're [Artur](https://linkedin.com/in/arturnegrao), [Lucas](https://linkedin.com/in/lucas-rosa-3080b43b), [Hudo](https://linkedin.com/in/hudo-assenco), and [Duda](https://www.linkedin.com/in/mariaeduardakumlehn/), the team behind [Salvy](https://www.salvy.com.br). We're **simplifying mobile and IT management for businesses**. Our mission is to cut through the chaos of telecom and IT services in Brazil.\n\n![uploaded image](/media/?type=post&id=78582&key=user_uploads/928768/83c1a053-91c7-452f-98f5-394c85819498)\n\n# **The Problem**\n\nCompanies in Brazil are tangled in complex telecom contracts and lost in inefficiencies. It's a universal headache, especially for businesses scaling up. That's where we step in.\n\n### Customer Pains\n\n1. **Cost inefficiency.** Companies use only 30% of what they purchase and around 20% of mobile lines are unused.\n2. **No transparency.** Companies don't know who is using it, how much they are using and for what.\n3. **Companies have no autonomy to manage their lines.** The mobile operators offer a very limited platform, increasing the need for customer service.\n4. **Awful customer service.** Incumbents provide low autonomy customer service that leaves customers with no effective help.\n5. **Confusing payments.** Invoices are long and confusing. Big companies have to hire consultants to understand how much they are paying. Some customers have over 120 telecom invoices a month.\n\n# **Our Solution**\n\nSalvy simplifies how companies **purchase and manage mobile telecom, turning it into SaaS**. Our platform provides a transparent, efficient way to handle mobile lines and IT demands (such as inventory management), minus the traditional hurdles.\n\nWe use AI to read telecom invoices and help companies migrate to Salvy. In just over a year, we've acquired +250 companies and have a 322% NDR with a 0,2% churn.\n\n[https://www.youtube.com/watch?v=Io7iavc7qc0](https://www.youtube.com/watch?v=Io7iavc7qc0&t=2s)\n\n### **Our Vision**\n\nOur goal is to be the **one-stop-shop solution for all things IT**, much like Rippling IT Cloud. We're using telco as a gateway to provide other solutions such as inventory and SaaS management, using AI to empower these solutions with speed and efficiency. We believe in three strategies:\n\n1. Retention is inherent in B2B mobile telecom when you do a good job and there are no loyalty contracts.\n2. Mobile telco works as the gateway to other IT solutions for mid-sized companies\n3. If you can work as a one-stop-shop software for IT, you can build a really successful business.\n\nThank you for getting to know more about us and feel free to [reach out to us](mailto:artur@salvy.com.br) for more details!",
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        "votes": 638,
        "created_at": "2024-02-21T00:01:48.712Z"
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        "title": "Show HN: gpudeploy.com – \"Airbnb\" for GPUs | Hacker News",
        "url": "https://news.ycombinator.com/item?id=40260259",
        "date": "May 05, 2024"
      }
    ],
    "launches": [
      {
        "id": 80936,
        "title": "GPUDeploy.com – Airbnb for GPUs",
        "tagline": "GPUDeploy is a software solution and marketplace for renting low-cost on-demand GPUs now",
        "body": "tl;dr [gpudeploy.com](http://gpudeploy.com) is Airbnb for GPUs. It is a marketplace and easy-to-integrate software for renting out the over $1bn in cheap, high-quality compute that is sitting around unused (see e.g. [gpulist.ai](http://gpulist.ai)). We are two engineers from Cambridge and ETH Zürich with experience in Robotics and Deep Learning.\n\n —\n\nHi, we’re Nico and Lukas, the cofounders of Aedilic (doing business as GPUDeploy).\n\n![uploaded image](/media/?type=post&id=80936&key=user_uploads/942043/2bc19071-a70a-48a6-9ad0-8996c9326e36)\n\nWe met in high school when we were both 14 and bonded over our interest in coding. Our first project was a [cookie-clicker game](https://soda-factory.github.io/) that we wrote during a sleepover two weeks after meeting for the first time.\n\nNico has since received a Masters in Econometrics from the University of Cambridge with a research focus on the mathematical theory of Machine Learning algorithms ([Random Forests](https://arxiv.org/abs/2403.06015), [DBSCAN](https://arxiv.org/abs/2403.14798)). Lukas holds a Masters from ETH Zürich, where he trained robot dogs at the Robotics Systems Lab, using the latest Machine Learning models. During his Masters, he wrote the official ETH Zürich [RSL open-source Reinforcement Learning “algorithms” library](https://github.com/leggedrobotics/rsl_rl/tree/algorithms). His [Master's thesis](https://arxiv.org/abs/2309.14246) was published in the highest-ranked Robotics conference (ICRA) this year.\n\n**There is a lot of cheap, high-quality, unused compute sitting around**\n\n[gpulist.ai](https://gpulist.ai) alone lists over $1bn in unrealized contract value. These are the latest Nvidia models in cutting-edge data centers, with Infiniband interconnect and perfect internet. They are cheap because nobody books them. Meanwhile, research labs and AI companies are looking for cheap, high-quality compute but will not go through unknown, unclear websites and the associated sales process. We allow them to book pre-configured GPU instances on-demand at wholesale prices that they would normally need to negotiate.\n\nWe’ve built software that makes idle GPUs in data centers accessible and super simple to book and use via our website. Data-centers and AI companies with idle compute have the option to list instances on the spot market as soon as they are available, it takes 5 minutes to set up. Unlike other solutions, our software enables fractional use of GPU boxes, so 8 GPUs can be rented out to 8 different people.\n\n**Other options are either expensive, booked out, or a pain to use**\n\nWe know how inconvenient current solutions are because we’ve dealt with them, both at university and for the previous iteration of this startup (robotics-related).\n\nFor example, Lukas, during his time at ETH, was given a blank check by his lab to book GPUs for his research. He spent the entire night with his supervisor going through Google Cloud to scrape together a few GPU instances; Google will only tell you that an H100 is unavailable in Region X **after** you configured and launched your instance. Plus, they were expensive, with an A100 SXM 40GB at $3.60/gpu/hour (compare this to $1.28 on our site).\n\n**Solution: GPUDeploy**\n\nGPUDeploy is a software solution and marketplace for renting GPUs. We have made our site simple, to the point, and opinionated - there are no hurdles between you and booking a GPU. We offer very competitive pricing and ensure that the compute instance you book is reliable and meets our benchmarks.\n\n![uploaded image](/media/?type=post&id=80936&key=user_uploads/942043/3b64efe2-a067-41d3-8d8c-039e5c80962d)\n\nWe both have a spot offering and an Airbnb-like experience for long-term bookings. We match your spot request with available compute resources that meet our standards. You can then simply connect to the machine to run your workloads.\n\nWe launched with a [Show HN](https://news.ycombinator.com/item?id=40260259) four weeks ago, which immediately got #1 and stayed on the front page for 2 days.\n\nTry it out!  \n\n**Our ask:**\n\n* If you need GPUs, try it out.\n* If you have compute, try renting it out on our site. It’s really simple (2 commands) and flexible, and we help with custom onboarding. For example, you can make a profit of \\~$3000k a year with an RTX4090. Currently, the majority of our computing is booked out. Anyone is able to add compute, but we will sort out unreliable providers immediately.\n* We collaborate with data centers. If you have a cloud with idle GPUs, reach out.\n\n\\\nMessage [nico@gpudeploy.com](mailto:nico@gpudeploy.com) or [contact@gpudeploy.com](mailto:contact@gpudeploy.com) for any questions.",
        "url": "https://www.ycombinator.com/launches/L3Q-gpudeploy-com-airbnb-for-gpus",
        "votes": 14,
        "created_at": "2024-05-17T22:23:42.882Z"
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    "team_size": 21,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
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    "tags": [
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    "batch": "Winter 2024",
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    "regions": [
      "Jordan",
      "Middle East and North Africa",
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      "Partly Remote"
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    "url": "https://www.ycombinator.com/companies/open",
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    "year_founded": 2024,
    "city": "Amman",
    "country": "JO",
    "linkedin_url": "https://www.linkedin.com/company/opencopilot",
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      "name": "Nicolas Dessaigne",
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    "founders": [
      {
        "user_id": 939439,
        "full_name": "Mohammad Gharbat",
        "title": "Founder",
        "founder_bio": "Building Open.cx",
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        "title": "Enterprise Account Executive (new business), Europe",
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        "location": "Amsterdam, NH, NL / Amsterdam, North Holland, NL / DE / ES / Remote (Amsterdam, NH, NL; Amsterdam, North Holland, NL; DE; ES)",
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        "role": "Sales",
        "role_type": null,
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        "title": "Enterprise Account Executive (new business) ",
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    ],
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      {
        "title": "Open.cx Closes $1.52M Funding Round to Disrupt Customer Support with Advanced AI Solutions",
        "url": "https://theaiinsider.tech/2025/01/13/open-cx-closes-1-52m-funding-round-to-disrupt-customer-support-with-advanced-ai-solutions/",
        "date": "Jan 13, 2025"
      },
      {
        "title": "Adriaan Mol, Mollie CEO Koen Köppen, and YC back this new AI startup: Know more  - Silicon Canals",
        "url": "https://siliconcanals.com/adriaan-mol-koen-koppen-back-open-cx/",
        "date": "Jan 13, 2025"
      },
      {
        "title": "Adriaan Mol, Mollie-ceo Koen Köppen en Y Combinator investeren samen ruim 1,5 miljoen dollar in Open.cx, een AI-tool voor customer support die is ontwikkeld door ex-Mollie-medewerker Mohammad Gharbat.",
        "url": "https://mtsprout.nl/nieuws/facebook-moeder-kapt-met-dei-initiatieven-abn-amro-wil-franse-topvrouw",
        "date": "Jan 12, 2025"
      },
      {
        "title": "Revolutionizing Customer Support: Open.cx Secures $1.52M in Pre-Seed Funding - CEOWORLD magazine",
        "url": "https://ceoworld.biz/2025/01/13/revolutionizing-customer-support-open-cx-secures-1-52m-in-pre-seed-funding/",
        "date": "Jan 12, 2025"
      },
      {
        "title": "Adriaan Mol stapt in veelbelovende AI-start-up - Emerce",
        "url": "https://www.emerce.nl/nieuws/adriaan-mol-stapt-veelbelovende-aistartup",
        "date": "Jan 12, 2025"
      }
    ],
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        "id": 86713,
        "title": "Open - Enterprise AI Customer Support",
        "tagline": "All-in-one, truly AI-driven platform for customer support. Scale to millions while maintaining a personal touch with each customer.",
        "body": "### **tl;dr**\n\n[Open.cx](http://Open.cx) is an AI-powered, all-in-one customer support and communication platform designed for enterprises and high-growth businesses.\n\nIn the last few months, our customers have processed and resolved thousands of complex issues using our AI agents in industries like payment service providers, security, and e-commerce.\n\n<https://youtu.be/FhPEcRJV_hw>\n\nToday, Open is the only AI customer support platform in the **WORLD** that allows you to train AI agents from more than 27 sources in one click, deploy these agents on the Web (widget), email support, phone calling support, SMS, WhatsApp, Slack, and more channels (ALL AI)— while giving you very precise auto-recommendations on how to make your AI agents better. You can train these agents to solve the most complex support problems (L2 and L3 support issues and way beyond simple text answers).\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/ee8f7492-5d67-4459-924a-4a499c13995f)\n\n_(Unified AI inbox for web, email, SMS, WhatsApp, phone calls and more)_\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/119684d3-68a3-4284-bbaa-8d3dd2659a8d)\n\n_(Outbound support with AI phone calls, AI SMS Messages, and emails)_\n\n---\n\n---\n\n---\n\n---\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/f5409c0a-1c83-41fb-af96-f110002a971c)\n\n_(Contacts are auto-enriched with AI)_\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/8996c731-37f7-4f31-bc47-8c82caa46912)\n\n_(Train your AI agents with pre-made knowledge connections)_\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/cbf8ebd7-3ab3-402b-a61d-f366a39aca35)\n\n_(Complete control over your AI channels, settings, phone numbers and more)_\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/de92626c-f1db-4b0b-a9ed-8e6e39a3084c)\n\n_(Built with security in mind)_\n\n![uploaded image](/media/?type=post&id=86713&key=user_uploads/939439/088459d2-b6f7-4dfc-b951-8e3d07664826)\n\n(Easy-to-understand reports)\n\n### Problem\n\nThe current customer support and communication landscape is fundamentally flawed:\n\n1. **Scaling without sacrificing quality**:\n\n   Companies struggle to manage increasing ticket volumes across channels while maintaining high customer satisfaction. Adding headcount isn’t sustainable, and current tools lack the intelligence to keep up.\n2. **Fragmented and unintelligent tools**:\n\n   Businesses rely on a disconnected array of systems—one for email, another for phones, and another for chat. These tools don’t communicate, and even AI-based solutions are often limited to handling basic inquiries, leaving agents burdened with complex tasks.\n\n   Ask yourself: _How many tools did you use in 2024 to talk to your customers and to understand them better?_ We think it should be **one**.\n3. **Inadequate AI for Enterprise Needs**:\n\n   Current AI agents are optimized for basic, repetitive tasks like FAQs or simple ticket routing. They fail to handle the complexity of enterprise operations, where business rules, workflows, and logic require tailored, context-aware AI that can adapt to each organization’s unique needs. Enterprises need AI that doesn’t just automate—it understands, acts, and integrates into their processes.\n\nThis inefficiency leads to slow resolutions, frustrated customers, and rising costs.\n\n### Solution: Open.cx\n\n1. **AI at the Front Line**:\\\n   [Open.cx](http://Open.cx)’s AI manages all channels—web, phone, email, WhatsApp, chat, SMS, and Slack— fast, accurate, and consistent responses for every interaction.\n2. **Clear Handoff to Humans**:\\\n   When human intervention is needed, [Open.cx](http://Open.cx) simplifies the transition, we allow AI and human agents to collaborate effectively in a unified workspace.\n3. **Optimized for Complex Support (L2, L3)**:\\\n   We excel at handling advanced (L2 and L3) tickets, from technical troubleshooting to intricate workflows, going far beyond basic automation.\n4. **Trainable**:\\\n   We integrate with 28+ training sources (Notion, Confluence, Google Drive, Dropbox, and more), so wherever your customer support knowledge resides, we can sync it with the AI.\n5. **Enterprise-Grade Features**:\\\n   With customizable workflows, deep business logic integration, and advanced automation.\n6. **Massive Customer Understanding**:\\\n   Our **Voice of Customer (VOC)** feature provides actionable insights from every interaction, helping businesses improve products and prioritize features.\n\n### **Ask**\n\nIf your company gets more than 5,000 support tickets per month, let us know—we can help. We have a high-touch approach, and our product is super fun to work with (not my words, XD).\n\n[mo@open.cx](mailto:mo@open.cx) or [book a call.](https://cal.com/opencopilot/discovery-call-open?date=2025-01-08&month=2025-01)",
        "url": "https://www.ycombinator.com/launches/MYb-open-enterprise-ai-customer-support",
        "votes": 36,
        "created_at": "2025-01-09T15:42:53.139Z"
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        "full_name": "Akshay Megharaj",
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        "founder_bio": "Akshay has 8+ years experience of working as a software engineer at consumer startups in India including decacorns Flipkart & Swiggy. Akshay was the first engineer at Flipkart Commerce Cloud, which is a new cloud offering from Flipkart currently valued at $3 billion internally. ",
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        "title": "Wuri: Read fiction stories as immersive visual novels",
        "tagline": "We use AI to transform text stories into visual novels with audio, images & videos, in real time",
        "body": "**tl;dr:** Fiction readers are quickly gravitating towards visual stories, but the current selection isn’t enough to satisfy their appetite. Expanding the selection is difficult for existing platforms because it takes at least thirty man days to launch a one-hour-long visual story. Wuri makes this instantaneous by using AI to transform text stories on the web into visual novels in real time, offering our readers an endless library. **Check out our** **app on** [**Android**](https://play.google.com/store/apps/details?id=ai.wuri.portal&hl=en_US) or [**iOS**](https://apps.apple.com/us/app/wuri-books-comics-stories/id6450294532)**!**\n\n**—**\n\nHi everyone, we are [Akshay](https://linkedin.com/in/akshay-megharaj-aba3646) and [Pratik](https://linkedin.com/in/pratikgangwal). We have been friends for 12 years and spent 10 months in 2023 building visual stories (we did everything from writing the plots to creating assets and launching on our app). The problems and the opportunities we saw during that journey made us start [Wuri](https://www.wuri.ai/).\n\n![uploaded image](/media/?type=post&id=79450&key=user_uploads/825095/4a94e14d-4e0a-4b14-b008-3e6db76d3697)\n\n### **The Problem**\n\n**Fiction readers worldwide are spending more time and money on visual stories, but the current selection isn’t enough to satisfy their appetite.**\n\n* **Increasing demand:** Webtoon is the largest visual story player with 80Mn+ global MAU, \\~$1.7Bn annual revenue, 30%+ y-o-y growth\n* **But very limited selection vis-a-vis text stories:** In the past 20 years, Webtoon creators have created about 1Mn titles, while on platforms like Wattpad (text web novels), more than 500Mn stories have been written in the same time frame.\n\n**Expanding the selection is difficult for existing platforms because even with the latest genAI tools, it takes about thirty man-days to create a one-hour-long visual story.**\n\n* And without genAI tools, it takes about 300 man-days and a lot of skill to create a one-hour-long visual story.\n\n### **✨ Our Solution**\n\nWuri is a fiction story-reading app that uses AI to transform text stories on the web into visual novels in real time. Our visual novels have bite-sized stories with beautiful characters, background images & videos, and audio. Our tech lets us provide our users with an endless library of amazing visual novels, and they have showered us with a lot of love and usage.\n\nA glimpse of our app!\n\n![uploaded image](/media/?type=post&id=79450&key=user_uploads/825095/825daacd-c4ea-4bf4-82ab-00845591e28f)\n\n### **🙏 Asks**\n\n**a. Download our app on [**Android**](https://play.google.com/store/apps/details?id=ai.wuri.portal&hl=en_US) or [**iOS**](https://apps.apple.com/us/app/wuri-books-comics-stories/id6450294532)!** Currently, we’re live with bite-sized text with contextual & beautiful backgrounds. Share your feedback with us at [founders@wuri.ai](mailto:founders@wuri.ai).\n\n**b. Share this post!** This will help us [discover](https://play.google.com/store/apps/details?id=ai.wuri.portal&hl=en_US) [more](https://apps.apple.com/us/app/wuri-books-comics-stories/id6450294532) users who might enjoy reading fiction stories on Wuri.",
        "url": "https://www.ycombinator.com/launches/KfS-wuri-read-fiction-stories-as-immersive-visual-novels",
        "votes": 59,
        "created_at": "2024-03-18T00:59:21.908Z"
      }
    ]
  },
  {
    "id": 29362,
    "name": "Pazi",
    "slug": "pazi",
    "former_names": [
      "GPT Pilot",
      "Pythagora (GPT Pilot)",
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    "website": "https://pazi.ai/",
    "all_locations": "",
    "long_description": "Pazi enables people to build agents that run all operations in a company. You create an agent for a position (eg. developer, devops, social media manager, SDR, etc.), you give it a goal (eg. reach 10k followers on X) and let it create a plan, start checking in with you, oversee how the goal is coming up.",
    "one_liner": "Platform where autonomous companies are built",
    "team_size": 7,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1709274350,
    "tags": [
      "Developer Tools",
      "Security",
      "Web Development",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
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    "industries": [
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      "Engineering, Product and Design"
    ],
    "regions": [
      "Remote",
      "Partly Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": [
      {
        "question": "How did your company get started? (i.e., How did the founders meet? How did you come up with the idea? How did you decide to be a founder?)",
        "answer": "Senko and Zvonimir met at a startup event in 2016. when Senko was looking for someone who would lead a side project that he started. Zvonimir accepted the challenge, we turned that project into a company, and 5 years later, in 2021., we sold the company to Miro.Leon and Zvonimir have been best friends since starting college in 2009. and after the Miro acquisition, we started learning ML together and playing with different ideas. In 2023. we created our first open-source project for generating automated tests with AI and it quickly gained 1.4k Github stars. After talking to users and observing how AI is evolving, we decided to pivot to GPT Pilot, which became one of the fastest-growing open-source projects ever.While we worked on the GPT Pilot, Senko was exploring a similar idea, so finally, in October 2023. we decided to join forces and build Pythagora together."
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    ],
    "url": "https://www.ycombinator.com/companies/pazi",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/pazi.json",
    "year_founded": 2026,
    "city": null,
    "country": null,
    "linkedin_url": "https://www.linkedin.com/company/pazi-agi",
    "x_url": "https://x.com/pazidotai",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/pythagora",
    "github_url": "https://github.com/Pythagora-io",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/39be77a3f81a0c68f20c5bdfe6e6a34a1979d88c.png",
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    "primary_partner": {
      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
    },
    "founders": [
      {
        "user_id": 170713,
        "full_name": "Zvonimir Sabljić",
        "title": "Founder",
        "founder_bio": "I am an engineer and a technology entrepreneur. I cofounded AWW (A Web Whiteboard), which became a major player in the online whiteboard market. AWW had 1.5M MAU, with Apple as our largest customer. In 2021, it was acquired by Miro.\n\nI created two successful open source repositories - automated testing repo that got 1.4k Github stars and now, GPT Pilot, which has over 22k stars.\n\nCurrently, I'm working on bringing software development into the AI age.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/zvonimirsabljic",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/803057e47b472c272931d6eb920cdd64309d33c9.jpg"
      },
      {
        "user_id": 1047121,
        "full_name": "Leon Ostrež",
        "title": "Founder/CTO",
        "founder_bio": "Software engineer, computer scientist (M.Sc.) and entrepreneur. Problem solving and attention to details with big persistence is my passion.\nI led the tech team at Faze Clan before they went public at $1B valuation and was a key contributor of Plex at Ericsson - the core language that handles 25% of the world's 2G and 3G network communication.\nI created two successful open source repositories - automated testing repo that got 1.4k Github stars and now, GPT Pilot, which has over 22k stars.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/leon-ostrez-b55494178",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/7b9f05415e358fa6c4ea514bc40840e1c268fd40.jpg"
      }
    ],
    "jobs": [],
    "news": [
      {
        "title": "Y-Combinator-backed Pythagora AI secures $4M for open source app development with AI - Tech.eu",
        "url": "https://tech.eu/2024/05/14/y-combinator-backed-pythagora-secures-4m-funding-revolutionizing-app-development-with-ai/",
        "date": "May 14, 2024"
      }
    ],
    "launches": [
      {
        "id": 91577,
        "title": "Pythagora: All-in-one AI development platform",
        "tagline": "Try Pythagora and transform your ideas into production ready apps!",
        "body": "### **TLDR**\n\nPythagora is an all-in-one AI dev platform that is focused on building production-ready apps that you can deploy, use, and share.\n\n[Video](https://www.youtube.com/watch?v=o1nEvwjKziw)\n\n### **Problem**\n\nWe built Pythagora after seeing too many AI-generated projects either abandoned at the first sign of trouble or trapped in endless \"fix it\" loops with no visibility into what's actually happening. Without proper logs, breakpoints, or debugging tools, users were left guessing and rebuilding repeatedly.\n\n![uploaded image](/media/?type=post&id=91577&key=user_uploads/1047121/e2ca5b1e-9f0d-40ae-b6fc-30a24cf4abfe)\n\n### **Another codegen tool?**\n\nWhile other platforms focus on the initial \"wow\" of code generation, we've designed for the complete reality of software development. Every application will face challenges when it meets real users with real data.\n\nOur key differences:\n\n1. Overview: Clear overview of the project roadmap and your current progress.\n2. End-to-end development: From project planning to deployment (our cloud backed by AWS or your own infra - take your code wherever)\n3. Tools access - Easy access to app preview, logs, and knowledge base.\n4. Real debugging tools: Breakpoints, logs, and database inspection when something inevitably breaks\n5. Full-stack architecture: Proper backend, frontend, and database relationships, not just UI demos\n\n### **Final thoughts**\n\nWe're most proud that Pythagora treats your applications as living projects, not disposable demos. The platform shines exactly where others fall short: when you need to fix, improve, and deploy what you've built.\n\nStop treating AI-generated apps as disposable. Start building applications worth maintaining, fixing, and deploying.\n\n* **Explore apps built with Pythagora:** [pythagora.ai/examples](http://pythagora.ai/examples)\n* Read case studies of users creating meaningful apps: [pythagora.ai/case-study](https://www.pythagora.ai/case-study)\n\n### [**🙏**](https://www.pythagora.ai/case-study-medical-research) Ask\n\nIf you know a company that’s looking to build internal tools, please connect us. I’d be happy to give them a demo.",
        "url": "https://www.ycombinator.com/launches/Np3-pythagora-all-in-one-ai-development-platform",
        "votes": 14,
        "created_at": "2025-06-24T14:25:35.556Z"
      },
      {
        "id": 84468,
        "title": "🧮 Pythagora - Build tools completely in natural language",
        "tagline": "Pythagora is an AI dev tool that enables humans to build production ready apps using only natural language.",
        "body": "TLDR; Pythagora is a VS Code Extension that writes all the code for the app you want to build and talks to you whenever it needs a creative decision or feedback. It is focused on building production-ready apps that you can deploy and use, so to achieve that, it keeps you, the human, in the loop throughout the entire development process. Pythagora manages the entire codebase and talks to you in natural language.\n\n### **🤨 Problem**\n\nToday, new AI dev tools come out almost weekly. While many showcase impressive demos, very few prove their worth in building real-world, production-level applications. We think that this is because they don’t put the human in the loop enough. There is a notion that apps can be built just by writing 2 sentences of what kind of an app you want, and then you just wait until AI comes back with a fully built application.\n\nWe believe that humans have to be involved in the entire process of app development to give timely feedback so that AI can make changes as it works on specific features.\n\n### **💡 solution**\n\n![](https://www.ycombinator.com/media/?type=post&id=79066&key=user_uploads/170713/2c530744-eaf9-4870-9e87-d4bfd806082d)\n\nPythagora talks to the user throughout the entire development process. First, it creates a plan for building the entire application. Then, it goes task by task, implementing each one, but before going on to the next one, it asks the user to test whether it’s working as intended. We noticed that very often, Pythagora implements a feature correctly, but users, once they see how a feature works, decide they want it to work differently.\n\n* Watch the full crash course on how to use Pythagora here: [https://youtu.be/HIIHx0kErPc](https://www.youtube.com/watch?v=4g-1cPGK0GA)\n* **Explore apps built with Pythagora:** [pythagora.ai/examples](http://pythagora.ai/examples)\n* Read case studies of users creating meaningful apps: [pythagora.ai/case-study-medical-research](http://pythagora.ai/case-study-medical-research)\n\n### [**🙏**](https://www.pythagora.ai/case-study-medical-research) **Ask**\n\nIf you know a company that’s looking to build internal tools, please connect us. I’d be happy to give them access to Pythagora v1 and do a demo.",
        "url": "https://www.ycombinator.com/launches/LyO-pythagora-build-tools-completely-in-natural-language",
        "votes": 9,
        "created_at": "2024-10-02T18:00:05.786Z"
      },
      {
        "id": 79066,
        "title": "Pythagora - First complete AI developer that builds apps by talking to you",
        "tagline": "Open source VS Code extension that enables you to build production-ready apps from scratch in 1/20th of time",
        "body": "**TL;DR** [Pythagora](https://pythagora.ai/) is not a coding assistant or an autocomplete. It’s a true AI developer that takes your requirements, asks you questions, considers what technologies to use, and creates the development plan. Then, it breaks the plan into tasks, writes code, reads the CLI, fixes bugs, iterates, reviews the code, and asks you questions to make sure it’s on the right track.\n\n### 🛤 **OUR JOURNEY**\n\n![uploaded image](/media/?type=post&id=79066&key=user_uploads/170713/273e17b6-e99a-464a-9faf-c5a223e81bb6)\n\n[Senko](https://linkedin.com/in/senkorasic) and [Zvonimir](https://linkedin.com/in/zvonimirsabljic) met at a startup event in 2016. when Senko was looking for someone who would lead a side project that he started. Zvonimir accepted the challenge, we turned that project into a company, and 5 years later, in 2021, we sold the company to Miro.\n\n[Leon](https://linkedin.com/in/leon-ostrez-b55494178) and Zvonimir have been best friends since starting college in 2009. After the Miro acquisition, we started learning ML together and playing with different ideas. In 2023, we created our first open-source project for generating automated tests, and it quickly gained 1.4k Github stars. After talking to users and observing how AI is evolving, we decided to pivot to GPT Pilot, which became one of the fastest-growing open-source projects, now with more than **22k Github stars**.\n\nWhile we worked on the GPT Pilot, Senko explored a similar idea, so finally, in October 2023, we decided to join forces and build Pythagora together.\n\n### **❌ The Problem**\n\nOk, let’s state the obvious - there’s still a huge demand for software development, which is still expensive. On the other hand, we have LLMs that are extremely good at writing code. They can write code snippets like a senior developer but if you ask them to build the full app, it will do a worse job than a junior developer. This is because building production-ready apps is not only writing code. It’s writing code, running it, debugging, iterating, changing requirements, refactoring, and many other mechanisms that developers do every day.\n\nWhile LLMs are getting smarter every single day, they will always be answering machines—they won’t have the mechanics that allow humans to iteratively progress on building an app.\n\nThe good thing is that all these mechanisms are deterministic and repetitive.\n\n### **🌟 Our Solution**\n\n![uploaded image](/media/?type=post&id=79066&key=user_uploads/170713/2c530744-eaf9-4870-9e87-d4bfd806082d)\n\nPythagora is a blueprint of what app development looks like. First, it takes your requirements and asks you questions to clarify how you want your app to look. Then, it thinks about what technologies should be used for your specific app and creates the development plan. Then, it breaks the plan into tasks, writes code, reads the CLI, fixes bugs, iterates, reviews the code, and refactors it. Before making each commit, it asks you questions to make sure that the app works exactly as you want. Finally, it proceeds this way to the next task until the entire app is finished.\n\nMany AI copilots help developers write code faster, but Pythagora goes beyond the current developer experience — we’re reimagining how software development is done.\n\n### **🙏 Asks**\n\nIf you know any company that’s looking to build internal tools, it would be amazing if you could connect us. I’d be happy to demo Pythagora to them.\n\nAlso, it would be amazing if you could share this launch on Linkedin or Twitter.\n\nFinally, join us on [Discord](https://discord.gg/HaqXugmxr9)!",
        "url": "https://www.ycombinator.com/launches/KZG-pythagora-first-complete-ai-developer-that-builds-apps-by-talking-to-you",
        "votes": 36,
        "created_at": "2024-03-05T15:19:41.894Z"
      }
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  },
  {
    "id": 29363,
    "name": "Solari AI",
    "slug": "solari-ai",
    "former_names": [
      "Spare Change",
      "SpareChange",
      "Lytix"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2af699b82335feb5991d34bb94bb5e75f4fb1bbf.png",
    "website": "https://www.usesolari.ai/",
    "all_locations": "New York City, NY, USA",
    "long_description": "Solari gives non-technical team members access to agents that work right out of the box. ",
    "one_liner": "Gives non-technical team members agents that work right out of the box",
    "team_size": 1,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1710554488,
    "tags": [
      "Workflow Automation",
      "Team Collaboration",
      "Chatbots",
      "No-code",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B",
      "Engineering, Product and Design"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/solari-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/solari-ai.json",
    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/solari-ai",
    "x_url": "",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/2af699b82335feb5991d34bb94bb5e75f4fb1bbf.png",
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    "primary_partner": null,
    "founders": [
      {
        "user_id": 547106,
        "full_name": "Sahil Sinha",
        "title": "Founder/CEO",
        "founder_bio": "Grew up between India and the UK.\nClaremont McKenna College '20. \nIntuit Rotational PM Program '20-'22\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/sssinha20",
        "x_url": "https://x.com/Sahils2nd",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/42699344de829a561a8bb842048f86df6eb257f4.jpg"
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    "launches": [
      {
        "id": 83820,
        "title": "Lytix - A single solution for the full lifecycle of LLM applications",
        "tagline": "Lytix is one control panel to observe, manage and optimize your E2E LLM stack.",
        "body": "**TL;DR: Lytix is one control panel to observe, manage and optimize your E2E LLM stack. From early model experimentation to guardrails and specific evaluations, lytix helps teams at any stage save money, move faster, and minimize tech debt.**\n\n⚠️ **The Problem**\n\n1. You want to use and experiment with multiple models, but setting up interfaces per provider/model is painful and slows you down.\n2. As your product gets more specific, tracking performance becomes more challenging as off-the-shelf metrics lack the domain context to evaluate the unique attributes _you_ care about.\n3. You want to protect your inference calls against known failures, but finding + integrating the right guardrails for your use case is time-consuming and confusing.\n4. Simple logging is great, but it gets hard to interpret and find bugs quickly, especially if you have multiple LLM tasks all being logged in a single place.\n\n**⚡ Our Solution**\n\nLytix helps teams of all sizes build faster, save money, and minimize tech debt.\n\n**Single Gateway For All Models & Providers.**\n\n1. Integrate [seamlessly](https://docs.lytix.co/Quickstart/openai-integration) with your existing stack to quickly get started.\n2. Instantly gain access to 25+ models; switching between models becomes a 1-line change.\n3. Our code is open-source, so you can always add more providers and models that are specific to you.\n\n![uploaded image](/media/?type=post&id=83820&key=user_uploads/1639132/3018a6a5-f5e6-494c-9b87-e4c320e89c54)\n\n**Guardrails & Alerts**\n\n1. An intuitive and flexible framework for adding SOTA guardrails to your inference calls, and set up real-time fallback logic\n2. Configure alerts in **seconds**, to instantly get alerted when guardrails fail\n\n![uploaded image](/media/?type=post&id=83820&key=user_uploads/1639132/c5e44af3-d41d-4013-8b1e-98db8c663e46)\n\n**Build Specific Evaluations**\n\n1. Easily build new eval metrics bespoke to _your_ product, factoring specific domain knowledge and context.\n2. Track how your specific evals perform over time, and easily find anomalous sessions or problematic users.\n3. Move beyond ‘feelings’, and start to quantify your results as you experiment with different configurations, model combinations and prompts.\n\n![uploaded image](/media/?type=post&id=83820&key=user_uploads/1639132/9c7e0c81-06d9-4954-9036-466639cefadd)\n\n**Grouping LLM events by task**\n\n1. Instead of a single stream of logs, lytix divides your logs by the task they belong to.\n2. Debug errors faster by viewing them in the right context.\n3. Cut critical metrics (like cost, latency, error rates) by task, to answer questions like ‘what is our most expensive task?’ or “which tasks are failing the most?”\n\n![uploaded image](/media/?type=post&id=83820&key=user_uploads/1639132/767653cb-a38a-4df9-a154-3f981a9246f2)\n\n**Product + LLM Insights**\n\n* Identify themes and patterns in your LLM interactions\n* Export that LLM events, with evals, to product analytic tools (such as Posthog) to combine product and LLM metrics into a single insight (i.e., cut conversation length by prompt).\n\n![uploaded image](/media/?type=post&id=83820&key=user_uploads/1639132/adcfbfeb-5f0b-4560-917c-d8bcfc4c5e76)\n\n**And much more…**\n\n* Bring your own cache: own your data and save money on requests by hosting your own cache\n* Playground to test new or existing events against 25+ models\n* Cost + Token usage tracking\n* Datasets to collect events for fine-tuning\n\n🪩 **The Team**\n\nWe’ve both worked in the tech, and have known each other since high school.\n\nSahil worked as a product manager at Intuit, working on teams all over the world. For QuickBooks international, he launched localized sales tax and “send invoice via WhatsApp” increasing 91d retention, subscription rates, and invoice sends for emerging markets. He also worked on complex machine learning systems, working on matchmaking models for QuickBooks Live.\n\nSid worked at a verity of startups after college working on a breath of tasks from cybersecurity to infrastructure and devops. He was cited as an author on a state of the art cryptography [white-paper](https://eprint.iacr.org/2023/296.pdf) and has helped teams containerize and migrate infrastructure while maintaining 50,000+ active users.\n\nWe are builders at heart and believe that lytix is the future of how to build and scale LLM products.\n\n![uploaded image](/media/?type=post&id=83820&key=user_uploads/1639132/feb330f8-8a93-401b-b5d2-8df9b4bf4afb)\n\n**🚀 Lytix can be used today!**\n\n* [Free to start](http://lab.lytix.co/home/login/) and use up to 100k messages.\n* We love learning about problems, if you have any in the LLM space we’d love to be helpful and [chat](https://book.vimcal.com/p/sahilsinha/30minutes-8347b)!\n* Check out our [open-source](https://github.com/Lytix-Labs/optimodel) work and get 24/7 support on our [Discord](https://discord.com/invite/u2MFEnhmv3)\n* Follow our socials on [LinkedIn](https://www.linkedin.com/company/103001009/) and [X](https://x.com/lytixai)",
        "url": "https://www.ycombinator.com/launches/Lnw-lytix-a-single-solution-for-the-full-lifecycle-of-llm-applications",
        "votes": 53,
        "created_at": "2024-09-06T17:44:22.249Z"
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      {
        "id": 81849,
        "title": "Lytix - Everything you need to monitor, improve and scale your LLM applications",
        "tagline": "Scale and iterate on your LLM products, with minimal changes to your code or tech stack. ",
        "body": "**Everything LLM teams need, to build something your users love. Get started **[**here**](https://www.lytix.co/)**.**\n\n![uploaded image](/media/?type=post&id=81849&key=user_uploads/547106/e9646020-5b9d-4c28-bcf8-6dfa602e31de)\n\n# The Problem ❌\n\nMonitoring and testing LLMs is notoriously challenging. Specifically:\n\n1. **Product insights & monitoring** - how can I see how different customers are using my LLM stack?\n\n   > What are users talking to my bot about? What questions are users asking my search system?\n2. **Testing** - I just made a change to my code. How can I confirm it’s making the change I intended? How can I make sure I haven’t introduced unexpected side effects?\n\n   > _Will making my bot faster make it less reliable? Will switching LLM providers make our system too slow for our customers_\n3. **E2E analytics** - Product 🤝 LLM metrics. How can I see how changes to my LLM stack are impacting my primary product metrics?\n\n   > _I just changed my RAG pipeline, is that improving my conversion rates? Which prompt gives us the best activation rate? What are high vs. low value customers talking to my bot about?_\n4. **Errors** - I’m using 4+ providers across my LLM stack, each with its own logging system and dashboard. How can I quickly view the root cause of my errors and get all the context I need in one place?\n\n**We’ve seen teams waste weeks of dev time building internal tools to solve these problems instead of building what their users want.**\n\n# The Solution 🛠️\n\nLytix brings insights, testing, and E2E analytics to your LLM stack with minimal changes to your existing codebase.\n\n# Product insights 🔎 & monitoring 👀\n\n1. Add a tracer function to any aspect of your LLM stack you’d like monitored\n\n   ![uploaded image](/media/?type=post&id=81849&key=user_uploads/547106/dc47d9d9-39f5-47ed-8fd5-035063e4ade4)\n\n2. _\\[Optional\\]_ - in the Lytix dashboard, define some ‘themes’ you’d like Lytix to start tagging your sessions as. For ex. ‘questions about math’\n\n   ![uploaded image](/media/?type=post&id=81849&key=user_uploads/547106/c660f875-f0f5-4189-b7c5-408bb2ee4b99)\n\n3. If you do not define an intent - Lytix will auto-tag each session with an intent that best summarizes the session.\n4. You can always explore previous sessions and re-configure your themes to change how they appear in your analytics stack\n\n# E2E analytics 📊 ( for ex. PostHog 🦔)\n\n1. Save your PostHog API key in your Lytix account (under settings)\n2. Whenever Lytix sees a new session, we’ll tag it (with the intents you’ve configured), and import them into Posthog with all the associated metadata\n3. In PostHog, you’ll see a “lytix_event” → this event describes your users’ sessions with your LLM stack. **Bring this into your funnel analysis, retention charts, etc., to include your LLM sessions in your product insights**\n\n   ![uploaded image](/media/?type=post&id=81849&key=user_uploads/547106/90a58a3c-03e4-4e81-9ae2-33a8d61eb6ea)\n\n\n# Errors 🚨\n\n1. Wherever you throw an error, use the new Lytix LError class.\n\n   ```\n   async def backgroundProcess():\n       logger = LLogger(\"background-logger\", {\"userId\": '124'})\n       logger.info(\"Some process is starting\")\n       raise LError(\"An unexpected error\")\n   \n   ```\n2. Anytime the error is thrown in production, you’ll find all relevant logs and metadata in your Lytix dashboard\n\n   ![uploaded image](/media/?type=post&id=81849&key=user_uploads/547106/b4373adc-92ec-487b-bef4-90e3dae98cc0)\n\n\nTo try it out yourself, head over to <https://docs.lytix.co/introduction>. You’ll also get 2 founders on deck as analysts to ask any questions about how your customers are using your products 🚀.\n\nAnd get in touch if you:\n\n1. Are about to launch - and would like to chat about best practices\n2. Recently launched - and are thinking about effective analytics and monitoring\n3. Or have a hair-on-fire problem you need to be taken care of!",
        "url": "https://www.ycombinator.com/launches/LI9-lytix-everything-you-need-to-monitor-improve-and-scale-your-llm-applications",
        "votes": 172,
        "created_at": "2024-07-01T15:33:09.746Z"
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    "team_size": 2,
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        "title": "Founding AI Engineer",
        "url": "https://www.ycombinator.com/companies/ellipsis/jobs/hOLJHSp-founding-ai-engineer",
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        "title": "AI Coding Startups That Have Raised the Most From VCs Like A16z - Business Insider",
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        "url": "https://www.ellipsis.dev/blog/ellipsis-raises-a-2m-seed-round?utm_source=ycseedround",
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        "id": 78871,
        "title": "🤖 Ellipsis: Automated code reviews & bug fixes",
        "tagline": "We review pull requests and convert GitHub comments into working, tested code.",
        "body": "**TL;DR**: [**Ellipsis**](https://ellipsis.dev?utm_source=launchyc&utm_medium=blog&utm_campaign=yc) is a devtool that converts technical instructions into working, tested code. Customers like PromptLayer and Warp use us to review code and fix bugs, [**and you can too**](https://ellipsis.dev?utm_source=launchyc&utm_medium=blog&utm_campaign=yc)!\n\n---\n\n---\n\n—\n\nHello world, [**Hunter**](https://www.linkedin.com/in/seanhunterbrooks/) and [**Nick**](https://www.linkedin.com/in/nsbradford/) here! We’re building [**Ellipsis**](https://ellipsis.dev?utm_source=launchyc&utm_medium=blog&utm_campaign=yc), an AI devtool that allows engineering teams to ship faster. Today, our customers use us to review pull requests and convert GitHub comments into working, tested code.\n\nBut that’s just the beginning; we’re on a mission to build the AI software engineer. Specifically, we’re automating tasks for the Full Stack Engineer role, starting in the Python and JavaScript/TypeScript ecosystem.\n\n![uploaded image](/media/?type=post&id=78871&key=user_uploads/1449858/918bc808-84a8-4fd5-b106-d4db0ced57ad)\n\n### **How does it work? 🧐**\n\nWorking with Ellipsis is like working with a remote colleague; simply tag it in Slack, GitHub, or Linear. \n\nYou can ask it to:\n\n* Create multi-file code changes from natural language requirements, such as a **bug reports** or **feature requests**\n* Review a pull request, checking for **best practices** and **custom rules**\n* Answer questions about a codebase during onboarding, development, and bug triaging\n* Create daily or weekly digests of the most important changes in your codebase\n* Automate tedious changes, such as **library upgrades** and **refactors**, to a large batch of files\n\nThe best part is that Ellipsis works in the cloud, not on your local laptop. This means developers can have Ellipsis working on multiple tedious tasks in parallel, while they handle the more complex work themselves.\n\nThe question we get most often is “does it work?”, so we invite you to start a [**7 day free trial**](https://ellipsis.dev?utm_source=launchyc&utm_medium=blog&utm_campaign=yc). Or [check](https://github.com/hyperdxio/hyperdx/pull/326) [out](https://github.com/jxnl/instructor/pull/467) [some](https://github.com/relari-ai/continuous-eval/pull/43) [examples](https://github.com/ion-design/numi/pull/1) from the open source community.\n\n### **About the team 🧙‍♂️**\n\n* [**Hunter**](https://www.linkedin.com/in/seanhunterbrooks/) previously created a code generation product that dynamically generated programming challenges used in technical interviews. He's worked as a ML Engineer at AWS and Amazon Ads, in addition to filling various engineering roles at companies like Brigit and Capital One. Before teaching himself to code, he published in the field of Astrophysics.\n* [**Nick**](https://www.linkedin.com/in/nsbradford/) most recently took an AI developer tool for codebase migrations from 0 to 1 as founding engineer of Grit. Previously, he researched LLM interpretability at Redwood Research, managed several teams at ML startup Hyperscience, and worked on trading algorithms at Bridgewater Associates.\n\n### **Our ask 🙏**\n\n* [**Try it out!**](https://ellipsis.dev?utm_source=launchyc&utm_medium=blog&utm_campaign=yc) Ellipsis will review your pull requests (and do a good job!) for 7 days **for free**.\n* Share this post with Engineering leaders interested in enforcing best practices or shipping faster.\n\nOur inbox is always open at [**team@ellipsis.dev**](mailto:team@ellipsis.dev). Here’s a blurb you can copy/paste:\n\n> [Ellipsis](https://ellipsis.dev?utm_source=launchyc&utm_medium=blog&utm_campaign=yc) is an AI devtool that reviews pull requests and converts GitHub comments into working, tested code. Customers like [PromptLayer](https://promptlayer.com/) and [Warp](https://www.joinwarp.com/) use them to ship faster because they spend less time reviewing changes and fixing bugs. You can get started with a 7 day trial immediately, or [schedule time](https://cal.com/hunter-brooks/15min) for a 15 minute demo.",
        "url": "https://www.ycombinator.com/launches/KW7-ellipsis-automated-code-reviews-bug-fixes",
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        "full_name": "Salah Boudjadja",
        "title": "Founder/CTO",
        "founder_bio": "Co-founder and CTO of Metofico ltd.\nI really enjoy creating solutions for data science and analysis since I obtained my Master's degree in programming, computer vision and signal processing at the University of Paris Est.\nMy passion for digital art also allows me to create Metofico's graphic designs.",
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        "id": 79483,
        "title": "Metofico - No-code data analysis for life science research",
        "tagline": "We make it easy for life scientists to process large and complex data within minutes instead of weeks or months",
        "body": "Hello everyone, we are Mehdi and Salah, the co-founders of [Metofico](https://www.metofico.com/), and we are on a mission to simplify the analysis of complex and large data sets produced by life science research and save researchers months of work.\n\n![uploaded image](/media/?type=post&id=79483&key=user_uploads/1579715/fd599206-68e4-44cb-82b3-7478fb7d4627)\n\n_From left to right:_\n\n[Salah:](https://www.linkedin.com/in/salah-boudjadja-42a05a19b/) MSc in Data Science, Image Processing, and AI; Salah is passionate about making no-code and intuitive tools for science to extract as many insights as possible in the least amount of time.\n\n[Mehdi:](https://www.linkedin.com/in/mehdi-boutagouga-boudjadja-ph-d-553003138/) PhD in Circuit Neuroscience; Mehdi has seen many researchers struggle to analyse Gigabytes of data in Excel and missing opportunities for scientific breakthroughs. He has developed tools to make these analyses simple, and these tools are now Metofico.\n\n**The Problem: Data analysis complexity hampers life scientists, slowing down research.**\n\nThe volume and complexity of data generated by modern life science research are overwhelming. Traditional tools like Excel, once the go-to for researchers, now fall short when faced with gigabytes or terabytes of data. Moreover, most life scientists cannot program or do advanced data science, so they are stuck.\n\n**Our Solution: A no-code, intuitive SaaS platform designed specifically for life science research**\n\nOur platform transforms the way life scientists handle and analyse data, making processes that used to take weeks or months achievable in just minutes. Whether it's video tracking of rodents, fiber photometry, or any other data-intensive research, Metofico makes it simple and fast, with no programming knowledge required.\n\n![uploaded image](/media/?type=post&id=79483&key=user_uploads/1579715/b1b25a9c-9115-4d58-96fc-b2945d58647c)\n\nExample of automated segmentation of rodents using our AI\n\n**Demo:**\n\n<https://youtu.be/F4wL4szgIaE>\n\nExample of brain activity analysis using our fiber photometry analyzer\n\n**Our Ask:**\n\nWe're seeking forward-thinking life science researchers and institutions interested in streamlining their data analysis processes. If you're ready to cut down months of work to just minutes, we'd love to get in touch. Whether it's for feedback, potential partnerships, or just to say hello, your insights are invaluable to us as we strive to make Metofico even better.\n\nContact us at [info@metofico.com](https://mailto:info@metofico.com)",
        "url": "https://www.ycombinator.com/launches/Kfz-metofico-no-code-data-analysis-for-life-science-research",
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        "created_at": "2024-03-18T22:34:05.805Z"
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        "full_name": "Mohammed Al-arnawoot",
        "title": "Founder/CEO",
        "founder_bio": "Founder and CEO of DraftaidHe studied Mechatronics engineering at University of Waterloo with a focus on manufacturing systems. Before DraftAid, Mohammed worked as a Director of Engineering at Dozr, a Series B construction tech company. Where he wore many hats building a rockstar engineering team to deliver a new category of product. Before that he was a VP of eng. at Emagin (acquired by Innovyze), where he lead product solution development.",
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        "full_name": "Abdullah Elqabbany",
        "title": "Founder/CPO",
        "founder_bio": "Abdullah is an electromechanical engineer with years of experience in design and manufacturing. In his last role Abdullah led manufacturing process automation where he worked to bridge the gap between design and manufacturing. Prior to that, he worked as a drafter where he made thousands of CAD drawings shaping Toronto’s skyline. DraftAid is the culmination of years of experiences solving the biggest challenges facing teams trying to go from design to manufacturing as efficiently as possible.",
        "is_active": true,
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        "full_name": "Tahsin Rahman",
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        "founder_bio": "Cofounder and CTO of Draftaid, Tahsin has a PhD from the University of Toronto in Electrical and Computer Engineering. He has pioneered algorithms and machine learning techniques at the intersection of geometry, wireless communications, and quantum computing. Previously, he led a team of engineers and researchers in developing cyber security AI/ML systems for the Canadian Department of National Defence.  Rewind 10 years and you would see him orchestrating instrumentation systems in Oil and Gas.",
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      {
        "id": 78878,
        "title": "DraftAid: Automate your CAD drawings with AI!",
        "tagline": "Engineers designing everything from cars to skyscrapers use our software to turn 3D models into the detailed 2D fabrication drawings that manufacturers require.",
        "body": "# TLDR\n\nMechanical engineers and designers dedicate around 40% of their time to the labor-intensive process of converting 3D models into 2D fabrication drawings, crucial for manufacturers. Using [**DraftAid**](https://draftaid.io/), teams can automate this process with a single click and:\n\n* Save considerable time\n* Direct their focus toward more value-added tasks\n* Cut down on drawing errors, preventing expensive manufacturing mistakes\n\n# **The problem**\n\nModern design teams initiate their design by 3D modeling. To get their design manufactured, they need to make 2D drawings that look something like this:\n\n![uploaded image](/media/?type=post&id=78878&key=user_uploads/89898/590e3017-c1e8-4987-a30a-2c8469a2a8d6)\n\nMaking 2D drawings for what’s already been modeled in 3D takes up considerable time and energy. Design teams find themselves stuck investing 40% of their time in this manual task. This causes project delays while keeping talented designers busy doing repetitive tasks.\n\nLike any other repetitive manual task, making drawings can also be quite error-prone. Even with accurate designs, errors often sneak in and are only found when fixing them is an expensive endeavor.\n\n# **Enter DraftAid:**\n\nOur innovation streamlines the drafting process making it as effortless as a single click. Once engineers complete their 3D design, a single click swiftly produces a manufacturing-ready 2D drawing within seconds.\n\nThe resulting drawing is entirely editable, allowing engineers to make any necessary adjustments before sending it off for manufacturing.\n\nDraftAid allows teams to slash their current drawing time by up to 90% and eliminate common drawing errors. This not only enhances efficiency but also ensures consistency in drawings throughout the company, improving overall readability.\n\n![uploaded image](/media/?type=post&id=78878&key=user_uploads/290663/9f289b2c-ea8a-4f13-9a4e-f317ac9cd804)\n\n# **Meet the Power Trio:**\n\nWe are Mohammed, Abdullah, and Tahsin, a formidable team with a bond forged over three dynamic years of collaboration.\n\nBefore the inception of DraftAid, [**Mohammed Al-arnawoot**](https://www.linkedin.com/in/mohammed-al-arnawoot/)’s journey included roles as a software engineer and later as a VP of engineering (@ Emagin, acquired by Innovyze) and a Director (@ Dozr) in several start-ups. Navigating the challenging terrain from pre-seed to Series X.\n\n[**Abdullah Elqabbany**](https://linkedin.com/in/abdullah-elqabbany-8160551a8) is an electro-mechanical engineer who boasts a career marked by the creation of tens of thousands of drawings. Frustrated by the absence of a suitable drawing automation tool in his last role, he took matters into his own hands and built one from scratch.\n\n[**Tahsin Rahman**](https://linkedin.com/in/muhammed-tahsin-rahman) is a distinguished PhD graduate from the University of Toronto, who brings a wealth of experience in developing cutting-edge machine-learning solutions. In his previous role, he spearheaded an engineering team within the Canadian National Defence, crafting an AI-powered cybersecurity solution.\n\n# Our Ask:\n\n* Share our solution with any Construction or Automotive design companies you know.\n* Warm intros to design companies that spend a lot of time making drawings — email us at [mohammed@draftaid.io](mailto:mohammed@draftaid.io).\n* Follow us on [**Linkedin.**](https://www.linkedin.com/company/draftaid)",
        "url": "https://www.ycombinator.com/launches/KWE-draftaid-automate-your-cad-drawings-with-ai",
        "votes": 16,
        "created_at": "2024-02-28T23:52:36.882Z"
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    "id": 29368,
    "name": "CodeAnt AI",
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    "long_description": "CodeAnt AI attacks your systems the way a real adversary would, then it walks back into your code and helps you build the defenses exactly where the attack got through.\r\n\r\nContinuous attack. Continuous defense. One self-learning platform.\r\n\r\nTrigger a free pentest No engagement fee. Pay only if we find high or critical issues; low and medium issues are free.",
    "one_liner": "Autonomous offensive and defensive cybersecurity platform",
    "team_size": 25,
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    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1700644508,
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        "full_name": "Amartya Jha",
        "title": "Founder/CEO",
        "founder_bio": "Amartya Jha, Co-Founder and CEO, CodeAnt AI, ships zero-days for fun. CVE-2026-29000, CVSS 10.0, full auth bypass in pac4j-jwt. CVE-2026-28292, CVSS 9.8, RCE in simple-git. Two of 87 zero-days he dropped across packages downloaded 1.85 billion times a month. Now, building offensive and defensive security in one self-learning system at CodeAnt AI.",
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      {
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        "full_name": "Chinmay Bharti",
        "title": "Founder/CTO",
        "founder_bio": "Chinmay Bharti, Co-Founder and CTO, CodeAnt AI, architected the engine behind the 100+ CVEs CodeAnt AI disclosed. Previously worked in HFTs. IIT Bombay, Electrical Engineering. Now building offensive and defensive security in one self-learning system at CodeAnt AI.",
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        "title": "Account Executive (In-person in San Francisco)",
        "url": "https://www.ycombinator.com/companies/codeant-ai/jobs/ZdQvjSA-account-executive-in-person-in-san-francisco",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$145K - $250K",
        "equity_range": "0.25% - 0.75%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
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        "title": "Account Executive (In-person in San Francisco)",
        "url": "https://www.ycombinator.com/companies/codeant-ai/jobs/GF7lDUC-account-executive-in-person-in-san-francisco",
        "location": "San Francisco, CA, US",
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      {
        "title": "CodeAnt AI uncovered a critical authentication bypass using only public key that went undetected for 6 years, CVE-2026-29000.",
        "url": "https://cyberpress.org/pac4j-jwt-authentication/",
        "date": "Mar 05, 2026"
      },
      {
        "title": "Worried About AI-Generated Code? Ask AI To Review It",
        "url": "https://www.forbes.com/sites/davidprosser/2025/05/07/worried-about-ai-generated-code-ask-ai-to-review-it/",
        "date": "May 07, 2025"
      },
      {
        "title": "CodeAnt AI Raises USD 2 Mn in Seed Funding to Streamline Code Review with AI | Entrepreneur",
        "url": "https://www.entrepreneur.com/en-in/news-and-trends/codeant-ai-raises-usd-2-mn-in-seed-funding-to-streamline/491291",
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        "id": 101960,
        "title": "CodeAnt AI - Autonomous offensive and defensive security",
        "tagline": "Find the breach before the attacker does!",
        "body": "### What we do\n\nCodeAnt AI attacks your systems the way a real adversary would, then it walks back into your code and helps you build the defenses exactly where the attack got through.\n\nContinuous attack. Continuous defense. One self-learning platform.\n\n![uploaded image](/media/?type=post&id=101960&key=user_uploads/304615/2d6a6c48-8892-4d33-9e38-a08770079ab0)\n\n\\\n\\\n[**Trigger a free pentest**](https://app.codeant.ai/) No engagement fee. Pay only if we find high or critical issues; low and medium issues are free.\n\n### Why us\n\nWe've run pentests for 200+ companies. Almost everyone had exposed PII, PHI, payment records, patient files, or critical data leaks.\n\nWe've also disclosed 100+ zero-day CVEs, affecting 1.85B+ monthly downloads, including [pac4j-jwt auth bypass at CVSS 10.0 ](https://www.codeant.ai/security-research/pac4j-jwt-authentication-bypass-public-key)and [simple-git RCE at CVSS 9.8](https://www.codeant.ai/security-research/simple-git-remote-code-execution-cve-2026-28292).\n\n### Why now\n\n**90% of modern software is embarrassingly easy to breach.**\n\nAttackers got AI. A human pentester gets 2 weeks and a scope doc. An AI adversary gets unlimited patience and parallelism, and it'll chain a forgotten subdomain to a leaked credential to a misconfigured auth API until the data is out.\\\n\\\nYour defenses? Still fighting the last war.\n\nSAST &amp; SCA tools surface 10,000 findings. The 50 that matter are buried. Pentest firms show up once a year. File a PDF and leave. You fly blind the other 363 days.\n\n![uploaded image](/media/?type=post&id=101960&key=user_uploads/304615/1c942f59-a1c1-418f-827c-7517ec157597)\n\n### How do we close it\n\nCodeAnt lives at every layer where code is written: CLI, IDE, PR, CI/CD. Then it takes what it learned and attacks.\n\n### What you get\n\n* **Blackbox** 500+ exploit agents (BOLA, IDOR, SSRF, auth bypass, etc)\n* **Whitebox** AI SAST, SCA, SBOMs, malware, business logics, etc.\n* **Graybox** Black-box + white-box fused, the full kill chain.\n* **Evidence** SOC 2, HIPAA, ISO compliant reports\n\nStart your [free pentest](https://app.codeant.ai/) here or schedule a [scoping call](https://meet.codeant.ai/meet/codeant-ai/demo)\n\n---",
        "url": "https://www.ycombinator.com/launches/QWW-codeant-ai-autonomous-offensive-and-defensive-security",
        "votes": 137,
        "created_at": "2026-05-26T14:44:33.425Z"
      },
      {
        "id": 94457,
        "title": "CodeAnt AI - Engineering metrics that show real developer impact. Deeper insights than LinearB.",
        "tagline": "Get full visibility into what every developer builds, fixes, and improves.",
        "body": "## **🏆 TL;DR**\n\nMost developer productivity tools show **numbers**, not **impact**.\\\nThey count commits and PRs but don’t explain what was _actually built, fixed, or improved_.\n\n**CodeAnt AI’s [Developer 360](https://www.codeant.ai/developer-360)** **gives you that missing visibility**,\n\n![uploaded image](/media/?type=post&id=94457&key=user_uploads/304615/7facde8e-ac94-47ee-bfdb-a479a02585c4)\n\n\\\nWe’re already enterprises and fast-growing startups, such as **Commvault, Sanas, Akasa Air, and Kore AI** to improve developer productivity.\n\n![uploaded image](/media/?type=post&id=94457&key=user_uploads/304615/4d0e4ff4-d08a-4668-b2e8-793bd7c4c317)\n\n## **❌ The Problem**\n\nEngineering dashboards today are full of **empty stats.**\n\nCurrent tools show _50 commits_ and _20 pull requests_, but you have no idea if that’s 50 critical bug fixes or just 50 formatting changes.\n\nLeaders can’t tell the difference between busy work and meaningful progress,\\\nand developers end up feeling like numbers, not contributors.\n\n## **🌟 The Solution - Developer 360**\n\nDeveloper 360 shows the _real story_ behind your codebase.\\\n\\\nCodeAnt AI reviews every pull request, getting the deepest context of your code, from features shipped to bugs fixed or risks introduced. It looks at every commit, pull request, and pipeline run to show what your team is really doing.\n\nYou’ll see:\n\n* What features were shipped\n* What bugs and security issues were fixed\n* Where reviews or builds are slowing things down\n* Who’s driving steady, high-quality progress\n\nEverything rolls up into a single, easy-to-understand view of your engineering work.\n\n**AI Developer Summaries** reports that explain what was shipped, fixed, or improved\n\n![uploaded image](/media/?type=post&id=94457&key=user_uploads/304615/a3209b2d-cb3d-4e6c-a074-8d8188cac1e2)\n\n**Throughput Comparison** benchmark developers on consistency, efficiency, and merge quality\n\n![uploaded image](/media/?type=post&id=94457&key=user_uploads/304615/e76e624e-23e8-4c8f-aa67-e3c92bdd36de)\n\n## **🙏 Our Ask**\n\n**Developer 360 is live at** [https://app.codeant.ai](https://app.codeant.ai%5C)\\\n\\\nGet started with the 14-day free trial, no credit card needed.\n\nWant a quick demo? [**Book a call here**](https://meet.codeant.ai/meet/codeant-ai/demo)",
        "url": "https://www.ycombinator.com/launches/OZV-codeant-ai-engineering-metrics-that-show-real-developer-impact-deeper-insights-than-linearb",
        "votes": 18,
        "created_at": "2025-10-08T00:31:53.063Z"
      },
      {
        "id": 77911,
        "title": "CodeAnt AI: AI Code Reviewer",
        "tagline": "Helping engineering teams cut code review time and bugs by over 50%.",
        "body": "### **PROBLEM:**\n\nCode reviews are already painful — slow, repetitive, and easy to miss bugs & security vulnerabilities. With more AI-written code, it's getting worse: bigger PRs, faster cycles, less peer context.\n\n### **Solution:**\n\n![uploaded image](/media/?type=post&id=77911&key=user_uploads/304615/f41a52cf-20a5-4a3d-8b03-94b77e822984)\n\n1. [CodeAnt AI](https://www.codeant.ai/) connects directly to [GitHub, GitLab, Bitbucket, Azure DevOps](https://app.codeant.ai/) in 2 clicks\n2. Builds deep Abstract Syntax Trees (ASTs) of your entire codebase\n3. Automatically reviews every PR for:\n   * Code quality issues\n   * Security vulnerabilities (SAST, IaC, Secrets, SCA, EOL libs, Cloud misconfigs)\n   * Best practice violations\n4. Flags exact lines and suggests one-click fixes in Pull Request\n5. Add custom rules and design best practices\n6. Integrates with [VS Code](https://marketplace.visualstudio.com/items?itemName=codeantai.codeantai) and [JetBrains IDE](https://plugins.jetbrains.com/plugin/23405-codeantai)\n7. Works fully inside your pull requests\n\nResult? [**Teams cut code review time and bugs by over 50%.**](https://www.codeant.ai/customer-story) _(Attached case studies)_\n\n![uploaded image](/media/?type=post&id=77911&key=user_uploads/304615/cf12efdd-ad6c-4c96-866a-07732fdc2021)\n\nTrack every code change in your repositories for security and quality issues — mapped to each developer — so you can stack-rank engineers, spot gaps, and drive targeted upskilling.\n\n### 💥 **About Us:**\n\nHello everyone, we are [Amartya](https://linkedin.com/in/amartya-jha) and [Chinmay](https://linkedin.com/in/chinmay-bharti).\n\n![uploaded image](/media/?type=post&id=77911&key=user_uploads/304615/197c0c2a-1764-4de7-b97b-120c80d3c9e6)\n\n[Amartya Jha](https://www.linkedin.com/in/amartya-jha/) scaled the platform & infrastructure at Zeta and ShareChat to handle millions of requests a day. Tired of bugs slipping through manual reviews, he quit to fix it at the root.\n\n[Chinmay Bharti](https://www.linkedin.com/in/chinmay-bharti/) is an IIT Bombay engineer with a master’s in AI and a second-time founder. He built systems at a high-frequency trading firm where even one bug could cost millions.\n\n![uploaded image](/media/?type=post&id=77911&key=user_uploads/304615/8fbcc8ff-703d-4946-8fae-1ca933276a4f)\n\n### **❇️ Ask:**\n\n1. Start a [**14-day Free trial**](https://app.codeant.ai/)**,** no credit card required\n2. Need a demo? [Schedule a call](https://calendly.com/codeant-ai/30min) with the founders",
        "url": "https://www.ycombinator.com/launches/KGd-codeant-ai-ai-code-reviewer",
        "votes": 54,
        "created_at": "2024-01-29T15:25:43.255Z"
      }
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    "id": 29369,
    "name": "Astro Mechanica",
    "slug": "astro-mechanica",
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    "website": "https://astromecha.co/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Astro Mechanica is reinventing supersonic aircraft by innovating on engine, airframe, and systems that industry hasn’t in over 50 years. Our electric combined cycle engine, Duality, is the world’s first jet engine that's engineered for efficiency from takeoff to Mach 3+. This new propulsion technology enables the delivery of people and payloads anywhere on Earth in just hours, laying the foundation for a new operational paradigm: an affordable point-to-point global travel network that will make on-demand, high-speed air transport the new standard of travel.",
    "one_liner": "Supersonics for the new Jet Age",
    "team_size": 52,
    "industry": "Industrials",
    "subindustry": "Industrials -> Aviation and Space",
    "launched_at": 1711740097,
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    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "America / Canada"
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    "stage": "Growth",
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/astro-mechanica",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/astro-mechanica.json",
    "year_founded": 2021,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/astro-mechanica/",
    "x_url": "https://twitter.com/AstroMechanica",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/3061d37bd8ef4d9230c3ef353d4f4f69f9f17efd.png",
    "app_video_url": null,
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    "primary_partner": {
      "name": "Harj Taggar",
      "url": "https://www.ycombinator.com/people/harj-taggar"
    },
    "founders": [
      {
        "user_id": 204090,
        "full_name": "Ian Brooke",
        "title": "Founder/CEO",
        "founder_bio": "Velocity enthusiast.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/ian-brooke-b7496325",
        "x_url": "https://twitter.com/k2pilot",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/5fc7f5262a481c02b46fe6a8dc7f8917aa463c09.jpg"
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    "jobs": [
      {
        "id": 74440,
        "title": "Open Resume Submission",
        "url": "https://www.ycombinator.com/companies/astro-mechanica/jobs/CnuC8nx-open-resume-submission",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "",
        "equity_range": "",
        "experience": "",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 74443,
        "title": "Senior Mechanical Engineer",
        "url": "https://www.ycombinator.com/companies/astro-mechanica/jobs/fQXHgbU-senior-mechanical-engineer",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "",
        "equity_range": "",
        "experience": "",
        "visa": "US citizen/visa only",
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    ],
    "news": [
      {
        "title": "Exclusive: Astro Mechanica Raises $27.1M for Supersonic Flight - Tectonic Defense",
        "url": "https://www.tectonicdefense.com/exclusive-astro-mechanica-raises-27-1m-for-supersonic-flight/?oly_enc_id=9796G7341467H2T",
        "date": "Apr 17, 2025"
      },
      {
        "title": "Ian Brooke wants to revolutionize flight as we know it",
        "url": "https://www.freethink.com/hard-tech/jet-engine",
        "date": "Sep 27, 2024"
      },
      {
        "title": "Ian Brooke wants to revolutionize flight as we know it",
        "url": "https://www.freethink.com/hard-tech/jet-engine",
        "date": "Sep 27, 2024"
      },
      {
        "title": "Astro Mechanica - Not Boring by Packy McCormick",
        "url": "https://www.notboring.co/p/astro-mechanica",
        "date": "Apr 01, 2024"
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    ],
    "launches": [
      {
        "id": 79893,
        "title": "Astro Mechanica: New jet engines for the new Jet Age",
        "tagline": "Accelerating access toward space and across the planet, enabled by the world’s first electric adaptive jet engine.",
        "body": "**Astro Mechanica: New jet engines for the new Jet Age**\n\nAccelerating access toward space and across the planet, enabled by the world’s first electric adaptive jet engine.\n\n**TL;DR** \n\nAstro Mechanica has invented a new kind of jet engine – the Electric Adaptive Engine. Unlike any existing engine, it's efficient at every speed. Because it's efficient at every speed, it can be used in new and different ways. It can launch payloads to orbit 3x cheaper than an all rocket system, or enable a passenger aircraft 3x faster than an airliner.\n\n**Jet Aircraft Stopped Improving in the 1970s**\n\nJet aircraft have powered much of the global economy through trade and commerce since the advent of the Jet Age, yet the technology has not changed foundationally in over 40 years. \n\nModern commercial jets are still using (more or less) the same airframes that were originally designed in the 1970s. The first Boeing 737 flew in April 1967 and the first Airbus A300 flew in October 1972. \n\nJet engines – which are limited by a trade-off between speed and efficiency – have similarly only seen incremental improvements. Newer jet engine designs (like the turbofan) are more fuel-efficient, _but slower_ than older ones (like the turbojet).\n\n**The New Jet Age**\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/9797c1b0-0c0e-4889-bdfb-87ec2fea2a34)\n\n_Powered flight starts with the engine. To change flight, you must change the engine._ \n\n**Astro Mechanica has invented a new type of jet engine that is efficient at every speed. We call it the Electric Adaptive Engine and it is not only more fuel efficient than modern jet engines, but 3x faster.** We’ve achieved this by using electric motors to drive the compressor, allowing it to spin at variable speeds and \"adapt\" to its airspeed and combustion cycle. \n\nWe built our proof-of-concept engine in just two months — something that would take the typical aerospace company a year to build. We’re now finishing up our first flight engine in just three months using $500k of off-the-shelf hardware. The next step is to build an airframe over the next 6-8 months to use that engine. We’ll then put it all together and demonstrate supersonic flight in 2025.\n\n**Here’s some photos from that first flight engine build**\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/a4f4b133-ce06-4e92-ab14-8de091f0dbf8)\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/9f0a9532-00a7-463f-acc4-d16f920ecdfe)\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/2f542446-5a56-444f-a600-0ab2c87cc82d)\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/ab220bf7-1c8d-45f7-853c-68c153b79233)\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/ef311d87-b168-466c-8b45-fd5181671fc5)\n\n**Astro Mechanica’s Master Plan**\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/a590551c-a496-47fe-bc9b-e4570cce4cf7)\n\n**Phase 1:** De-risk technology for passenger aircraft certification through applications like space launch\n\n**Phase 2:** Establish manufacturing and operational capacity to offer private flights\n\n**Phase 3:** Scale operational capacity and make supersonic flight affordable\n\n**_Why Are We Starting with Launch?_** Because it is cheaper, easier, and a regulatory hack to supersonic passenger travel. \n\n* Less stringent FAA regulations\n* Fastest and highest return on technical investments\n* Quickest iteration loop with off-the-shelf hardware\n* “Tactical Response” capability\n* “Multi-role” aircraft with commercial and military applications\n\n**_What Are the Benefits of Launching at Speed?_** An increase in payload capacity at a lower cost. We can deliver 3.5x more payload capacity by air-launching a rocket at 800 m/s – that also makes it 3.5x cheaper than launching from the ground.\n\n![uploaded image](/media/?type=post&id=79893&key=user_uploads/204090/3a7a2951-ab7f-4e72-8ef6-ee9211db02e6)\n\n**Contact Us**\n\nReach out to [info@astromecha.co](mailto:info@astromecha.co) for more information. Follow us on [LinkedIn](https://www.linkedin.com/company/astro-mechanica) and [Twitter](https://twitter.com/AstroMechanica) for news, updates, and demos.\n\n**Our Asks**\n\n* **Spread the word:** We’re looking to connect with satellite operators interested in a better way to space and investors who share our passion in redefining the future of aerospace.\n* **Help grow our team:** We’re hiring, please reach out if you or someone you know is interested in working with us.\n* **Learn more:** Follow along with us on [LinkedIn](https://www.linkedin.com/company/astro-mechanica) and [Twitter](https://twitter.com/AstroMechanica), and check out this profile of us by [Not Boring](https://www.notboring.co/p/b494460f-9b5a-4cf8-8259-137aa9cd5080)!",
        "url": "https://www.ycombinator.com/launches/Kmb-astro-mechanica-new-jet-engines-for-the-new-jet-age",
        "votes": 37,
        "created_at": "2024-04-02T20:58:34.629Z"
      }
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    "id": 29370,
    "name": "Browser Buddy",
    "slug": "browser-buddy",
    "former_names": [
      "Recipe",
      "Browser Buddy",
      "People Net",
      "Bitter"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9ee6645e8e73e60100ef3c3c0a7d44601e0d88c8.png",
    "website": "https://www.browserbuddy.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Find great essays for any topic you're interested in. ",
    "one_liner": "A recommendation system for the Internet",
    "team_size": 2,
    "industry": "Consumer",
    "subindustry": "Consumer -> Content",
    "launched_at": 1701246038,
    "tags": [
      "Consumer",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Acquired",
    "industries": [
      "Consumer",
      "Content"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/browser-buddy",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/browser-buddy.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "",
    "x_url": "",
    "fb_url": null,
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    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": {
      "name": "Harj Taggar",
      "url": "https://www.ycombinator.com/people/harj-taggar"
    },
    "founders": [
      {
        "user_id": 965371,
        "full_name": "Jeremy Suh",
        "title": "Founder",
        "founder_bio": "building internet tools. \n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/jeremyjsuh",
        "x_url": "https://x.com/jeremyjsuh",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/2e7bd22672276b8c0d9473e717e47f9631179c75.jpg"
      },
      {
        "user_id": 1021111,
        "full_name": "Arnav Wadehra",
        "title": "Founder",
        "founder_bio": "",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/awadehra",
        "x_url": "https://twitter.com/trillarnie",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/9c0d7ce9e11486f3576d89d9b250ae2e9aeb0566.jpg"
      }
    ],
    "jobs": [],
    "news": [],
    "launches": [
      {
        "id": 95509,
        "title": "Browser Buddy - Discover interesting Internet writing",
        "tagline": "An AI buddy that finds you thoughtful quotes and essays",
        "body": "**Try it now:** <https://apps.apple.com/us/app/browser-buddy/id6752281959>\n\n![uploaded image](/media/?type=post&id=95509&key=user_uploads/965371/736e39d3-c234-490a-b379-c12b39e78baf)\n\n**Problem:**\n\nWe spend an average of 5 hours per day on our phone. Most of that time is spent scrolling “social” media that leaves us feeling like we’ve wasted our time (see [engineered amnesia](https://www.gurwinder.blog/p/how-social-media-shortens-your-life)).\n\nMeanwhile, tons of meaningful content exists on the Internet, but it’s hard-to-find, scattered across [personal](https://www.paulgraham.com/) [sites](https://www.eugenewei.com/), [niche](https://www.noemamag.com/) [publications](https://worksinprogress.co/), and various [independent](https://bearblog.dev/) [publishing](https://substack.com/) [platforms](https://medium.com/). \n\n**Solution:**\n\n[Browser Buddy](https://www.browserbuddy.com/) is an AI buddy that curates a feed of thoughtful quotes and essays based on your interests. Ask your buddy for something practical like \"how to find my first users\", explore rabbit holes like \"the history of the internet\", or learn about \"sustainable urban design\" to impress your next date.\n\nTo build this, we’ve trained a custom model to curate content like people do: with opinion and thoughtful context that’s personal to you. In contrast with social media algorithms that optimize for engagement, we’ve designed our system to promote depth and serendipity.\n\n**Motivation:**\n\nWe’ve spent our entire lives learning from personal blogs, essays, and articles on the Internet. Despite advancements in search and recommendations on all the large social media platforms, we still have a hard time consistently finding high-quality writing that is interesting to us. \n\nThat led us to the question:  \n\nIf there are fantastic recommendation systems on closed social media platforms, why isn’t there one for the open internet?\n\nSince prototyping the first solution months ago, we’ve spent countless hours discovering, reading, and sharing great finds that our “Internet buddy” has recommended to us. \n\nWe’re excited to launch the Browser Buddy app – try it now and let us know what you think! \n\n<https://apps.apple.com/us/app/browser-buddy/id6752281959>\n\nIf you have any questions, reach out to [support@browserbuddy.com](mailto:support@browserbuddy.com)",
        "url": "https://www.ycombinator.com/launches/OqT-browser-buddy-discover-interesting-internet-writing",
        "votes": 36,
        "created_at": "2025-11-13T23:20:19.919Z"
      }
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    "id": 29372,
    "name": "Sagaland",
    "slug": "sagaland",
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      "SevnAI",
      "Sevn",
      "sevn",
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      "PySpur.com",
      "PySpur",
      "PySpur.dev",
      "Rehearsal.so",
      "Ramble.gg",
      "Sagaland",
      "SevnAI"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7bcc2515e31439799c6c2e2a9ca3667ca7af9de8.png",
    "website": "https://sagaland.ai/",
    "all_locations": "New York City, NY, USA; Remote",
    "long_description": "",
    "one_liner": "AI entertainment platform",
    "team_size": 2,
    "industry": "Consumer",
    "subindustry": "Consumer",
    "launched_at": 1703955205,
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      "Consumer",
      "Entertainment",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Fully Remote"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/sagaland",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/sagaland.json",
    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/pyspur/",
    "x_url": "",
    "fb_url": null,
    "cb_url": null,
    "github_url": "https://github.com/PySpur-com/PySpur",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/7bcc2515e31439799c6c2e2a9ca3667ca7af9de8.png",
    "app_video_url": null,
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    "primary_partner": {
      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
    },
    "founders": [
      {
        "user_id": 1516981,
        "full_name": "Srijan Patel",
        "title": "Founder/CEO",
        "founder_bio": "Building Sagaland",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/srijanpatel",
        "x_url": "https://twitter.com/srijanyaham",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/85b353cf6cb3b0d1582b5f0167a6dbce8f2b5e73.jpg"
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  {
    "id": 29373,
    "name": "Bilanc",
    "slug": "bilanc",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
    "website": "https://www.bilanc.co",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Bilanc helps engineering leaders build more productive, happier teams. We use AI to analyse every line of code that is written, and our platform delivers insights that help to improve developer experience, and increase developer productivity.",
    "one_liner": "AI-Powered Engineering Productivity",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1701093428,
    "tags": [],
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    "top_company": false,
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Engineering, Product and Design"
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/bilanc",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/bilanc.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/bilanc",
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    "primary_partner": {
      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
    },
    "founders": [
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        "full_name": "Samuel Akinwunmi",
        "title": "Founder/CEO",
        "founder_bio": "Founder of Bilanc (YC W24)",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/0x-s13i",
        "x_url": "https://twitter.com/SamAkinwunmi",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/83b7bca1444b89b3c74bb60ce4c0195d66e45799.jpg"
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    "jobs": [],
    "news": [],
    "launches": [
      {
        "id": 86712,
        "title": "Bilanc - AI Engineering Management Platform",
        "tagline": "AI to help engineering managers increase productivity",
        "body": "Hey everyone, I’m [Sam](https://www.linkedin.com/in/0x-s13i/) - Founder of Bilanc 👋\n\n# TL;DR\n\n[Bilanc](https://www.bilanc.co) integrates with your codebase and project management tools to measure and improve developer productivity. We leverage AI to help engineering leaders summarise PRs and write release notes, refine tickets with code context, and highlight performance outliers.\n\nOur AI also drafts performance reviews for your engineers in a few seconds. Watch our [demo](https://youtu.be/r9KTXY2scmA).\n\n![uploaded image](/media/?type=post&id=86712&key=user_uploads/1530368/1ae9fe1e-ebdd-417a-8237-29478d9f8435)\n\n# The Problem\n\nEven the best engineering leaders struggle to provide useful feedback to their engineers as their teams grow. Everything is hidden in git commits, ticket comments and design docs. Writing performance reviews is an arduous process that takes weeks, and most reviews can be described as lacklustre at best.\n\nUltimately, most developers are dissatisfied with the support they get from their leaders.\n\n# Our Solution: One AI platform for Engineering Management\n\nOur foundation is a powerful engineering intelligence platform that creates a knowledge graph of your codebase, on top of which we then leverage AI to uncover insights.\n\n![uploaded image](/media/?type=post&id=86712&key=user_uploads/1530368/cc08339f-57fa-4157-89d3-9b35d8811a81)\n\n* **Engineering Analytics:** Our dashboard shows velocity, quality, and security metrics, and you can even design your own custom metrics through the API.\n* **Issue Refinement:** Our AI automatically links relevant tickets, respective code changes, and highlights team members that have worked on similar tasks.\n* **Pull Request Summaries & Release Notes:** We automatically summarise every PR and Release. We also share team activity summaries directly to Slack or email.\n* **Performance Review Drafts:** We draft performance reviews, using codebase, productivity, and team collaboration context.\n\n![uploaded image](/media/?type=post&id=86712&key=user_uploads/1530368/a7c6eba5-4358-483e-82bf-881b47f7fc94)\n\n# Our Ask\n\n* [Book a demo](https://calendly.com/d/3py-rwt-k8f/bilanc-team?month=2025-01) with our team\n* Share this post with everyone (If you know a CTO, VP of Engineering, or Engineering Manager, even better!)\n* Learn more at [bilanc.co](http://bilanc.co)",
        "url": "https://www.ycombinator.com/launches/MYa-bilanc-ai-engineering-management-platform",
        "votes": 142,
        "created_at": "2025-01-09T12:32:53.118Z"
      }
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    "id": 29374,
    "name": "Superagent",
    "slug": "superagent",
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a5fb7dd012389ddf81869040550578bb786988ed.png",
    "website": "https://superagent.sh/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Superagent helps AI-native developers trust what they merge, control what their agents do, and show users it's safe.\r\n\r\nWe work in your coding agent and on GitHub:\r\n\r\n- Trust the change: checks on every pull request, before merge\r\n- Control it where it runs: boundaries around what your agents can see, say, and do\r\n- Break it before it ships: red teaming against what you actually run\r\n\r\nFree for open source.",
    "one_liner": "Security for AI-native developers",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Security",
    "launched_at": 1701445003,
    "tags": [
      "Security",
      "Open Source",
      "AI"
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    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Security"
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    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/superagent",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/superagent.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/superagent-sh/",
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    "github_url": "https://github.com/superagent-ai/",
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    "primary_partner": {
      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
    },
    "founders": [
      {
        "user_id": 1367556,
        "full_name": "Alan Zabihi",
        "title": "Founder/CEO",
        "founder_bio": "CEO & Co-founder of Superagent",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/alanzabihi",
        "x_url": "https://twitter.com/alanzabihi",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/cea2f5bfccfffc6a14c59ed18dcfed86babdbe0e.jpg"
      },
      {
        "user_id": 80364,
        "full_name": "Ismail Pelaseyed",
        "title": "Founder",
        "founder_bio": "CTO & Co-founder of Superagent.",
        "is_active": true,
        "linkedin_url": "http://se.linkedin.com/in/pelaseyed/en",
        "x_url": "https://twitter.com/pelaseyed",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/cb09040fa52bace9f9b4c6c760946f7028b27257.jpg"
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    "launches": [
      {
        "id": 94188,
        "title": "Superagent — Defender of AI agents 🥷",
        "tagline": "Superagent protects AI agents from attacks and data leaks",
        "body": "Hi YC 👋 We’re Alan and Ismail, founders of **Superagent (YC W24)**.\n\nWe’re building open-source **defense for AI agents**. Our product protects agents from prompt injections, malicious tool calls, and customer data leaks — in production, in CI/CD, and wherever they run.\n\n# The Problem\n\nAI agents introduce new attack surfaces that traditional security practices don’t cover:\n\n* **At runtime**: users can inject adversarial prompts that hijack an agent or force it to run harmful commands.\n* **At the model** layer: unsafe or poisoned outputs can embed backdoors into your stack.\n* **In CI/CD**: AI-generated code can contain harmful logic that slips through review and ships to production.\n\nWithout protection, agents can leak customer data or trigger destructive actions that impact your product and your users.\n\n# How Superagent Works\n\nAt the core is **SuperagentLM**, our small language model trained specifically for agentic security. Unlike static rules or regex filters, it reasons about inputs and outputs to catch subtle and novel attacks.\n\nSuperagent integrates at three key points:\n\n1. **Inference providers** — filter requests and responses at the API layer\n2. **Agent frameworks** — run runtime checks on every input, output, and tool call\n3. **CI/CD pipelines** — fail risky builds before unsafe code ships\n\nHere’s a quick example of how to use it with Exa (YC S21):\n\n![uploaded image](/media/?type=post&id=94188&key=user_uploads/1367556/35562a1a-829f-4fc0-bcc2-03952e3f58f6)\n\nEvery request is inspected in real time. Unsafe ones are blocked. Safe ones go through — with reasoning logs you can audit later.\n\n# Why We’re Building This\n\nWe’ve been working closely with builders of AI agents for the last couple of years, building tools for them. What we noticed is that many teams are basically trying to system-prompt their way to security. Vibe security (VibeSec) obviously doesn’t work.\n\nSome of the most popular agentic apps today are surprisingly unsafe in this way. So we decided to see if we could fix it. That’s the motivation behind Superagent: giving teams a real way to ship fast **and** ship safe.\n\n# Get Involved\n\n📖 [Read the docs](https://docs.superagent.sh/)\n\n📅 [Book a call](https://www.superagent.sh/)\n\nWe’d love your feedback: what’s your biggest concern about running agents in production? Book a call or drop a comment!\n\nAlan & Ismail 🥷🥷\\\n[Superagent](https://www.superagent.sh/) (YC W24)\n\n![uploaded image](/media/?type=post&id=94188&key=user_uploads/1367556/22c8addf-151e-4bf5-ade5-18f253df2bc4)\n\n",
        "url": "https://www.ycombinator.com/launches/OVA-superagent-defender-of-ai-agents",
        "votes": 14,
        "created_at": "2025-09-29T14:01:06.539Z"
      },
      {
        "id": 93541,
        "title": "Superagent — the AI Firewall 🥷🔥",
        "tagline": "Stops prompt injections, backdoors, and data leaks.",
        "body": "Hi everyone, we’re Alan and Ismail, founders of **Superagent** (YC W24).\n\nWe built the world’s first **AI Firewall** — powered by a model that sits between you and your models, protecting every request and response in real time.\n\n---\n\n## The Problem\n\nAI is quickly becoming the foundation of how software is built and used. But every time you send a prompt or receive a response, you take a risk:\n\n* Models can be tricked with prompt injections or jailbreaks\n* Sensitive data like API keys and PII can leak out\n* Malicious code or backdoors can slip through responses\n\nIf you’re building with AI or adopting third-party AI tools, you’re exposed.\n\n---\n\n## Our Solution\n\nSuperagent introduces **NinjaLM** — a small language model fine-tuned for security and safety. It runs in runtime (tens of milliseconds) and reasons about every prompt and response before it reaches your system.\n\n✅ Stops prompt injections and jailbreaks\\\n✅ Prevents secret leaks (API keys, credentials, PII)\\\n✅ Blocks malicious code before it reaches your system\\\n✅ Full audit logs, traces, and observability for compliance\n\nFrom internal apps to tools like Claude Code or ChatGPT, Superagent protects your AI without slowing you down.\n\n## https://youtu.be/GBTAs9yZiPM\n\n## Backstory\n\nBefore Superagent, we built plenty of AI apps ourselves. Each time, we ran into the same problem: adding even the most basic kind of protection was incredibly hard.\n\nTraditional firewalls are built for static rules — not reasoning. But AI isn’t static. It thinks, it adapts, and that creates a completely new class of security challenges.\n\nWe realized the only way forward was to fight fire with fire: build a model that could reason about other models, catching attacks, leaks, and malicious behavior in real time. That’s how the AI Firewall was born.\n\n---\n\n## Try It\n\nWe just launched our hosted service, and the open-source repo is live. Engineers can get started in minutes, and executives get the auditability and compliance they need.\n\n👉 [superagent.sh](http://www.superagent.sh)\\\n👉 [github.com/superagent-ai/superagent](https://github.com/superagent-ai/superagent)\n\n---\n\n## Call to Action\n\nIf you’re building or adopting AI:\n\n* Engineers — run your apps through Superagent today\n* Security teams — add prevention and compliance controls\n* Partners — we’re exploring integrations and distribution\n\nWe’d love your feedback. Links in comments.\n\n![uploaded image](/media/?type=post&id=93541&key=user_uploads/1367556/b76c2ef1-9036-484d-9564-73cecff2c9ff)\n\n---",
        "url": "https://www.ycombinator.com/launches/OKj-superagent-the-ai-firewall",
        "votes": 10,
        "created_at": "2025-09-03T14:51:00.274Z"
      },
      {
        "id": 92929,
        "title": "VibeKit 🖖 The Safety Layer for Your Coding Agent",
        "tagline": "Open-source sandboxing and observability for Claude Code, Gemini CLI, et al.",
        "body": "Hey YC! 👋\\\nWe’re building **VibeKit**, an open-source safety layer for Claude Code, Gemini CLI, and other coding agents.\n\n![uploaded image](/media/?type=post&id=92929&key=user_uploads/1367556/58ed677f-4f55-4d10-a0ef-b32fb2508117)\n\n## ❌ The Problem\n\nWe love coding with AI agents — until the day Anthropic emailed us to say they had found our API keys in a public GitHub repo and revoked them.\n\nThe leak came from our own coding agent. That’s when we realized most developers have no way to see — let alone control — what their AI agents are doing:\n\n* Which files they read or write\n* What shell commands they run\n* What data leaves their machine\n* Whether secrets get exposed in API calls\n\n## 🖖 The VibeKit Solution\n\nVibeKit is a **universal CLI wrapper** that runs any coding agent in a **local, isolated Docker sandbox**,\n\n![uploaded image](/media/?type=post&id=92929&key=user_uploads/1367556/76cf29ec-d566-42e9-861b-fad1a9bd4889)\n\nIt comes with:\n\n* **Secret redaction** before anything leaves your machine\n* **Full observability** into file changes, commands, API calls, and outbound data\n* **Offline-first**, open-source (MIT), and works with any agent — Claude, GPT-4o, Gemini, etc.\n\n![uploaded image](/media/?type=post&id=92929&key=user_uploads/1367556/20caa134-7f4a-434d-acac-6e5405eeb82b)\n\n## 💻 Try it out\n\n```\n# Install globally\nnpm install -g vibekit\n\n# Run Claude Code with VibeKit\nvibekit claude\n```\n\nThen watch _everything_ your AI is doing — safely.\n\n🎥 **Demo video:** [https://youtu.be/vDwJ4xcdRBM\\\\](https://youtu.be/vDwJ4xcdRBM%5C)\n\n📂 GitHub: [https://github.com/superagent-ai/vibekit\\\\](https://github.com/superagent-ai/vibekit%5C)\n\n📖 Docs: [https://docs.vibekit.sh](https://docs.vibekit.sh/)\n\n## 🙏 Our Ask\n\nIf you use coding agents day-to-day:\n\n* **Run them through VibeKit** — see what they’re _really_ doing.\n* Share your weirdest or most alarming finds with us — we’re building a public library of “agent fails.”\n\n💌 Contact: [founders@vibekit.sh](mailto:founders@vibekit.sh)\n\n---",
        "url": "https://www.ycombinator.com/launches/OAr-vibekit-the-safety-layer-for-your-coding-agent",
        "votes": 11,
        "created_at": "2025-08-12T19:06:49.796Z"
      },
      {
        "id": 91137,
        "title": "VibeKit 🖖 Run coding agents in a secure sandbox",
        "tagline": "Embed OpenAI Codex or Claude Code directly into your app.",
        "body": "## **Launch YC: VibeKit – Run coding agents in a secure sandbox**\n\n**Hi YC** 👋 We’re Alan and Ismail, the founders of Superagent (YC W24). We build tools for developers working with agents — especially **coding agents**.\n\nToday, we’re launching **VibeKit**, our open-source SDK that lets you run coding agents like OpenAI Codex or Claude Code safely in secure sandboxes.\n\nLocal setups work great for developing with coding agents — we’ve used them ourselves. But as soon as you want to **embed agents into your app**, **automate GitHub workflows**, or **run tasks in isolated environments**, you need something more flexible and secure.\n\n**VibeKit makes this possible.** It supports multiple sandbox providers (E2B today; Daytona, Modal, and [Fly.io](http://Fly.io) coming soon) and gives you:\n\n* ✅ Safe, isolated code execution\n* ✅ Live output streaming\n* ✅ Async run handling\n* ✅ Full prompt + code history\n* ✅ Telemetry and tracing\n* ✅ GitHub-safe automations\n\nWith VibeKit, coding agents can install packages, modify files, or create PRs — all without touching your local or production systems.\n\nhttps://youtu.be/GQaOSEbvOxM\n\nWe originally built VibeKit for internal use while developing Superagent. Since then we’ve used it to:\n\n* Embed coding agents inside apps\n* Build GitHub bots that open issues and PRs\n* Automate internal workflows (e.g. adding PostHog)\n\nNow it’s fully open source (MIT licensed) and available for anyone to use.\n\n🌐 [vibekit.sh](http://vibekit.sh) \n\n💻 [github.com/superagent-ai/vibekit](http://github.com/superagent-ai/vibekit) \n\n### 🙏 **Our Ask**\n\n* ⭐️ Star the repo\n* 🧪 Try embedding a coding agent in your app\n* 💬 Tell us what use cases it unlocked for you — email [founders@superagent.sh](mailto:founders@superagent.sh)\n\n![uploaded image](/media/?type=post&id=91137&key=user_uploads/1367556/d5bc1c0b-6a66-42b4-b75d-b28d6237e1a6)\n\n",
        "url": "https://www.ycombinator.com/launches/Nhx-vibekit-run-coding-agents-in-a-secure-sandbox",
        "votes": 18,
        "created_at": "2025-06-09T13:57:54.068Z"
      },
      {
        "id": 79352,
        "title": "🥷 Superagent - Run any workflow using AI",
        "tagline": "Open-source platform that allows anyone to build AI-agent workflows",
        "body": "_**Tl;dr:** [_Superagent_](https://superagent.sh/) makes it easy for anyone to use AI to do complex tasks. Enterprises and startups already use it for things like managing R&D projects, customer support, and market research. It's open-source, and it's designed for everyone - not just AI experts. With Superagent, businesses can save money and work smarter. [_Learn more about Superagent_](https://superagent.sh/?utm_source=yc&utm_medium=blog&utm_campaign=launch-yc)._\n\n![uploaded image](/media/?type=post&id=79352&key=user_uploads/89898/db78152a-35a4-497e-acac-55556a095c07)\n\n👋 Hello, we're [Alan](https://linkedin.com/in/alanzabihi) and [Ismail](http://se.linkedin.com/in/pelaseyed/en). Our path to Superagent started while working on an AI app, where we faced the reality of needing to build the entire tech stack and become AI experts just to perform one basic workflow. This experience led us to create Superagent, aiming to simplify AI use for everyone.\n\n## 🚨 The Problem: AI integration is complex\n\nThe reality is, integrating AI into business processes is a complex task. It usually demands teams of machine learning engineers, which is a significant barrier for many companies. Consider a business executive who sees AI as an almost unachievable goal; this perspective can lead them to miss out on the benefits AI could bring to their operations.\n\n## 🚀 Our Solution: Easy-to-build AI-agents\n\nWith Superagent, companies can build their own AI agents to perform whatever workflow they have in their business operations:\n\n* **No coding or infrastructure needed**: Configure AI agents using simple markup.\n* **Integration with Airtable**: Ideal for managing data-heavy tasks like market research.\n* **API and SDKs**: Allows embedding AI agents into any app or third-party system, including task management tools like Jira.\n\nBy choosing Superagent, companies can:\n\n* Automate complex tasks that would typically require manual effort or sophisticated programming.\n* Reduce operational costs by spending less time and fewer resources on routine tasks.\n* Gain a competitive edge by doing better work internally, but also by creating new customer experiences.\n\n## 💡 Opportunity in Enterprise\n\nTechnology, healthcare, and banking are massive sectors with data-heavy operations. Superagent's open-source model has led to bottom-up adoption from these sectors, showing validation of our approach. Join us as we tap into this massive opportunity.\n\n## 👋 How you can join in\n\n\\- Fork us on [GitHub](https://github.com/homanp/superagent)\n\n\\- Join our community on [Discord](https://discord.com/invite/mhmJUTjW4b) \n\n\\- Create your first AI workflow on our [cloud service](https://superagent.sh/?utm_source=yc&utm_medium=blog&utm_campaign=launch-yc)\n\n\\- [Contact us](mailto:alan@superagent.sh) for custom advice on your workflows",
        "url": "https://www.ycombinator.com/launches/Kds-superagent-run-any-workflow-using-ai",
        "votes": 89,
        "created_at": "2024-03-13T14:25:14.679Z"
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    "name": "Preloop",
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    "website": "https://www.preloop.com",
    "all_locations": "Seattle, WA, USA",
    "long_description": "Only 2 out of 10 ML models make it from experiment to production. Preloop helps automate the process of deployment, helping companies realize more value from their machine learning teams, while focusing teams' attention on science instead of engineering.",
    "one_liner": "Translate your experimental scripts into production ML services",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1702654646,
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    "status": "Inactive",
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    "url": "https://www.ycombinator.com/companies/preloop",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/preloop.json",
    "year_founded": 2023,
    "city": "Seattle",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/preloop/",
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    "fb_url": "https://facebook.com/preloop",
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      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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    "founders": [
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        "user_id": 1310033,
        "full_name": "Tejas Hosangadi",
        "title": "Founder/CEO",
        "founder_bio": "Tejas is the co-founder and CEO of Preloop, a product that automatically translates ML experimental scripts into production services. Before Preloop, he worked at Amazon where he scaled a data science team from 0-1, delivering 4 projects in the first year and leading the expansion of the team. He also worked as a senior MLE at EvolutionIQ, where he made significant improvements to a predictive model in his first month, helping them land a long term contract with Prudential.",
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      {
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        "full_name": "Nikith Hosangadi",
        "title": "Founder",
        "founder_bio": "Technical founder experienced in working with distributed systems and machine learning. Before Preloop, he worked as a software engineer at AWS, writing code in C and Java for the VPC team.",
        "is_active": false,
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        "title": "➿ Preloop - Deploy your ML models in hours instead of weeks",
        "tagline": "Preloop automatically translates your experimental scripts into production ML workflows",
        "body": "**Tl;dr:** [Preloop](https://www.preloop.com/) automatically translates your ML training scripts into production services, handling the creation of the training pipeline and REST endpoints. This means that science teams can focus on developing new models while cutting deployment times from weeks to just a few hours (or less). We’re building Vercel for model deployments.\n\n—\n\nHey everyone, we’re [Tejas](https://linkedin.com/in/tejashosangadi) and [Nikith](https://linkedin.com/in/nikithhosangadi) and we’re building Preloop. Tejas previously worked as a data scientist and software engineer at several companies, including Amazon and most recently EvolutionIQ, often leading 0-1 projects on newly established teams. Nikith has experience as a software engineer building multi-tenant distributed systems, most recently working at AWS on the networking team.\n\n![uploaded image](/media/?type=post&id=78894&key=user_uploads/1310033/6f2948a3-73ad-43eb-829c-0b23006cd26b)\n\nOur goal is to unshackle scientists from the repetitive tasks that accompany their model deployments and empower science teams to move faster. \n\n## **😫 The problem**\n\nData scientists hate the work associated with deploying their models. Science teams spend anywhere from a couple of weeks to over two months deploying their models. Assuming that a team deploys 10 models a year and each model takes 2 weeks on average to deploy, this is 20 weeks of science time spent just on deployments. \n\nThe biggest bottlenecks to quick deployment are a lack of easy-to-use tools and delays caused by handing off deployments to a separate team.\n\n## **🪄 Our solution**\n\nPreloop automates the tedious and repetitive tasks associated with deploying and using your ML models, including creating the training pipeline and inference endpoints, autoscaling based on demand and retraining. We provide an easy-to-use CLI in addition to a dashboard to monitor and track your models. It works with major ML packages like xgboost, torch, and scikit-learn, with broader support on the roadmap.\n\n![uploaded image](/media/?type=post&id=78894&key=user_uploads/1310033/3a401fe4-e051-45c2-a3b9-98bd8b492abd)\n\n## **🔍 How it works**\n\nWe scan through your existing script, identifying key information about the data, transformations, and the model being trained. This is used to construct both the training and data pipelines, as well as the inference endpoints that serve your model. \n\n![uploaded image](/media/?type=post&id=78894&key=user_uploads/1310033/976dd0ad-2492-43a4-a674-eb3618536144)\n\nWe also handle auto-scaling, observability, and versioning, so that you can train and deploy, but just as easily roll back unintended model changes. We have support for on-prem deployments for teams that have stronger security requirements.\n\n## **🤔 Why are we building this?**\n\nAs a data scientist, Tejas noticed that scientists (including himself) loved experimenting and building models but hated deploying them. More importantly, he witnessed that it often took multiple weeks before they were in production. There was a lack of a more automated solution to handle the deployment process, and even tools like Sagemaker require tons of boilerplate to work.\n\nWe want to make it easier to deploy models, so that teams can move quicker, and scientists can focus more on science. \n\n## **🙏 Our ask**\n\n* Intros to data science and ML managers at mid to large-size startups as well as large enterprises. \n* If your science team struggles with lengthy deployment times, please reach out to us by emailing [founders@preloop.com](mailto:founders@preloop.com), or by booking a meeting [here](https://outlook.office.com/bookwithme/user/27ea63c6cc9c4d398ba6525a9c0e6b25@preloop.com/meetingtype/ZKpbyV0QyU2cya_WNaNuJw2?anonymous&ep=mlink).",
        "url": "https://www.ycombinator.com/launches/KWU-preloop-deploy-your-ml-models-in-hours-instead-of-weeks",
        "votes": 209,
        "created_at": "2024-02-29T16:10:32.259Z"
      }
    ]
  },
  {
    "id": 29376,
    "name": "Carma",
    "slug": "carma",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/995749b249373d88528eca173b29dc4d2d8e77da.png",
    "website": "https://www.joincarma.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Carma is building an AI-native platform that transforms fleet operations from tedious, manual work into effortless, automated workflows.\r\n\r\nWe’re the fastest-growing company in fleet management software. Carma already powers some of the largest fleets in the U.S., saving operations teams thousands of hours by eliminating busywork and keeping vehicles on the road.\r\n\r\nBacked by Soma Capital, Y Combinator, founders of Superhuman, and Tier-1 investors, we are sprinting toward a Series A in 2026.\r\n\r\nWe’re hiring the top 0.1% of engineers who want real ownership and impact—starting Day 1, you’ll build and ship fast to production for enterprise clients. Fleet operations run in real time, so your work is immediately used in the field and gets real customer feedback in hours, not months.",
    "one_liner": "The AI Operating System For Modern Fleets.",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B -> Operations",
    "launched_at": 1701065445,
    "tags": [
      "B2B",
      "Workflow Automation",
      "Compliance",
      "AI",
      "Automotive"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B",
      "Operations"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/carma",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/carma.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/carma-com",
    "x_url": "https://twitter.com/joincarma",
    "fb_url": "https://www.facebook.com/joincarmacom",
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/995749b249373d88528eca173b29dc4d2d8e77da.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [
      "https://bookface-images.s3.us-west-2.amazonaws.com/attachments/028e53023cbd8b9785d653859c76f2fc6a0d918c.png"
    ],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 1377569,
        "full_name": "Muhammad Alasgarli",
        "title": "Founder/CEO",
        "founder_bio": "Founder & CEO @ Carma. Previously, Muhammad worked in investment banking (M&A/Restructuring) in NYC where he executed mega-cap mergers & acquisitions for publicly traded auto-tech companies, automotive OEMs, Tier 1 suppliers, and related auto service providers. He has worked on over $60B of cumulative transactions for notable corporate clients such as Carvana, Honeywell Transportation Systems, and various stakeholder affiliates of Hertz Rent-A-Car. Graduate of Washington University in St. Louis.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/muhammadalasgarli",
        "x_url": "https://twitter.com/ceocarma",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/e5dc582818ac2336ab4370f4172b6d39e48dc142.jpg"
      },
      {
        "user_id": 1654921,
        "full_name": "Suleyman Alasgarli",
        "title": "Founder/CRO",
        "founder_bio": "Founder & Chief Growth Officer @ Carma.",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/salasgarli/",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/a74681914382cb780d6fc790dbea11f2bfee9548.jpg"
      }
    ],
    "jobs": [
      {
        "id": 88420,
        "title": "Founding Full-Stack Software Engineer (React / Node.js / NestJS / PostgreSQL)",
        "url": "https://www.ycombinator.com/companies/carma/jobs/YLaym2M-founding-full-stack-software-engineer-react-node-js-nestjs-postgresql",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$175K - $225K",
        "equity_range": "0.50% - 1.00%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Amazon Web Services (AWS)",
          "Node.js",
          "PostgreSQL",
          "React",
          "Docker"
        ]
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 98918,
        "title": "Carma: We replaced fleet operations with software.",
        "tagline": "AI that runs fleet ops end-to-end, unlocking revenue and curbing costs.",
        "body": "**We scrapped our original model and rebuilt Carma as an AI-native operating system for fleet operations.**\n\nSince then, every metric has compounded.\n\n⸻\n\n**The problem**\n\nFleet maintenance is the #1 cost for companies that run vehicles.\n\nAnd it’s still managed with:\n\n* 15+ disconnected tools\n* spreadsheets\n* phone calls\n\nMillion-dollar decisions happen daily.\n\nMade by people who:\n\n* aren’t automotive experts\n* aren’t incentivized on cost\n\nSo they approve everything.\n\nManagement can’t keep up. The problem requires deep technical context. It gets ignored.\n\nAs fleets grow, complexity snowballs.\n\nThe double-effect is vicious:\n\nVehicle uptime drops while costs spiral.\n\nMargins bleed heavily.\n\n⸻\n\n**Why incumbents fail**\n\nThe incumbent software providers are 30+ year-old leasing companies.\n\nThey make money when fleets replace vehicles more often.\n\nSo real optimization works against them.\n\nTheir software reflects it:\n\n* system of record\n* not system of intelligence\n\n_In reality:_ glorified Google Drive with manual data entry.\n\nNo automation. No decisions. No leverage.\n\n⸻\n\n**What we built**\n\nCarma replaces the entire stack.\n\nOur AI system, Neo, runs fleet operations end-to-end:\n\n* automates all repetitive daily workflows\n* replaces all manual labor\n* replaces all fragmented software\n\nAnd makes optimal decisions:\n\n* verifies pricing\n* selects vendors\n* schedules maintenance\n* audits invoices\n* determines replacement timing\n\nNot when a leasing company wants to sell a new vehicle.\n\nWhen it actually makes economic sense.\n\nEvery service makes Neo smarter.\n\nCustomers don’t add Carma.\n\nThey replace everything with it.\n\n⸻\n\n**Why now**\n\nAI can finally automate judgment, not just data entry.\n\n_Before:_ hire more people or accept inefficiency.\n\n_Now:_ neither.\n\n⸻\n\n**If you’re an investor or operator in this space, email us:**\n\n[muhammad@joincarma.com](mailto:muhammad@joincarma.com) - Muhammad Alasgarli, Founder and CEO\n\n[suleyman@joincarma.com](mailto:suleyman@joincarma.com) - Suleyman Alasgarli, Founder and Chief Growth Officer",
        "url": "https://www.ycombinator.com/launches/PjS-carma-we-replaced-fleet-operations-with-software",
        "votes": 4,
        "created_at": "2026-03-19T20:33:46.461Z"
      },
      {
        "id": 76596,
        "title": "🚗Carma – Fleets get top service centers to bid for same-day service",
        "tagline": "Never overpay or wait weeks for quality vehicle service ever again.",
        "body": "![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/6e469c63-fd73-4b07-a14c-c16389064f61)\n\n**tl;dr:** Carma saves fleets generates measurable P&L savings on the order of hundreds of thousands to millions of dollars on vehicle repairs and maintenance with same-day service – Carma clients get pushed to the front of the line and don’t have to wait weeks to get vehicles back on the road!\n\n**💰Referral Opportunity:** We’re offering $100 in cash for every vehicle onboarded through a warm referral to a new client. 500 vehicles = $50,000 cash referral bonus. In addition, the referred fleet receives a 25% discount on their Carma subscription fees for their first 12 months.\n\n**🤝 [Join Carma Now](https://www.joincarma.com/)**\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/ff0b49ed-15b5-4336-89fb-fef7553f940a)\n\nWe are also hiring top-caliber full-stack software engineers and account executives – apply [**HERE**](https://www.ycombinator.com/companies/carma/jobs) today.\n\n**👀 [See How Carma Works](https://www.youtube.com/watch?v=Hx7fTYv3GBw)**\n\n**😡The Problem: Fleets HATE getting vehicle repair!**\n\nIt’s a time-draining hassle to get vehicle repair for fleets – a lack of price transparency makes U.S. fleets lose $37 billion each year due to improper or unnecessary vehicle repairs. Based on recent industry statistics, service centers overcharge fleets 85% of the time, leaving fleets overpaying an average of 68% more than what they actually should based on the fair cost of service. The worst part: there’s not much the average fleet management team can do – most fleets rely on minimal spares and don’t have the time to price shop for quotes. 80% of fleet managers don’t know what fair auto repair pricing looks like for non-routine repairs.\n\n**💲The Solution: Carma**\n\nCarma gets fleets prioritized same-day service offers with guaranteed, locked-in pricing. Fleet managers request any service they need through Carma, which we send to our highly rated and vetted local service center Partner Centers, who respond with real-time offers. Fleet can compare multiple same-day service offers in just 60 seconds or less. Carma handles the transaction with zero fees – no marked-up prices or “convenience” charges – you pay the service center’s in-store price or better.\n\nFleets save upwards of 50% when they use Carma vs. the median price for the same service in their zip code. It takes just 30 seconds to add a car to your profile and request service.\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/179a2ad1-4d43-4195-8951-dcba9afe1f1c)\n\n👨‍👩‍👧‍👦**Meet the TEAM**\n\nWe are setting a new standard in automotive service to make pricing transparent and the entire process hassle-free.\n\nCarma was founded by a team of automotive experts with deep technical domain expertise from the most prominent industry leaders, with a combined 120+ years of experience in the automotive service industry:\n\n* [**Muhammad Alasgarli**](https://www.linkedin.com/in/muhammadalasgarli/) **- Co-Founder & CEO.** Previously, Muhammad worked in investment banking (M&A/Restructuring) in NYC where he executed mega-cap mergers & acquisitions for publicly traded auto-tech companies, automotive OEMs, Tier 1 suppliers, and related auto service providers. He has worked on over $60B of cumulative transactions for notable corporate clients such as Carvana, Honeywell Transportation Systems, and various stakeholder affiliates of Hertz Rent-A-Car. Graduate of Washington University in St. Louis.\n* [**Suleyman Alasgarli**](https://www.linkedin.com/in/suleyman-alasgarli-6a54b1147/) **- Co-Founder & Head of Revenue.** Prior to joining Carma, Suleyman led operations for a portfolio of commercial and residential real estate investments and served as Operations Director for a prominent dental care chain, where he managed the entire sales pipeline end-to-end. Suleyman studied biology and chemistry with an emphasis in biomedical science at the University of Missouri - Kansas City.\n* **Alan Kennedy - Vice President of Sales.** Alan spent 36 years at Hunter Engineering Company, most recently as an International Regional Manager for the Asia-Pacific region and previously as a U.S. sales representative for Hunter Engineering’s sales territories in Texas and Oklahoma, specializing in undercar service equipment sales to independent automotive service centers and dealerships, with extensive experience in direct sales to both single-location and large-chain service facilities.\n* [**Doug Felt**](https://www.linkedin.com/in/doug-felt-63a30911/) **- Technical Product Manager and Subject Matter Expert.** Prior to joining Carma, Doug spent 46 years in automotive service: 32 years at Hunter Engineering Company as a Technical Training Manager and Subject Matter Expert, where he managed a portion of Hunter Engineering's training department supplying training to automotive and heavy truck technicians using over 35 satellite training centers nationally; including wheel alignment, balancing, tire changing, brake lathe operation, and counter sales training. Doug also managed training partnerships with Audi/Volkswagen, Bridgestone, Goodyear and a variety of other industry leaders. Before this, Doug spent 7 years as a Shop Manager at Hood’s Automotive and 7 years as a service technician and instructor in the U.S. Air Force.\n\n**💰Our Offer to You**\n\nOur sales process is supercharged by personal introductions, so any fleets whose owners or operational managers who you know or could introduce us to would be **very valuable**.\n\nIf you have a relationship with the C-Suite, owner, operations executive, or anyone else at business that owns cars – anything from HVAC, plumbing, pest control, landscaping, construction, cleaning & restoration, electrical contracting, sanitation, etc. – please give us a three-way intro over text or email (Muhammad, **636.293.5254 or** [**muhammad@joincarma.com**](mailto:muhammad@joincarma.com)):\n\nFor each vehicle onboarded through your warm referral to a new fleet client, we will wire you $100 in cash. 500 vehicles = $50,000 cash referral bonus. In addition, your referred fleet receives a 25% discount on their Carma subscription fees for their first 12 months.\n\n**🙋Open Letter to Fleets**\n\nDear fleets, please give us your feedback if you think anything can be improved in our user interface or user experience so we can deliver the most fluid customer journey possible. No forms, just call or text me (Muhammad, CEO) on my cell and give me direct feedback: (**636.293.5254**). You can also email your feedback to me at [**muhammad@joincarma.com**](mailto:muhammad@joincarma.com) – I read and respond to every user.\n\n**🤝 [Join Carma Now](https://www.joincarma.com/)**\n\n**👀 [See How Carma Works](https://www.youtube.com/watch?v=Hx7fTYv3GBw)**\n\n**Cities where Carma is live now: St. Louis, MO; Kansas City, KC; Oklahoma City, OK; Springfield, MO; Nashville, TN; Dallas, TX; Houston, TX; and Phoenix, AZ.**\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/eafb09ec-394c-4a76-ab81-3edeacbd1ac2)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/fc1d8f92-25f7-4a9e-a501-e581f59076d5)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/57555baa-2c14-41fb-940e-1a9771ad01d4)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/9a324fb6-ede3-47b6-81d4-5da948b9b41e)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/6f335e2a-048c-45be-ae05-4ac410feffe7)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/9b7197ff-318b-4900-b00a-6afbf72ebcc6)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/0867d4e2-2d89-4f03-9e5d-bb52874c16f4)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/077bba8c-e540-4ced-a563-16d0dd271efa)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/d41e738c-53c5-484e-8b13-a325c7758519)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/1ec14d2f-a0ea-430a-be7a-7fc5cb12234b)\n\n![uploaded image](/media/?type=post&id=76596&key=user_uploads/1377569/65bb4dd4-32b2-4600-9724-87803ea5f44a)\n\n",
        "url": "https://www.ycombinator.com/launches/JvQ-carma-fleets-get-top-service-centers-to-bid-for-same-day-service",
        "votes": 21,
        "created_at": "2023-12-01T22:39:47.302Z"
      }
    ]
  },
  {
    "id": 29377,
    "name": "Toma",
    "slug": "toma",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/30c720ae0d8e011f3d717a623f88d12d48f2a84c.png",
    "website": "http://www.toma.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "",
    "one_liner": "AI Applied Research",
    "team_size": 20,
    "industry": "B2B",
    "subindustry": "B2B -> Operations",
    "launched_at": 1702419018,
    "tags": [
      "Marketing",
      "Customer Support",
      "AI",
      "Automotive",
      "Conversational AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B",
      "Operations"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
    ],
    "stage": "Growth",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/toma",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/toma.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/tomavoice/",
    "x_url": "https://twitter.com/toma_voice",
    "fb_url": "https://www.facebook.com/tomavoiceai",
    "cb_url": null,
    "github_url": "https://github.com/toma-so/toma",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/30c720ae0d8e011f3d717a623f88d12d48f2a84c.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 92912,
        "full_name": "Monik Pamecha",
        "title": "Founder",
        "founder_bio": "Co-founder and CEO at Toma",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/monikp",
        "x_url": "https://twitter.com/monikkinom",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/56ce271920b124dc06b81841d029159e118ab97e.jpg"
      },
      {
        "user_id": 416691,
        "full_name": "Anthony Krivonos",
        "title": "Founder",
        "founder_bio": "Co-founder @ Toma",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/anthonykrivonos",
        "x_url": "https://twitter.com/blandthony",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/8bf89d456fa5f911d7ec946fe688db1da1d8917f.jpg"
      }
    ],
    "jobs": [],
    "news": [
      {
        "title": "Car Dealerships Are Replacing Phone Staff With AI Voice Agents",
        "url": "https://futurism.com/car-dealerships-ai-voice",
        "date": "Jun 08, 2025"
      },
      {
        "title": "Holman invests in Toma's dealership call automation platform - Automotive News",
        "url": "https://www.autonews.com/retail/an-toma-raises-17-million-0605/",
        "date": "Jun 05, 2025"
      },
      {
        "title": "Toma’s AI voice agents have taken off at car dealerships -- and attracted funding from a16z | TechCrunch",
        "url": "https://techcrunch.com/2025/06/05/tomas-ai-voice-agents-have-taken-off-at-car-dealerships-and-attracted-funding-from-a16z/",
        "date": "Jun 05, 2025"
      }
    ],
    "launches": [
      {
        "id": 92511,
        "title": "Toma, an AI Platform for the $2T Automotive Industry",
        "tagline": "Toma is on a mission to build world-class communication and support tools for America's high ticket industries, starting with automotive.",
        "body": "### **Next-Gen Voice AI in a $2T Industry that Silicon Valley Overlooks**\n\nWe’re thrilled to share that Toma [**raised a $17M Series A**](https://techcrunch.com/2025/06/05/tomas-ai-voice-agents-have-taken-off-at-car-dealerships-and-attracted-funding-from-a16z/), led by **Andreessen Horowitz (a16z)**, who chose us after vetting every voice AI company in automotive. The wild part is that we got here through just word-of-mouth sales, without a sales team, and now power **hundreds of customers** across the U.S.\n\nSince graduating from YC, we’ve gone knee-deep into a trillion-dollar industry historically neglected by Silicon Valley––automotive dealerships. We’ve spent half a year **living in them** to learn how they communicate with their customers, run their day-to-day operations, and provide both great and (usually) not-so-great customer experiences. To put it simply, **things are broken**.\n\nSo we built AI agents that fix it by:\n\n* Deploying **personalized agents**\n* **Automating inbound calls** with a low-latency, natural-sounding voice AI\n* Running **outbound SMS** campaigns that generate new revenue\n* **Deeply integrating** with automotive-specific software\n* Offering **insights and reporting** into every AI/customer interaction\n* Intelligently **alerting customers** when human intervention is needed\n\nWe’re now the **fastest-growing** AI platform in automotive, and we’re just getting started.\n\n![uploaded image](/media/?type=post&id=92511&key=user_uploads/416691/65a56669-51b7-40ff-ad8e-4c443df5a09c)\n\n### **From YC Hack Project to Must-Have AI Employee**\n\nWe started Toma as **two engineers** ([Monik](https://www.linkedin.com/in/monikp/) & [Anthony](https://www.linkedin.com/in/anthonykrivonos/)) who didn’t want to build another generic chatbot. We flew around the country, shadowing advisors in hot service bays, listening to call recordings, and mapping dealership workflows in Figma. We **wrote code inside dealerships** as bugs and feature ideas were discovered alongside our users.\n\nWe took a YC prototype and turned it into a real product. Today, dealerships such as [Martin Management Group](https://www.toma.com/resources/case-study/how-ai-doubled-operational-margins-for-martin-management-group) and [Middletown Honda](https://www.toma.com/resources/case-study/how-toma-helps-middletown-honda-save-100k-annually) rely on Toma to handle **tens of thousands of calls** monthly. Calls that were previously missing entirely or requiring thousands of dollars to outsource to call centers.\n\n![uploaded image](/media/?type=post&id=92511&key=user_uploads/416691/3a60abaf-e5fd-437a-8b4c-f38d911f215e)\n\n### **The Results Are Wild**\n\n* **Martin Management Group:** 9,000 service appointments booked in 90 days. $2M+ in revenue. 40% reduction in BDC workload.\n* **Middletown Honda:** 53% of inbound calls handled by AI. $100K+ saved annually. Zero missed calls during recall events.\n* **Nationwide:** Over 1 million call minutes handled by Toma since launch. Hundreds of thousands of hours of human time saved.\n* **Growth:** Surpassed 7-figures in ARR in less than one year while approaching 8 figures with over 100 dealerships using Toma across the U.S.\n\nThe best part is that vehicle owners love it, dealers love it, and Original Equipment Manufacturers (OEMs) love it because **Toma works very well**.\n\n![uploaded image](/media/?type=post&id=92511&key=user_uploads/416691/85178e79-dde7-4ec7-b19e-b28691d601a4)\n\n### **Why This Industry Matters (and Why It’s Underserved)**\n\nCars are essential to how Americans live, work, and move, and they’re getting older. The average vehicle on the road is 12.6 years old. That means **more maintenance, more service calls, and more pressure** on dealerships to deliver better experiences.\n\nSilicon Valley has historically **ignored this space**. It’s messy, full of edge cases, and utilizes antiquated software, requiring a deep understanding of real-world operations. **That’s where we thrive.** We see a gold rush in how AI can revolutionize the automotive retail industry.\n\n![uploaded image](/media/?type=post&id=92511&key=user_uploads/416691/e94c67ce-14f4-4b8a-8648-3b105052b1d9)\n\n### **Why This Industry is Just the Beginning**\n\n**Automotive** is one of many high-ticket, operationally complex industries in the U.S.—alongside insurance, home services, logistics, and healthcare—where communication is still largely **manual**, software is **legacy**, and workflows are deeply **idiosyncratic**.\n\nThese industries are slow-moving but massive, with billions of dollars lost every year due to inefficiencies. While we’re laser-focused on fixing communication in dealerships, Toma is **building the horizontal foundation for deploying production-grade AI assistants** across every high-value, high-friction service industry. We believe the future of operations will be AI-augmented, and we’re laying the rails.\n\n### **The Tech**\n\n**In-house**, we have built:\n\n* A SOTA **voice AI orchestration** pipeline\n* **Dynamic integration platform** for connecting to legacy software\n* Production-grade **agentic workflow** engine\n* **Agent evaluation** pipelines\n* **Prompt management** tools that allow us to support hundreds of customers as a 3-person ops team\n\n![uploaded image](/media/?type=post&id=92511&key=user_uploads/416691/2c4115f8-a2bf-433b-b7f3-30f4fa6ca0c3)\n\n### **Our Culture: Builders First, Always**\n\nToma was **built by engineers**, and we hire technically-minded people across all responsibilities. We move quickly, fix things, and build from the ground up. We care deeply about real-world impact and meticulous attention to detail.\n\nWe’re backed by Andreessen Horowitz, Y Combinator, Scale Angels, Flex Capital, Holman Automotive, and more. But more than anything, we’re backed by many of our own dealerships and their staff, who trust us to communicate with their customers.\n\n![uploaded image](/media/?type=post&id=92511&key=user_uploads/416691/9eeaaa4c-ba17-4927-82b9-230c362a3684)\n\n### **Who We're Looking For**\n\nYou might be a fit if you:\n\n* Want to build **cutting-edge AI features** and work on SOTA everything\n* Are **disillusioned by AI slop** products and want to solve real-world problems\n* Want **excessive ownership** of critical systems and infrastructure\n* Have a **high bar of excellence** and want to work with people who match your energy\n\nIf you’re curious, please join us in building the future of AI-powered automotive retail operations. We’re a small team, but we punch above our weight and are having a blast doing it.\n\n👉 [www.toma.com/jobs](http://www.toma.com/jobs)",
        "url": "https://www.ycombinator.com/launches/O47-toma-an-ai-platform-for-the-2t-automotive-industry",
        "votes": 7,
        "created_at": "2026-02-07T06:49:05.753Z"
      },
      {
        "id": 92512,
        "title": "Toma: AI Platform for the $2T Automotive Industry",
        "tagline": "Toma is on a mission to build world-class communication and support tools for America's high ticket industries, starting with automotive.",
        "body": "### **Next-Gen Voice AI in a $2T Industry that Silicon Valley Overlooks**\n\nWe’re thrilled to share that Toma [**raised a $17M Series A**](https://techcrunch.com/2025/06/05/tomas-ai-voice-agents-have-taken-off-at-car-dealerships-and-attracted-funding-from-a16z/), led by **Andreessen Horowitz (a16z)**, who chose us after vetting every voice AI company in automotive. The wild part is that we got here through just word-of-mouth sales, without a sales team, and now power **hundreds of customers** across the U.S.\n\nSince graduating from YC, we’ve gone knee-deep into a trillion-dollar industry historically neglected by Silicon Valley–– automotive dealerships. We’ve spent half a year **living in them** to learn how they communicate with their customers, run their day-to-day operations, and provide both great and (usually) not-so-great customer experiences. To put it simply, **things are broken**.\n\nSo we built AI agents that fix it by:\n\n* Deploying **personalized agents**\n* **Automating inbound calls** with a low-latency, natural-sounding voice AI\n* Running **outbound SMS** campaigns that generate new revenue\n* **Deeply integrating** with automotive-specific software\n* Offering **insights and reporting** into every AI/customer interaction\n* Intelligently **alerting customers** when human intervention is needed\n\nWe’re now the **fastest-growing** AI platform in automotive, and we’re just getting started.\n\n![uploaded image](/media/?type=post&id=92512&key=user_uploads/416691/65a56669-51b7-40ff-ad8e-4c443df5a09c)\n\n### **From YC Hack Project to Must-Have AI Employee**\n\nWe started Toma as **two engineers** ([Monik](https://www.linkedin.com/in/monikp/) & [Anthony](https://www.linkedin.com/in/anthonykrivonos/)) who didn’t want to build another generic chatbot. We flew around the country, shadowing advisors in hot service bays, listening to call recordings, and mapping dealership workflows in Figma. We **wrote code inside dealerships** as bugs and feature ideas were discovered alongside our users.\n\nWe took a YC prototype and turned it into a real product. Today, dealerships such as [Martin Management Group](https://www.toma.com/resources/case-study/how-ai-doubled-operational-margins-for-martin-management-group) and [Middletown Honda](https://www.toma.com/resources/case-study/how-toma-helps-middletown-honda-save-100k-annually) rely on Toma to handle **tens of thousands of calls** monthly. Calls that were previously missing entirely or requiring thousands of dollars to outsource to call centers.\n\n![uploaded image](/media/?type=post&id=92512&key=user_uploads/416691/3a60abaf-e5fd-437a-8b4c-f38d911f215e)\n\n### **The Results Are Wild**\n\n* **Martin Management Group:** 9,000 service appointments booked in 90 days. $2M+ in revenue. 40% reduction in BDC workload.\n* **Middletown Honda:** 53% of inbound calls handled by AI. $100K+ saved annually. Zero missed calls during recall events.\n* **Nationwide:** Over 1 million call minutes handled by Toma since launch. Hundreds of thousands of hours of human time saved.\n* **Growth:** Surpassed 7-figures in ARR in less than one year while approaching 8 figures with over 100 dealerships using Toma across the U.S.\n\nThe best part is that vehicle owners love it, dealers love it, and Original Equipment Manufacturers (OEMs) love it because **Toma works very well**.\n\n![uploaded image](/media/?type=post&id=92512&key=user_uploads/416691/85178e79-dde7-4ec7-b19e-b28691d601a4)\n\n### **Why This Industry Matters (and Why It’s Underserved)**\n\nCars are essential to how Americans live, work, and move, and they’re getting older. The average vehicle on the road is 12.6 years old. That means **more maintenance, more service calls, and more pressure** on dealerships to deliver better experiences.\n\nSilicon Valley has historically **ignored this space**. It’s messy, full of edge cases, and utilizes antiquated software, requiring a deep understanding of real-world operations. **That’s where we thrive.** We see a gold rush in how AI can revolutionize the automotive retail industry.\n\n![uploaded image](/media/?type=post&id=92512&key=user_uploads/416691/e94c67ce-14f4-4b8a-8648-3b105052b1d9)\n\n### **Why This Industry is Just the Beginning**\n\n**Automotive** is one of many high-ticket, operationally complex industries in the U.S.—alongside insurance, home services, logistics, and healthcare—where communication is still largely **manual**, software is **legacy**, and workflows are deeply **idiosyncratic**.\n\nThese industries are slow-moving but massive, with billions of dollars lost every year due to inefficiencies. While we’re laser-focused on fixing communication in dealerships, Toma is **building the horizontal foundation for deploying production-grade AI assistants** across every high-value, high-friction service industry. We believe the future of operations will be AI-augmented, and we’re laying the rails.\n\n### **The Tech**\n\n**In-house**, we have built:\n\n* A SOTA **voice AI orchestration** pipeline\n* **Dynamic integration platform** for connecting to legacy software\n* Production-grade **agentic workflow** engine\n* **Agent evaluation** pipelines\n* **Prompt management** tools that allow us to support hundreds of customers as a 3-person ops team\n\n![uploaded image](/media/?type=post&id=92512&key=user_uploads/416691/2c4115f8-a2bf-433b-b7f3-30f4fa6ca0c3)\n\n### **Our Culture: Builders First, Always**\n\nToma was **built by engineers**, and we hire technically-minded people across all responsibilities. We move quickly, fix things, and build from the ground up. We care deeply about real-world impact and meticulous attention to detail.\n\nWe’re backed by Andreessen Horowitz, Y Combinator, Scale Angels, Flex Capital, Holman Automotive, and more. But more than anything, we’re backed by many of our own dealerships and their staff, who trust us to communicate with their customers.\n\n![uploaded image](/media/?type=post&id=92512&key=user_uploads/416691/9eeaaa4c-ba17-4927-82b9-230c362a3684)\n\n### **Who We're Looking For**\n\nYou might be a fit if you:\n\n* Want to build **cutting-edge AI features** and work on SOTA everything\n* Are **disillusioned by AI slop** products and want to solve real-world problems\n* Want **excessive ownership** of critical systems and infrastructure\n* Have a **high bar of excellence** and want to work with people who match your energy\n\nIf you’re curious, please join us in building the future of AI-powered automotive retail operations. We’re a small team, but we punch above our weight and are having a blast doing it.\n\n👉 [www.toma.com/jobs](http://www.toma.com/jobs)",
        "url": "https://www.ycombinator.com/launches/O48-toma-ai-platform-for-the-2t-automotive-industry",
        "votes": 15,
        "created_at": "2025-07-28T17:47:22.350Z"
      },
      {
        "id": 77697,
        "title": "🪄 Toma automates your phone calls with AI ✨",
        "tagline": "Voice AI Agents to handle phone calls and perform tasks for your business",
        "body": "### **TLDR;**\n\n[**Toma**](https://toma.so/) offers AI Agents that can autonomously handle phone calls for your business.\n\n🗣️ A natural-sounding voice experience over the phone\\\n🪄 A simple way to design call flows and manage AI agents\\\n🧩 Easy integration into your existing software to pull information and perform tasks on/off call\n\nToma is live and automating calls for companies in industries ranging from healthcare to automotive.\n\n### **Problem**\n\nCustomers call businesses expecting a superior experience over other channels. Instead, they have to put up with:\n\n❌ Long wait times\\\n❌ Repeated transfers to different agents without any context\\\n❌ Robotic call flows (read: Press 1 for English.. Sorry.. I didn’t catch that... Let me repeat the options)\n\nBusinesses find phone call operations **labor-intensive**, **expensive**, **inconsistent in quality**, and **hard to scale**.\n\nThe main challenges for businesses include:\n\n* Training agents\n* Ensuring quality and consistency across calls\n* Access control & compliance\n\n### **Our Solution:** [**Toma**](https://toma.so/)\n\n[**https://www.youtube.com/watch?v=p5SvyAHtyyU**](https://www.youtube.com/watch?v=p5SvyAHtyyU)\n\n* **Realistic call experience**: customizable human-like voices with low latency tested in noisy, real-world environments\n* **Integrations**: integrate with your CRM, knowledge bases, and third-party software to pull and push data\n* **Observability**: monitor calls with recordings, summaries, and granular analytics\n* **Live 24/7**: always on, no breaks\n* **Transfer**: intelligently transfer to humans if needed\n\n![uploaded image](/media/?type=post&id=77697&key=user_uploads/92912/75ed5b30-3ec8-4de2-a6af-9d53e9d84c7e)\n\n### **TEAM**\n\nWe’re Monik & Anthony. We’re best friends who have worked together and known each other for many years.\n\nWe believe that voice will be the best way for consumers to interact with AI in the future. The ubiquity of phones, advancements in AI, and the friction of traditional interactive voice systems have set the industry up for disruption.\n\nWe have extensive experience building large-scale customer messaging software, LLM applications, and conversational AI working at Scale, Uber, Lyft, and Braze, and we believe we can make the experience 10x better.\n\n### **Asks:**\n\n* If your business makes or receives phone calls, please set up a call with us [**here**](https://www.toma.so/contact) if you’d like to explore automation\n* Intros to any businesses that run their own call centers or outsource those operations (you can reach us at [founders@toma.so](mailto:founders@toma.so))",
        "url": "https://www.ycombinator.com/launches/KDB-toma-automates-your-phone-calls-with-ai",
        "votes": 22,
        "created_at": "2024-01-22T16:50:46.263Z"
      }
    ]
  },
  {
    "id": 29378,
    "name": "Whip",
    "slug": "whip",
    "former_names": [
      "10K",
      "TensorFuse",
      "Tensorfuse"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/67c055fb6b37674bee00462ed6a2c2e6292f35b1.png",
    "website": "https://whip.run/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Whip is a mobile app where you can create and discover interactive mini apps and games, we call them \"whips\". \r\n\r\nScroll a social feed of playable posts like trivia games, quizzes, polls, party games, and more. Build your own whip in the app and publish it on the feed in minutes. Discover, remix, like, and comment on whips built by others on the platform.\r\n\r\nwhip is built by the team behind tensorfuse",
    "one_liner": "A social feed for interactive AI Creations",
    "team_size": 6,
    "industry": "Consumer",
    "subindustry": "Consumer -> Social",
    "launched_at": 1708013970,
    "tags": [
      "Social",
      "Social Network",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Consumer",
      "Social"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/whip",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/whip.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/joinwhip/",
    "x_url": "https://x.com/joinwhip",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/67c055fb6b37674bee00462ed6a2c2e6292f35b1.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 423298,
        "full_name": "Samagra Sharma",
        "title": "Founder",
        "founder_bio": "Samagra is the Co-Founder and CEO of Tensorfuse.\n\nSamagra has deep expertise in deploying production Machine Learning systems owing to his work on Multimodal Content Generation at Adobe Research and ML systems for network telemetry at UCSB. Samagra is a published AI researcher and holds a patent on Multimodal Content Generation.\n\nAdditionally, Samagra authored the Java implementation of \"AI: A Modern Approach,\" a widely used AI textbook in over 1,500 universities around the globe.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/samagra-sharma-4476bb135",
        "x_url": "https://twitter.com/samagra_sharma",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/b226f7221bc738b972c9b764fbb77d4b19c4e00c.jpg"
      },
      {
        "user_id": 396588,
        "full_name": "Agam Jain",
        "title": "Founder",
        "founder_bio": "Agam is co-founder and CPO at Whip, a social platform for AI mini-apps. He also built Tensorfuse, a serverless GPU platform on customers' own AWS used by 70+ companies. \n\nBefore becoming a founder, as a Systems Engineer at Qualcomm, he filed a USPTO patent on an image upscaler that improved display quality by 30% and is being used in millions of phones powered by qualcomm snapdragon chips.  \n\nHe also co-authored IEEE and Elsevier papers on nanowire FET modeling from research at IIT Bombay",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/agam-jn",
        "x_url": "https://twitter.com/agam_jn",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/7541673210889241fb3e5f078a4a07a5f223d3fd.jpg"
      }
    ],
    "jobs": [],
    "news": [],
    "launches": [
      {
        "id": 114427,
        "title": "Whip Web: Youtube for interactive web experiences",
        "tagline": "Discover and play games, 3D worlds, interactive stories, generative art, and more.",
        "body": "Discover and play games, 3D worlds, interactive stories, generative art, and more\\\n\\\n<https://youtu.be/Zsb5yzZFmOo>\n\nHey, we’re Agam and Samagra\n\nThree months ago, we launched Whip as a mobile feed where every post was an interactive AI creation. Anyone could describe an idea, turn it into a mini app, and publish it from their phone.\n\nWhile building it, we realized the problem was much larger.\n\nThe internet is already full of remarkable interactive work: games, simulations, visual explanations, data stories, music toys, and 3D worlds. But it is scattered across personal websites and temporary links.\n\nWe usually discover these experiences through screen recordings on X, watch someone else use them, and lose them when the timeline moves on. There is no simple place to discover this work, follow its creators, or find what they make next.\n\nSo today, we’re launching Whip Web.\n\nIt is a YouTube-style feed where every post is an interactive experience. You can play directly in your browser, search by creator or interest, explore creator channels, and like, comment, or see play counts.\n\nFor creators, Whip turns a link into a channel and an audience. For everyone else, it makes the interactive internet easier to explore.\n\nHow you can help\n\nTry a few experiences and tell us what we should improve or add next.\\\n\\\n<https://whip.run/?utm_source=bookface&amp;utm_medium=social&amp;utm_campaign=web-whip&amp;utm_content=launch>",
        "url": "https://www.ycombinator.com/launches/Tlb-whip-web-youtube-for-interactive-web-experiences",
        "votes": 3,
        "created_at": "2026-09-09T17:06:16.672Z"
      },
      {
        "id": 101722,
        "title": "Whip - Social feed of interactive AI apps and games",
        "tagline": "Scroll, play, remix, and publish interactive creations from your phone.",
        "body": "## TL;DR\n\nWhip is a social feed where every post is an interactive AI creation you can actually play with. \\\n\\\nInstead of just posting a photo or video, you can post a tiny app: a game, a quiz, or something completely random. You can play with what others make, remix it, or describe your own idea and publish it to the feed.\\\n\\\n<https://youtu.be/jIwNViSc-B4>\n\n## **Hey, we're Samagra and Agam**\n\nWe met in high school and have been building and hacking together for the last 4 years. \\\n\\\nWe built Whip because over the past few years, we noticed a growing community of people using AI to vibe-code things purely for self-expression and entertainment.\\\n\\\nBut most existing vibe-coding tools are like individual workspaces. You make something, share a link, and then it disappears into a group chat, a tweet, or a folder. There is no real place for these creations to live, spread, get remixed, and build a community around them.\\\n\\\nSo we built Whip. Its a mobile app where the feed itself is made of interactive AI creations. Every post is something you can tap, swipe, or play with. A trivia game for your friends. A countdown for your event. A tiny game someone made in 2 minutes because it was funny.\\\n\\\nAnd if you like something, you can remix it into you own version and publish it back to the feed. Creating something new is just as simple. Describe what you want and whip builds it on your phone. \\\n\\\nWe want Whip to become the social home for people who make with AI. Not just serious tools or productivity apps, but playful, weird, useful, disposable, personal things too.\n\n![uploaded image](/media/?type=post&id=101722&key=user_uploads/396588/53d04b8b-a89f-466f-8128-6ef25128455f)\n\n\n## How you can help\n\nDownload Whip and make your first app. Scroll the feed, try a few creations, remix one you like, or describe your own idea and publish it.\\\n\\\nDownload Whip:  <https://whip.onelink.me/iNbJ/92po4rio>",
        "url": "https://www.ycombinator.com/launches/QSg-whip-social-feed-of-interactive-ai-apps-and-games",
        "votes": 6,
        "created_at": "2026-05-21T16:56:39.104Z"
      },
      {
        "id": 78531,
        "title": "🚀 Tensorfuse - Deploy and scale LLM pipelines on your own cloud",
        "tagline": "Tensorfuse makes it easy to deploy and manage LLM pipelines on your own cloud",
        "body": "### **Tl;dr**\n\n[Tensorfuse](https://tensorfuse.io/) makes it easy to deploy and manage LLM pipelines on your own cloud. Simply connect your cloud to Tensorfuse, select your model, point to your data and click deploy. Tensorfuse will provision and manage the underlying infrastructure for you. Behind the scenes, we manage K8s + Ray clusters, enabling you to scale without LLMOps overhead.\n\n### **About us**\n\nWe are [Agam](https://linkedin.com/in/agam-jn) and [Samagra](https://linkedin.com/in/samagra-sharma-4476bb135). We have experience deploying production machine learning systems at scale at Adobe and Qualcomm. You can see some of our work while using Adobe Scan. Additionally, Samagra authored the Java implementation of \"AI: A Modern Approach,\" which is a widely used AI textbook in over 1,500 universities worldwide. Agam worked as a Computer Vision researcher at Qualcomm, where he published a paper and obtained a patent for image upscaling.\n\n![uploaded image](/media/?type=post&id=78531&key=user_uploads/396588/ca4c5c9f-32d4-4e65-92f3-5d12a3fcfce5)\n\n### **Problem**\n\nCompanies in regulated spaces are constrained to build LLM apps on their cloud to maintain control over their data. However, managing and Scaling LLM infra is hard and it requires LLMOps expertise. Companies face the following issues: \n\n❌ Deployment complexities increase development time and operational overhead\n\n❌ Auto-scaling requires sophisticated solutions and there are not enough LLMOps experts in the market \n\n### ✅ **Solution**\n\nTensorfuse provides a single API to manage your infra. Simply connect your cloud to Tensorfuse, select your model, point to your data and click deploy. Tensorfuse will provision and manage the underlying infrastructure for you. \\\n\\\nOne of our clients managed to deploy a production-ready retriever in just 6 days, a process that would have otherwise required months of experimentation.\n\n### ❇️ **Ask**\n\n1. If you are facing issues in deploying LLM apps on your infra, contact us at [founders@tensorfuse.io](mailto:founders@tensorfuse.io) \n2. Follow us on [LinkedIn](https://www.linkedin.com/company/tensorfuse) and [Twitter](https://twitter.com/tensorfuse) for more updates.",
        "url": "https://www.ycombinator.com/launches/KQd-tensorfuse-deploy-and-scale-llm-pipelines-on-your-own-cloud",
        "votes": 75,
        "created_at": "2024-02-19T21:11:18.598Z"
      }
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  },
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    "id": 29379,
    "name": "Trieve",
    "slug": "trieve",
    "former_names": [
      "Arguflow"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e020de4d43f09ae8fc176bd79fd704be218893b7.png",
    "website": "https://trieve.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Infrastructure for search teams building retrieval and RAG. Trieve combines search language models with tools for tuning ranking and relevance.\r\n\r\nBuilding excellent search is difficult and can take months to implement then even more time to maintain. Trieve offers production-ready infrastructure that works out of the box to help search teams build adjustable AI search and RAG into their products. With tools for custom models, relevancy weighting, date-recency biasing, semantic full-text hybrid search, recommendations, and more Trieve covers the full spectrum of what a team wants from their discovery infrastructure. ",
    "one_liner": "All-in-one API for search, RAG, & recommendations",
    "team_size": 7,
    "industry": "B2B",
    "subindustry": "B2B -> Infrastructure",
    "launched_at": 1709233497,
    "tags": [
      "Developer Tools",
      "Open Source",
      "API",
      "Search",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Acquired",
    "industries": [
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      "Infrastructure"
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": [
      {
        "question": "What is your long-term vision? If you truly succeed, what will be different about the world?",
        "answer": "Power every retrieval experience on the internet"
      }
    ],
    "url": "https://www.ycombinator.com/companies/trieve",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/trieve.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/trieveai/",
    "x_url": "https://twitter.com/trieveai",
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    "cb_url": null,
    "github_url": "https://github.com/devflowinc/trieve",
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    "primary_partner": {
      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
    },
    "founders": [
      {
        "user_id": 1655076,
        "full_name": "Nick Khami",
        "title": "Founder/CEO",
        "founder_bio": "Find me at https://github.com/skeptrunedev . My primary hobbies are reading progression fantasy, riding motorcycles, and running. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/nicholas-khami-5a0a7a135",
        "x_url": "https://twitter.com/skeptrune",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/7b50f2ec9e0f2ceff369f57009958e67d682ca5c.jpg"
      },
      {
        "user_id": 1655175,
        "full_name": "Denzell Ford",
        "title": "Founder/CTO",
        "founder_bio": "Find me at https://github.com/cdxker. I'm mostly active on x",
        "is_active": true,
        "linkedin_url": "https://linkdin.com/in/denzell-ford",
        "x_url": "https://twitter.com/cdxker",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/cd5cbf22ed11a4cfd6f8c6a76af57272a04a0299.jpg"
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    "jobs": [],
    "news": [
      {
        "title": "Trieve Secures $3.5M to Power AI Search and RAG — Trieve",
        "url": "https://trieve.ai/trieve-fundraise-announcement/",
        "date": "Sep 11, 2024"
      }
    ],
    "launches": [
      {
        "id": 78949,
        "title": "Trieve 🔎 Infrastructure for search teams",
        "tagline": "We want to power every search bar on the internet.",
        "body": "Howdy, y’all!\n\nWe’re [Denzell](https://linkedin.com/in/denzell-ford) and [Nick](https://github.com/skeptrunedev), founder engineers of [Trieve](https://trieve.ai/).\n\n![uploaded image](/media/?type=post&id=78949&key=user_uploads/1655175/c03dd5a8-16e9-4d39-8885-fdbb3d7e0626)\n\n**Trieve offers source-available all-in-one infrastructure for entire search teams. Engineers implement a pipeline that connects their data source to our backend then non-technical staff can fine-tune relevance using included frontends.**\n\nCustomers have the option to either **(1)** use the managed cloud version of the software suite or **(2)** buy a license to host it themselves in their own cloud or on-premise.\n\nWe want to power every search bar on the internet.\n\n### Problem - Poor search quality, lack of modularity, inaccessibility\n\n1. Engineers first have to build APIs on top of DBs and AI models which then need to be maintained, scaled, and improved.\n2. Engineers then need to build UI's for tuning which then need to be maintained, scaled, and improved.\n3. Improving retrieval quality requires hiring more engineers such that you have enough bandwidth to both maintain and improve your custom and complex infrastructure.\n4. Ineffective spend of your search budget as you have to hire engineers to build and maintain things before you can even start adjusting retrieval quality.\n\n### Solution - Quality retrieval & source-available license\n\nTrieve provides a complete infrastructure suite that is both easy for a single engineer to integrate and allows businesses to hire more non-technical staff who can use the included front-end tools for fine-tuning relevance.\n\nWith Trieve's solution, businesses can get more value out of their search budget whether it's $10k or $10M.\n\n### WE have two asks!\n\n1. Could you introduce us to developers and teams building search and relevancy into their products?\n2. [Can you star our GitHub](https://github.com/devflowinc/trieve)?\n\n![uploaded image](/media/?type=post&id=78949&key=user_uploads/1655175/b72dc26d-867b-4637-8df5-111b2f869fa0)\n\n### About us\n\nDenzell and I are software engineers who walked into this problem trying to build semantic search for a knowledge management system that helped business teams argue better.\n\nWhen we went to go sell the arguing app we found out that the underlying search infrastructure was what people really wanted to buy.\\\n\\\n[founders@trieve.ai](https://mailto:founders@trieve.ai)",
        "url": "https://www.ycombinator.com/launches/KXN-trieve-infrastructure-for-search-teams",
        "votes": 137,
        "created_at": "2024-03-01T18:52:01.827Z"
      }
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    "id": 29380,
    "name": "Conduit",
    "slug": "conduit-ai",
    "former_names": [
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    "website": "https://conduit.ai/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Conduit is the leading AI agent platform for hospitality operations.\r\n\r\nOperators can create, test, and run AI agents on Conduit's harness purpose built for hospitality. On-brand agents handles the full guest journey, converting inquiries into bookings and driving upsell revenue, then runs internal operations and surfaces insights for leadership. All connected to the systems operators already use. \r\n\r\nTrusted by over 1000+ global hospitality brands across 120+ countries.",
    "one_liner": "AI Agents for Hospitality",
    "team_size": 15,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1707775068,
    "tags": [
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      "Customer Service",
      "Operations"
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    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "America / Canada",
      "Remote",
      "Partly Remote"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/conduit-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/conduit-ai.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/useconduitai",
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    "company_photos": [
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    "primary_partner": {
      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
    },
    "founders": [
      {
        "user_id": 1382533,
        "full_name": "Cole Rubin",
        "title": "Founder/CEO",
        "founder_bio": "real estate & tech",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/colerubin",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/1436666376a0a2c6af04d6fbe54192f691171593.jpg"
      },
      {
        "user_id": 1073248,
        "full_name": "Punn Kam",
        "title": "Founder/CTO",
        "founder_bio": "Agents that run the built world. ex-Google, prop-tech, trading/MMing.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/punnkam",
        "x_url": "https://x.com/punnkam",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/2e2893b81567f888cc6f59e3a0cbf2e3fcc32b62.jpg"
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    ],
    "jobs": [
      {
        "id": 77123,
        "title": "Agent Product Manager",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/xY3NkA8-agent-product-manager",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Product",
        "role_type": null,
        "salary_range": "$120K - $220K",
        "equity_range": "0.10% - 0.40%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 80475,
        "title": "Member of Technical Staff",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/cJoje4G-member-of-technical-staff",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$130K - $220K",
        "equity_range": "0.20% - 1.20%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 90378,
        "title": "Account Executive",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/TIcKDJk-account-executive",
        "location": "San Francisco, CA",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$180K - $200K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 90390,
        "title": "Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/bO1GFfX-sales-development-representative",
        "location": "San Francisco, CA",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$90K - $140K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 104836,
        "title": "Head of Marketing",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/rNQxsat-head-of-marketing",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$150K - $220K",
        "equity_range": "0.10% - 0.50%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 106275,
        "title": "VP of Sales",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/4FRNpYY-vp-of-sales",
        "location": "San Francisco, CA",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$500K - $750K",
        "equity_range": "0.50% - 1.00%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 112280,
        "title": "Head of Business Development",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/4usYhQz-head-of-business-development",
        "location": "San Francisco, CA",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$180K - $220K",
        "equity_range": "0.20% - 0.75%",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 117396,
        "title": "GTM Engineer",
        "url": "https://www.ycombinator.com/companies/conduit-ai/jobs/diELayJ-gtm-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$180K - $240K",
        "equity_range": "0.20% - 0.75%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
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    ],
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    "launches": [
      {
        "id": 89389,
        "title": "Conduit: Conversational AI agents for housing and hospitality",
        "tagline": "AI agents that transform conversations into a source of conversions, revenue, and cost savings—without compromising on high-quality support.",
        "body": "Customer conversations are the backbone of every business. Conduit deploys AI agents that transform conversations into a source of conversions, revenue, and cost savings—without compromising on high-quality support.\n\nWe’re starting in housing and hospitality, where communication _is_ the operation. Whether it’s leasing, scheduling, or support, every core operation in housing and hospitality starts with a conversation.\n\n![uploaded image](/media/?type=post&id=89389&key=user_uploads/1073248/075a7605-c68b-411c-a5b4-994a1e5b63fc)\n\nWith the full context of your business, Conduit can talk to customers over text and voice like your best employee—responsive, consistent, and sharp, while knowing exactly when to bring in a human. And they don’t just answer questions, they drive conversations toward outcomes that matter.\n\nConduit works autonomously, but never in the dark. We give you full visibility into performance, with the ability to inspect, adjust, and improve how agents operate, so you can stay hands-off without losing control. AI is only as powerful as your ability to understand and direct it. We give you both.\n\n![uploaded image](/media/?type=post&id=89389&key=user_uploads/1073248/2eb14601-fde1-4e92-9193-d9cd9489fa22)\n\nLevel up your operation with Conduit—the conversational backbone of AI-forward companies.\n\n![uploaded image](/media/?type=post&id=89389&key=user_uploads/1073248/83805d2f-2aea-407a-80c9-2f140151512d)\n\n",
        "url": "https://www.ycombinator.com/launches/NFl-conduit-conversational-ai-agents-for-housing-and-hospitality",
        "votes": 18,
        "created_at": "2025-04-10T14:33:20.052Z"
      },
      {
        "id": 78716,
        "title": "🏠 HostAI - The operating system for vacation rentals",
        "tagline": "We provide an all-in-one platform that helps vacation rental managers deliver 5-star guest experiences at scale.",
        "body": "**Tl;dr:** HostAI streamlines guest services, team management, maintenance, and marketing for vacation rental managers. We remove the complexity of management so managers can focus on providing great hospitality. \n\nHi everyone, we’re Punn and Cole, the founders of [HostAI](https://www.hostai.app/).\n\n![uploaded image](/media/?type=post&id=78716&key=user_uploads/1382533/4b1e29ef-79e7-4bac-9b2c-e335b5377539)\n\n[Punn:](https://www.linkedin.com/in/punnkam/) Ex-Google engineer and proptech builder.\n\n[Cole:](https://www.linkedin.com/in/colerubin/) Vacation rental manager and real estate developer. \n\n❌ **Problem:** Vacation rental management is hard\n\nIt’s like operating 50 different hotel rooms spread across an entire region. Each property requires its own processes, rules, and team members. Managers use 5-10 different third-party apps to manage everything effectively.\n\nA fragmented tech stack creates multiple failure points for something to get missed, which can negatively impact the guest experience (i.e. the door code didn’t get updated before their check-in).\n\n✅ **Our Solution:** Compound Software\n\nHostAI aggregates information and builds native tools that make managing easier. We also provide modern integrations that enable managers to build workflows to the tools they already use (i.e. Slack or Notion).\n\nOur main features include: \n\n* **Guest communication:** Handle phone calls and messaging in one place\n* **Payroll and Compliance:** Pay team members and manage permits\n* **Maintenance management:** Ticketing automation and assignment with AI\n* **Loyalty programs:** Encourage rebookings and build a boutique travel brand\n* **IoT integrations:** Seamless communication with your hardware (i.e. door locks & thermostats)\n\n![uploaded image](/media/?type=post&id=78716&key=user_uploads/1382533/26e19b6f-8226-486f-9955-67996aa3ff60)\n\n**🚀Ask**\n\n1. Connect us to vacation rental managers or hosts ([cole@hostai.app](mailto:cole@hostai.app))\n2. Next time you stay in an Airbnb or VRBO message your host our website ([hostai.app](https://hostai.app))",
        "url": "https://www.ycombinator.com/launches/KTc-hostai-the-operating-system-for-vacation-rentals",
        "votes": 338,
        "created_at": "2024-02-25T04:38:04.313Z"
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    "id": 29381,
    "name": "Elodin",
    "slug": "elodin",
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      "Elodin",
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    "website": "https://elodin.systems/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Elodin creates flight software, simulations, and hardware for drones, satellites, and defense.",
    "one_liner": "Unified flight software and hardware for the mission of tomorrow",
    "team_size": 5,
    "industry": "Industrials",
    "subindustry": "Industrials -> Aviation and Space",
    "launched_at": 1705381687,
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      "Drones",
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      "Rocketry",
      "Aerospace"
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    "isHiring": false,
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/elodin-systems-inc",
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      "url": "https://www.ycombinator.com/people/gustaf-alstromer"
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        "user_id": 1618281,
        "full_name": "Daniel Driscoll",
        "title": "Founder/CEO",
        "founder_bio": "A technology adventurer experienced in tanks (and armored warfare in general), video games (playing and making them), sales/marketing & CRM/LMS/digital content platforms, real estate investment platforms, SaaS API platforms generally, blockchain technology (both core technology and services), and aerospace technology (specifically rocketry, guidance and control systems)     ",
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        "full_name": "Tom Gurka",
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        "full_name": "Akhil Velagapudi",
        "title": "Founder",
        "founder_bio": "Grew up in New Jersey, and studied electrical + computer engineering at Rutgers. I entered the startup world with M10, where I worked on distributed systems and developed a passion for systems engineering. After M10, I went to Google to work on kubernetes networking, focusing of programmable data planes. I tend to spend my free time either reading fantasy/sci-fi or working on my homelab (which keeps growing).",
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        "user_id": 776143,
        "full_name": "Sascha Wise",
        "title": "Founder/CTO",
        "founder_bio": "Co-founder of Elodin Systems, developers of simulation tools for aerospace. I'm a software engineer by practice and a physicist by training. I've worked on a wide variety of projects throughout my career from a database for central banks to the flight software for a deep space mission. I'm passionate about building simple, elegant solutions to complex problems. In my spare time, I try and get outdoors as much as possible, which usually means climbing or skiing. ",
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        "id": 77547,
        "title": "Elodin - CI/CD for Aerospace ✈️ 🛰 🚀",
        "tagline": "We help aerospace engineers rapidly design, test, and simulate control systems",
        "body": "### **TL;DR**\n\n[Elodin](https://www.elodin.systems) helps aerospace engineers rapidly design, test, and simulate control systems. For example, an engineer could use our Python physics toolkit, which automatically optimizes physics computations for GPU computing, to test a new satellite control system in minutes instead of hours.\n\n---\n\nHello everyone! We’re [Dan](https://linkedin.com/in/x46085), [Sascha](https://linkedin.com/in/sascha-wise), [Andrei](https://linkedin.com/in/andrei-khvalko), [Tom](https://linkedin.com/in/tomgurka), and [Akhil](https://www.linkedin.com/in/akhil-velagapudi/) from [Elodin](https://bookface.ycombinator.com/company/29381). \n\nDrawing experience from roles at AstroForge, Google, Salesforce, Spatial, and several startups. We discovered that the rapid iteration in cloud software was missing in the field of aerospace, so we were compelled to make the development experience better.\n\n---\n\n### **Problem**\n\nIf you want to build an autonomous drone today, you've only got a few options when it comes to testing.\n\n* You can write your control system, flash it to your flight computer, launch the drone, and watch it crash over and over again. \n* You can agonize over setting up a complex simulation using MATLAB, Gazebo, or something homegrown.\n\nThose choices are time-consuming, complex, and costly.\n\nNow, imagine you are building a satellite or an eVTOL aircraft; you have no choice but to set up a complicated simulation.\n\n---\n\n### **Solution**\n\nHow does Elodin prevent this complexity?\\\n**We don’t; we just do it for you.**\n\n![uploaded image](/media/?type=post&id=77547&key=user_uploads/1618322/9f285018-486c-4602-adb3-43297bf75961)\n\nCongrats! You can now simulate your drone's control system easily, but that's not enough. What if a massive windstorm comes around? What if the neighborhood dog decides to take a bite out of one of the propellers? You need to test your control system for any situation you can imagine.\n\n**Enter** - [Monte Carlo Testing](https://aws.amazon.com/what-is/monte-carlo-simulation/#:\\~:text=The%20Monte%20Carlo%20simulation%20is,on%20a%20choice%20of%20action.)\n\nMonte Carlo testing is when you run a simulation multiple times with randomized initial conditions. For example, you could run your simulation with randomized wind speeds.\n\nElodin makes running Monte Carlo simulations seamless, through our cloud platform. We let you run 100,000s of simultaneous simulations right from the comfort of your laptop. \n\nOur dream is that you run a full Monte Carlo test of your control system every time you push code to GitHub. Historically, this would be very costly and difficult to achieve.\n\n---\n\n### **What Elodin is**\n\n🐍 **Python physics library** - A toolkit for building custom physics engines using the GPU, imagine Tensorflow, but for Physics\n\n🎲 **Monte Carlo Cloud Runner** - A cloud runner that enables you to run your simulation in a scalable Monte Carlo fashion\n\n🌎 **3D Viewer** -  A live-reloading 3d viewer to share, inspect, and analyze your simulations\n\n![uploaded image](/media/?type=post&id=77547&key=user_uploads/1618322/d2e5c348-a7f8-47c4-8522-1025a8d966dc)\n\n**Try out our Alpha!** We have an early alpha sandbox prototype that showcases the real-time editing experience of Elodin but does not include our customizable physics engine or Monte Carlo support.\n\n![uploaded image](/media/?type=post&id=77547&key=user_uploads/1618322/effd2707-d83b-4dc4-9c1f-deea7f65fb74)\n\n---\n\n### **Our Asks**\n\n**Reach Out:** If you work with drones, satellites, or anything else with a control system, [schedule a call with our CEO, Dan](https://calendly.com/dan-elodin/30min), to discover how Elodin can streamline your design and testing processes\n\n**Share Your Insights:** We value your perspective! If you have any feedback or suggestions, we'd love to hear from you. Your insights are crucial to shaping the future of Elodin.\n\n**Connect Us:** Even if Elodin is not the perfect fit for your needs, you may know someone who could benefit from our platform. If you have connections in aerospace or related industries, we'd greatly appreciate sharing our website/demo with them or even better a direct introduction to [founders@elodin.systems](mailto:founders@elodin.systems)",
        "url": "https://www.ycombinator.com/launches/KAl-elodin-ci-cd-for-aerospace",
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        "created_at": "2024-01-16T14:54:27.097Z"
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    "long_description": "We build generative AI tools that enhance the fan engagement experience. Want to remix Taylor Swift in the style of Slayer? Now you can with our new product Groove. ",
    "one_liner": "Remix any song into any style",
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    "industry": "Consumer",
    "subindustry": "Consumer -> Content",
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        "full_name": "Justin Parus",
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        "founder_bio": "Our team is building technology to democratize professional music production. I used to work on the cloud.",
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        "title": "The 18 most interesting startups from YC’s Demo Day | TechCrunch",
        "url": "https://techcrunch.com/2024/04/03/ycs-winter-2024-demo-day-confirms-that-we-are-indeed-in-an-ai-bubble",
        "date": "Apr 03, 2024"
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      {
        "title": "Seattle's Soundry AI creates text-to-sample generator to help prompt enhanced music creation – GeekWire",
        "url": "https://www.geekwire.com/2024/seattles-soundry-ai-creates-text-to-sample-generator-to-help-prompt-enhanced-music-creation/",
        "date": "Mar 30, 2024"
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        "title": "The Journal by Fondo |  🔊 Soundry AI launches generative AI for musicians",
        "url": "https://www.tryfondo.com/blog/soundryai-launches",
        "date": "Mar 26, 2024"
      },
      {
        "title": "Bandlez's Diandre Ruiz Launches Generative AI Program for Creating Samples - EDM.com - The Latest Electronic Dance Music News, Reviews & Artists",
        "url": "https://edm.com/gear-tech/bandlez-launch-generative-ai-creating-samples",
        "date": "Jul 31, 2023"
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      {
        "id": 78937,
        "title": "🔊 Soundry AI - Generative AI for musicians",
        "tagline": "We provide a music sample generator for music creators",
        "body": "Hey everyone! We’re [Mark](https://www.linkedin.com/in/markbuckler/), [Justin](https://www.linkedin.com/in/justinparus/), and [Diandre](https://www.linkedin.com/in/diandre-ruiz/) and we’re thrilled to introduce you to [Soundry AI](https://soundry.ai/): **a text-to-sound AI generator for musicians**. Our AI creates musical building blocks perfect for reducing friction in the music creation process.\n\n# \n\n# 🦸‍♂️ The Team\n\nAll three co-founders are united in their love of music. After completing his PhD in AI at Cornell, Mark got his start in the music industry by founding the [Codex Collective](https://codexcollective.co/press-kit), a live music event production company in Seattle. Justin quickly joined, and all three founders met for the first time when Diandre came to Seattle to perform as [Bandlez](https://www.instagram.com/bandlez/), the music project he co-founded. Justin is an engineer extraordinaire, first cutting his teeth on large-scale data processing during his time at Microsoft Azure. Diandre is a professional musician who has performed all over the world and written music with big names, including [Shaquille O’Neal](https://open.spotify.com/track/2oCzWh04Rt4WBr7StVUCHe)!\n\n![uploaded image](/media/?type=post&id=78937&key=user_uploads/1320080/71009b68-f2c7-400e-afbc-466111c5784a)\n\n# **🔇** The Problem\n\nMusic production technology has become increasingly democratized over the years, but creating a piece of music that you are proud of is just as challenging as it’s ever been. These days, most music is made by combining multiple audio recordings of individual instruments (called music samples) into a full song. Music sample libraries are easy to use which has led to massive growth for companies who provide them ([Splice,](https://www.crunchbase.com/organization/splice) [Output,](https://www.crunchbase.com/organization/output) etc), but they have a few key issues:\n\n* Professional music producers are often prohibited from using sample libraries due to [copyright strike concerns](https://www.theverge.com/2020/2/17/21140838/justin-bieber-changes-running-over-asher-monroe-synergy-splice-sample-melody).\n* Amateur music producers feel a lack of authenticity when using sounds made by someone else and struggle to make meaningful changes to them.\n\nGenerative AI offers a unique opportunity to build music creation tools that are easy to use and offer fine-grained artistic control. Unfortunately, existing AI music platforms ([Suno,](https://www.crunchbase.com/organization/suno-279f) [Boomy](https://www.crunchbase.com/organization/boomy), etc) offer very little customization and next to no ability to modify any generated output.\n\n# **🎵** Our Solution\n\nOur team at Soundry AI has led the charge by launching the first-ever text-to-sample generator. Our proprietary foundational latent diffusion transformer offers state-of-the-art audio quality due to the efforts of our research team and partnerships with leaders in electronic music production. As you can see in [the video below](https://www.youtube.com/watch?v=MT3k4VV5yrs&ab_channel=SoundryAI), musicians like Diandre can use our tool to create unique, high-quality, copyright-free samples perfect for their music projects.\n\nThis past week we released our newest product: [Infinite Sample Packs](https://www.youtube.com/shorts/fEfYkkon7YI). Now, all that a user needs to do is click a button to get accurate stylized sounds. Professionals have praised the quality and specificity of the sounds, and amateurs have been thrilled with the simplified interface.\n\n# **📢** Call to Action\n\nIf making music is your thing, we’d love for you to try our sample generator [here!](https://soundry.ai/) We’d be so thankful if you to share our product with all of your musical friends, and if you have any questions then please reach out via [founders@soundry.ai.](mailto:founders@soundry.ai) We can’t wait to hear from you!",
        "url": "https://www.ycombinator.com/launches/KXB-soundry-ai-generative-ai-for-musicians",
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        "created_at": "2024-03-01T04:30:54.397Z"
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    "name": "Aftercare",
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    "website": "https://getaftercare.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "Aftercare helps you run surveys with AI-powered follow-up questions to dig into responses for deeper insights—it’s like having a skilled interviewer for every survey. ",
    "one_liner": "Conversational AI surveys with intelligent follow-up questions",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709233414,
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      "name": "Diana Hu",
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        "user_id": 1355492,
        "full_name": "Aidan Lee",
        "title": "Founder/CEO",
        "founder_bio": "Co-founder of Aftercare\nex-Growth Strategy at Datadog, Investment Banking at Barclays. \nNYU Stern '20",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aidan-cj-lee",
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        "full_name": "Justin May",
        "title": "Founder/CPO",
        "founder_bio": "Co-Founder at Aftercare\n\nex-Senior Software engineer at Palantir, Nextdoor | Rutgers '20",
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        "user_id": 1038226,
        "full_name": "Anand Nanduri",
        "title": "Founder/CTO",
        "founder_bio": "Co-Founder at Aftercare | ex-Senior Software engineer at Affirm | Yale '20",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/anand-nanduri",
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      {
        "id": 85495,
        "title": "Aftercare: Conversational AI surveys with intelligent follow-up questions",
        "tagline": "Run surveys with AI-powered follow-up questions to dig into responses for deeper insights—it’s like having a skilled interviewer for every survey.",
        "body": "Hey everyone! We’re [Anand](https://www.linkedin.com/in/anand-nanduri/), [Justin](https://www.linkedin.com/in/justinseanmay/), and [Aidan](https://www.linkedin.com/in/aidan-cj-lee/), co-founders of [Aftercare](https://www.getaftercare.com/).\n\n**TL;DR:** We’re building a generalizable survey tool that uses intelligent AI follow-up questions to gather better insights.\n\n## **🔭 How we got here**\n\nWhile we were building an eCommerce post-purchase survey platform, one of the most valuable features for our customers was using AI to ask follow-up questions to dig into survey responses and uncover deeper insights—almost like having an interviewer ask good questions live for every survey. We realized this powerful feature could be applied to all surveys, so expanded the survey platform so anyone could use it.\n\n![uploaded image](/media/?type=post&id=85495&key=user_uploads/1355492/f34a1950-734e-4956-b96d-4232807f1ff0)\n\n## **🧐 Problem**\n\n* Traditional surveys can’t react to respondent answers and ask follow-up questions, leaving behind incredibly valuable insights. Often, the first response to an open-ended question does not tell the whole story.\n* Good open-ended feedback is incredibly useful, but difficult to view in a structured format, especially when you have many responses. If you’ve ever used Google Forms, open-ended responses are presented as a data dump.\n\n## **🚀 Our Solution**\n\n* Easily create surveys, and turn on AI follow-up questions for any topic you want to dig into - Aftercare will ask intelligent follow-up questions automatically.\n* AI summaries surface key information from your responses automatically, and open-ended responses are categorized into data visualizations of your choice.\n\n## **Team**\n\nWe’ve been friends for 18 years and have deep engineering and ops experience at companies like Palantir, Datadog, Affirm, and Nextdoor.\n\n![uploaded image](/media/?type=post&id=85495&key=user_uploads/1355492/8ec74a7b-6c3e-4840-88fa-480c4d9af138)\n\n## **Our ask**\n\n* Try it out, we’d love to hear your honest feedback!\n* If you have a generalized survey use case (surveying customers, your employees, etc) I’d love to learn more about it over a quick chat: <https://calendly.com/aidanclee/15-minute-sync-from-launch-yc>\n* If you know anyone running a survey, tell them to try [www.getaftercare.com](http://www.getaftercare.com) 🙂",
        "url": "https://www.ycombinator.com/launches/MEx-aftercare-conversational-ai-surveys-with-intelligent-follow-up-questions",
        "votes": 21,
        "created_at": "2024-11-12T18:49:41.643Z"
      },
      {
        "id": 82218,
        "title": "Aftercare - Conversational post-purchase surveys using AI",
        "tagline": "Conversational post-purchase surveys using AI. Open-ended text, voice, and SMS surveys for eCommerce.",
        "body": "Hey everyone! We’re [Anand](https://www.linkedin.com/in/anand-nanduri/), [Justin](https://www.linkedin.com/in/justinseanmay/), and [Aidan](https://www.linkedin.com/in/aidan-cj-lee/), previously co-founders of Kontractify, coming back as [Aftercare](https://www.linkedin.com/company/aftercarecompany/).\n\n**TL;DR:** We help eCommerce stores run conversational post-purchase surveys using AI to capture open-ended customer feedback and marketing attribution data.\n\n# **🍪 Problem**\n\nWith the “death of the cookie” rapidly approaching, eCommerce stores must rely more on 1st- and zero-party data to inform marketing decisions like where best to spend money on ads (Meta vs. TikTok vs. Google, etc.).\n\nBecause of this, eCommerce stores are more widely adopting tools like post-purchase surveys. However, the current post-purchase survey landscape is lacking in several ways:\n\n* Limited: mainly offers multiple-choice questions that don’t provide enough context to be useful for marketing teams.\n* Static: asks the same questions regardless of the user’s segment (e.g., new vs. returning user) or the user’s previous responses within a single survey.\n* Disjointed: integrates poorly with the rest of the marketing stack.\n\n# **✨ Solution**\n\nAftercare is a modern post-purchase survey tool that uses AI to go beyond the traditional multiple-choice survey. It:\n\n* Asks open-ended questions to capture more detailed and candid feedback.\n* Changes what it asks based on the user’s previous responses so you can ask smart follow-up questions in real time.\n* Summarizes all insights in a single dashboard to inform product and marketing teams at a glance.\n\nOur MVP is a Shopify App, but we want to meet merchants and customers where they’re at, so we’re building out other channels, including a generalized web Iframe, SMS, and voice.\n\n![uploaded image](/media/?type=post&id=82218&key=user_uploads/1355492/b067a353-1293-4bcd-84b9-d42f441c6447)\n\n## **Team**\n\nPreviously known as Kontractify, we’re coming back as [Aftercare](https://www.linkedin.com/company/aftercarecompany/). We’ve been friends for 18 years and have deep engineering and ops experience at companies like Palantir, Datadog, Affirm, and Nextdoor.\n\n![uploaded image](/media/?type=post&id=82218&key=user_uploads/1355492/bc67ac78-45af-4926-a10d-978fa60fcdff)\n\n# **🙏 Our ask:**\n\nPlease reach out if you know anyone who does marketing at or runs an eCommerce store - we’d love a warm intro! Email us at [aidan@getaftercare.com](mailto:aidan@getaftercare.com)",
        "url": "https://www.ycombinator.com/launches/LO6-aftercare-conversational-post-purchase-surveys-using-ai",
        "votes": 12,
        "created_at": "2024-07-17T17:52:36.986Z"
      },
      {
        "id": 79017,
        "title": "Kontractify - Painless RFPs, powered by LLMs 📢",
        "tagline": "We use LLMs to help enterprises run Request for Proposals (RFPs)",
        "body": "Hey everyone! We’re [Justin](https://linkedin.com/in/justinseanmay), [Anand](https://linkedin.com/in/anand-nanduri), and [Aidan](https://linkedin.com/in/aidan-cj-lee) – childhood friends and co-founders of Kontractify.\n\n**TL;DR** [Kontractify](https://www.kontractify.com/) uses LLMs to help enterprises run RFPs. We generate questions, manage workflows, evaluate proposals, and facilitate reverse auctions.\n\n## 🧨 **The Problem**\n\nEnterprises buy large amounts of goods and services through RFPs—competitive bid processes where they invite multiple sellers/service providers to participate. These buyers launch RFPs on extremely outdated platforms, often costing hundreds of thousands of dollars, and have UI/UX stuck in the ‘90s.\n\nBuyers get so frustrated with these tools that they ignore using them altogether and revert to Excel spreadsheets and emails. Wasted time, frustration, information loss, and lack of user participation are common.\n\nOn the other side, sellers who receive RFP notifications hate filling out responses on these platforms, leading many to not participate.\n\n## 🎉 **Our Solution**\n\nKontractify provides a painless experience for enterprise buying teams to run and collaborate on RFPs, using LLMs to speed up particularly tedious processes. Buyers can build, launch, and manage all seller communications through the platform.\n\n![uploaded image](/media/?type=post&id=79017&key=user_uploads/1355492/bed9d3f3-1454-460b-957d-a46f3630192a)\n\n**For Buyers:**\n\n* ⚙️ Simple workflow and question builders help buyers painlessly curate events\n* ✍️ Tedious activities like writing question lists are automated away with the help of LLMs\n* 📣 Advanced eBidding events such as Reverse Auctions can be easily launched, allowing for greater savings\n\n**For Sellers:**\n\n* 📫 RFP questions can be responded to directly by email and LLMs assist in converting the unstructured text into a templated response\n\n⭐️ Consumer-grade UI and LLMs greatly improve velocity for both buyers and sellers. Buyers can develop new supplier relationships, run more events, and save more money. Sellers can quickly respond to RFPs and focus on their next sale.\n\n## **Team**\n\nWe’ve been friends for 18 years and have deep engineering and ops experience at companies like Palantir, Datadog, Affirm, and Nextdoor.\n\n![uploaded image](/media/?type=post&id=79017&key=user_uploads/1355492/4b7de3a9-c552-4543-a8f3-2599bfd849c8)\n\n## **Ask**\n\n* Intro us to sourcing or procurement professionals! Drop us a line at [aidan@kontractify.com](mailto:founders@kontractify.com).",
        "url": "https://www.ycombinator.com/launches/KYT-kontractify-painless-rfps-powered-by-llms",
        "votes": 124,
        "created_at": "2024-03-04T18:10:59.295Z"
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    "website": "https://www.shiboleth.ai/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Shiboleth automates consumer lending compliance for financial institutions using AI.\r\nBanks and fintechs use us to save months of manual work by automating audits and drafting reports for the governments. \r\n\r\nLLMs allow whole categories of manual compliance processes to be automated in ways that weren’t possible until recently.\r\n\r\nWe are excited to automate back-office operations and enhance consumer protection in one of the most litigious industries.",
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    "subindustry": "B2B -> Security",
    "launched_at": 1702497588,
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    "nonprofit": false,
    "batch": "Winter 2024",
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    "regions": [
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    "stage": "Early",
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    "year_founded": 2023,
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    "country": "US",
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      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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    "founders": [
      {
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        "full_name": "Esty Scheiner",
        "title": "Founder/CEO",
        "founder_bio": "Esty Scheiner is the CEO and Co-founder of Shiboleth. Shiboleth automates regulatory compliance for lending institutions\n\nBefore Shiboleth, Esty was a Security Engineer at Invoca, developing an LLM tool for automating security compliance. She dropped out of NYU CS at 19 yr. old to become a SE at Buggy, quickly rising to manage a 6-person R&D team within a year . Additionally she is a self taught CISSP and OSCP (top compliance and hacking certs) in months instead of 5 years. \n",
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        "linkedin_url": "https://linkedin.com/in/esty-scheiner-9ab3a9142",
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      {
        "user_id": 750382,
        "full_name": "Bivu Dhungana",
        "title": "Founder/CTO",
        "founder_bio": "Bivu is a co-founder and CTO at shiboleth.ai which he founded with Esty Scheiner in late 2023.  Shiboleth automates regulatory compliance for lending institutions. \n\n\nBivu has a decade of experience working as a ML Engineer in logistics, banking and audio. Before Shiboleth, Bivu worked at Pindrop as an AI Engineer where he led a team for IVR fraud detection. His team's product is used by 6 of the largest 10 banks, and amounted to $10 million ARR in sales. ",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/bivu-dhungana",
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    "jobs": [
      {
        "id": 78263,
        "title": " ⚡️ Founding Full Stack Software Engineer ⚡️",
        "url": "https://www.ycombinator.com/companies/shiboleth/jobs/RDkhDqm-founding-full-stack-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$170K - $220K",
        "equity_range": "1.00% - 2.75%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
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    ],
    "news": [
      {
        "title": "Shiboleth eyes bank-fintech compliance",
        "url": "https://www.axios.com/pro/fintech-deals/2025/02/27/shiboleth-bank-fintech-partnership-compliance-seed",
        "date": "Feb 27, 2025"
      }
    ],
    "launches": [
      {
        "id": 78847,
        "title": "Shiboleth: Automating consumer lending compliance",
        "tagline": "Enabling lending compliance teams to audit customer service chats with AI",
        "body": "**TLDR**: Lending companies use us to flag compliance violations for customer interactions and create the first drafts of the reports for the government.\n\n🚀 **Shiboleth’s Y Combinator offer:** We are so excited about our technology and the launch 🔥. If you are a financial institution and want to check the work of your QA team or auditor [shiboleth.ai/#ycdeal](http://shiboleth.ai/#ycdeal), or send an email to [founders@shiboleth.ai](mailto:founders@shiboleth.ai) to receive a free audit of up [to 20,000 calls.](mailto:founders@hiboleth.ai)\n\n—\\\n👋 Hello everyone, we are Esty and Bivu!  We are building [Shiboleth](https://www.shiboleth.ai/). If you saw a recent Garry Tan’s [tweet](https://x.com/garrytan/status/1751066532480987434?s=20) about bookface launch live, that was us :). We were chosen as one of the top products based upon “votes from batch and YC alumni”.\n\n[Esty](https://www.linkedin.com/in/esty-scheiner-cissp-oscp-9ab3a9142/) previously worked in the intersection of compliance and conversational intelligence. And [Bivu](https://linkedin.com/in/bivu-dhungana) has a decade-long experience in NLP and AI. Together, we are excited to innovate in the regulatory compliance sector, an area that is long due for innovation. We believe that automating compliance can enable smaller financial institutions to exist in the long term.\n\n![uploaded image](/media/?type=post&id=78847&key=user_uploads/1571199/31340ca2-163b-4a2e-8bde-30f14f4a9a12)\n\n❌  **The Problem:** Consumer lending is very litigious and consequently, it is heavily regulated: agencies such as CFPB, FDIC, and OCC impose a lot of intentionally ambiguous regulations. Currently, the audits are extremely manual. Even with a large team of auditors,  they can only check a fraction of the calls—sometimes as low as 2% which means that violations can be missed. Often, there is “just enough ambiguity” that the calls and communication warrant manual reviews. This is problematic because an internal audit system might not suffice for compliance purposes.\n\n🤔 **How does it work?**: Shiboleth automatically flags compliance violations in customer interactions. It does this by syncing with the companies' runbooks, using advanced LLMs and NLP to parse relevant regulations. Our extensive database of public reviews, CFPB complaints, and enforcement actions helps us identify the most enforceable regulations and recommend appropriate mitigation actions.\n\nYou can check out the [demo](https://www.youtube.com/watch?v=FYJ5OsysNJ4) below. \n\n🌤️**Who Can Use Us**: Our solution is designed for financial institutions, including banks, fintech companies, and non-bank lenders, that are looking to streamline their lending compliance processes and reduce costs. We are currently working with lending institutions but would be interested in hearing adjacent use cases\n\n📫 If you want to be part of our beta, introduce us to new use cases, or just geek out Dodd-Frank in general, please free to reach out to [founders@shiboleth.ai](mailto:founders@shiboleth.ai).",
        "url": "https://www.ycombinator.com/launches/KVj-shiboleth-automating-consumer-lending-compliance",
        "votes": 115,
        "created_at": "2024-02-28T15:01:29.682Z"
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    "id": 29385,
    "name": "Hazel",
    "slug": "hazel-2",
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    "website": "https://hazelai.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "Hazel builds AI-powered procurement software for U.S. state, local, and federal government agencies. We automate the full procurement process including requirements generation, market research, solicitation drafting, and proposal evaluation. Agencies use Hazel to save time and money while improving compliance.",
    "one_liner": "AI-enabled procurement for government",
    "team_size": 7,
    "industry": "Government",
    "subindustry": "Government",
    "launched_at": 1705430466,
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    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/hazel-ai",
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      {
        "user_id": 1279709,
        "full_name": "August Chen",
        "title": "Founder/CEO",
        "founder_bio": "@Palantir, I built wildfire prevention apps that led to a 99% reduction in acres impacted by wildfires in CA. I also developed several channel partnerships from 0 ->1, securing $Xmm in high-margin licenses.\n\nMechE/CS @ Harvard '20. Led MakeHarvard. My thesis was on how we can safely deploy aerosols into the stratosphere to save Earth (see: geoengineering).",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/augustschen",
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      },
      {
        "user_id": 1667477,
        "full_name": "Elton Lossner",
        "title": "Founder",
        "founder_bio": "Elton graduated with a bachelor's in Electrical Engineering from Harvard, where he cofounded MakeHarvard and wrote an AI/ML thesis in medtech. He interned in data engineering for Capital One and aerospace engineering for a space startup.\n\nHe spent ~5 years at BCG, exiting as Project Leader. He built *lots* of slides driving strategy and procurement cases in the Aerospace & Defense and Public Sector practice areas. He lives in Atlanta with his wife.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/eltonlossner",
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    "jobs": [
      {
        "id": 117463,
        "title": "Full Stack Engineer (TS/SCI)",
        "url": "https://www.ycombinator.com/companies/hazel-2/jobs/PpNKYBS-full-stack-engineer-ts-sci",
        "location": "Washington, DC, US / New York, NY, US / Remote (US)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $200K",
        "equity_range": "0.25% - 0.50%",
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    "news": [
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        "title": "City of Dallas Partners with Hazel AI to Modernize Procurement and Accelerate Public Service Delivery",
        "url": "https://www.prnewswire.com/news-releases/city-of-dallas-partners-with-hazel-ai-to-modernize-procurement-and-accelerate-public-service-delivery-302509987.html",
        "date": "Jul 21, 2025"
      },
      {
        "title": "These AI startups stood out the most in Y Combinator's Winter 2024 batch | TechCrunch",
        "url": "https://techcrunch.com/2024/04/03/y-combinator-winter-2024-demo-day-ai-startups-standouts/",
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      {
        "id": 87095,
        "title": "🌰 Hazel: AI procurement software for government",
        "tagline": "Making government efficient by fixing procurement",
        "body": "### 📝 **BLUF** \n\nHazel is the _only AI-native solution_ which enables public sector procurement teams to seamlessly define requirements, generate solicitations, conduct market research, and evaluate responses in one place. Public sector procurement is a time-intensive process held together by Microsoft Office, legacy point solutions, tribal knowledge, and severely overworked civil servants. Hazel is building an AI-powered platform to accelerate and streamline this mission. \n\nWe’ve engaged hundreds of government agencies with diverse missions, and we’ve been hard at work building something they want. We’re already on contract with several governments and have received funding from agencies ranging from public school districts to the U.S. Navy!\n\nIf you know anyone supporting government procurement, please contact us! \n\n### 🦅 **About Us + What’s New** \n\nWe’re Elton and August, and we along with our 3 amazing founding software engineers currently operate out of NYC, Boston, DC, and Salt Lake City. We’re excited to (finally) re-launch Hazel, an AI-native solution **which enables government procurement teams to quickly and easily manage their procurement processes**.\n\n![uploaded image](/media/?type=post&id=87095&key=user_uploads/1279709/df8d3560-f897-4131-b217-b9a76fc3525c)\n\nThe two of us met in college before taking separate jobs at Palantir and Boston Consulting Group, but our focus on public service remained the same, and we saw something that we knew had to be fixed. Along the way, we’ve picked up incredible mission-driven teammates with experience from Lockheed Martin, MITRE, SpaceX, Peraton, the U.S. Air Force, the U.S. Department of State, and USAID. \n\nWe began by building a solution for businesses to bid on RFPs because we wanted to help governments. The idea was that by bringing more businesses to the table, more competitive bids would both save governments money and deliver better performance. However, we soon realized that if our mission was to help government, we will best accomplish that by going directly B2G, not B2B2G. It means accepting the known challenges of selling to government as a startup (long sales cycles, a litany of compliance standards, nobody returns your emails, a new language of business, etc.), but nothing worthwhile - or fulfilling - comes easy.\n\n### 🏛**️ Problem** \n\nCivil servants in procurement are overwhelmed. \\~30% of procurement roles in government are unfilled as these employees retire or quit. Their current solutions are dated – one to two _decades_ behind the equivalent in B2B SaaS, gated behind sleepy incumbents leveraging political connections and litigation to stay on top. The lack of tools and talent means governments are more stretched than ever when it comes to buying the goods and services they need in a compliant and timely manner. This challenge is eating away at all levels of government, from local K-12 school districts to the Pentagon. As prices rise and the demands on governments grow, it becomes even more critical to strategically purchase the right tools for their success. Failure means degradation in service delivery, bad publicity, or even disaster. \n\nA maze of legal restrictions, understaffed departments, and growing complexity of requirements have made it near impossible to rapidly procure goods and services without defaulting to an existing incumbent. Governments would love to diversify their options or recompete… but choosing the default has shifted from a matter of convenience to an operational necessity. Over $2.7T is on the line for public procurement _annually._ \n\nThere has never been a more pressing – or opportune – time to address the procurement challenges taxing our government’s efficiency. Climate goals require rapidly procuring sustainable and efficient energy solutions nationwide. The new era of great power competition requires procuring novel weapon systems at scale to secure democracies in the Pacific and Eastern Europe. Our aging procurement systems are creaking under their weight and cannot unlock the potential of our nation.\n\n### 🔥 **Solution** \n\nHazel’s platform accelerates and automates the rote, time-intensive tasks of researching, generating and managing solicitations. Instead of trading documents over email and doing market research via cursory Google searches, civil servants should have a single streamlined platform that assists them in doing their jobs. \n\nHazel combines AI agents and a modern UI/UX to deliver a consumer-grade solution that surfaces critical information to human decision-makers, saving time and driving better outcomes. Hazel is the AI superpower for procurement teams short on staff and time but hungry for innovation and a way to do things better.\n\n![uploaded image](/media/?type=post&id=87095&key=user_uploads/1279709/ce5def23-288b-44fe-baa4-39c4fb09bcb8)\n\n_(Screenshot of the Hazel platform) Save legal-approved boilerplates, design content sections using our AI agents, and drag-and-drop them into templates. Compliant first-draft solicitations using the agency’s template in five minutes, not five months. Edit collaboratively in real-time and seamlessly export to Word when done. No copy-paste required._ \n\n### **🫡 Asks** \n\n* Do you have any contacts in government who navigate their agency’s internal procurement processes? If so, we’d love to connect with them! \n* Reach out to us at [august@hazelai.com](mailto:august@hazelai.com) and [elton@hazelai.com](mailto:elton@hazelai.com) with any other comments, questions. **We’re building AI for the public interest** 🇺🇸",
        "url": "https://www.ycombinator.com/launches/Mel-hazel-ai-procurement-software-for-government",
        "votes": 15,
        "created_at": "2025-01-23T17:01:17.012Z"
      },
      {
        "id": 77743,
        "title": "Hazel: AI-driven marketplace for government contracts",
        "tagline": "We’re using AI to enable SMBs to easily find and win public sector contract opportunities",
        "body": "### **📝 BLUF**\n\n[Hazel](https://hazeltech.ai/) applies AI to create an equitable and accessible marketplace for businesses to bid on government contracts. Contracts are separately issued by governments, and responses must meet long lists of criteria to be compliant and award-eligible, making them immensely hard and time-consuming to write. Hazel breaks down that moat.\n\nIf you or anyone you know wants to get matched to or respond to government RFPs, please [contact us](mailto:elton@hazeltech.ai?cc=august@hazeltech.ai)!\n\n### **🥷 About Us**\n\nWe’re [Elton](https://linkedin.com/in/eltonlossner) and [August](https://linkedin.com/in/augustschen), in SF for this YC W24 batch. We’re excited to announce Hazel, an AI-driven marketplace **that enables businesses to quickly respond to issued government RFPs in a compliant manner**.\n\n![uploaded image](/media/?type=post&id=77743&key=user_uploads/1667477/121ccfbb-5ac0-49ed-b528-7c5a63f0c1a6)\n\nThe two of us met in college before taking separate jobs at Palantir and Boston Consulting Group – but our focus on mission and serving the public interest remained the same, and we saw something that we knew had to be fixed.\n\n### **📄 Problem**\n\nThe government contracting process is broken. Contracts are separately posted on thousands of different websites and can include hundreds of pages of overlapping compliance regulations. Responding to bids can require entire business divisions supported by armies of consultants and in-house lawyers. Even the simplest of contracts – if you can find one that fits your business – require responses spanning dozens of pages, and the tiniest compliance error will jeopardize your entire submission.\n\nThe US has created a system where it is almost impossible for SMBs to win work with the government. As incumbents become even more entrenched, governments face increasing prices and deteriorating performance because they have allowed for no alternatives. With over $1T of infrastructure funding now on the line for award, the US cannot afford the status quo.\n\n### **🧠 Solution**\n\nUse AI to automate discovery, drafting, and compliance. Instead of spending days trawling local websites and weeks writing fruitless proposals, you should only spend minutes defining your scope of work and price.\n\nUse Hazel to get matched to a potential contract, synthesize a draft response based on the RFP and your company information, create a checklist of to-dos, and run compliance checks. No more scrambling to register your company the day before submission. No more losing a bid because you missed a cybersecurity requirement listed on page 13 of Appendix G.\n\n![uploaded image](/media/?type=post&id=77743&key=user_uploads/1667477/88962715-f3d7-4dfb-97b6-deb758c92062)\n\n_{Choose which sections to include in your response, view a timeline of the next steps for the process, and use GenAI to craft your answer based on existing company documentation.}_\n\n### **📈 Asks**\n\n* Reach out! We’re excited to help users win new bids with US government agencies, particularly at the state and local level\n* Spread the word! We’ve heard from countless people how frustrating government RFP processes are. If you have any contacts involved in government RFP writing or solicitation, we’d love to connect with them\n\nReach out to us at [august@hazeltech.ai](mailto:august@hazeltech.ai) and [elton@hazeltech.ai](mailto:elton@hazeltech.ai) with the above or any other comments and questions. **Let’s bring more winners to government contracting.**",
        "url": "https://www.ycombinator.com/launches/KDv-hazel-ai-driven-marketplace-for-government-contracts",
        "votes": 46,
        "created_at": "2024-01-22T22:48:05.413Z"
      }
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    "id": 29386,
    "name": "Andy AI",
    "slug": "andy-ai",
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    "website": "https://with-andy.com",
    "all_locations": "San Francisco, CA, USA",
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    "team_size": 5,
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    "subindustry": "Healthcare -> Healthcare IT",
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        "id": 78586,
        "title": "🧑‍⚕️ Andy AI - Faster clinical documentation for home health nurses",
        "tagline": "Agencies see timely & accurate documentation and happier nurses.",
        "body": "Hi everyone, we’re [Tiantian](https://linkedin.com/in/tiantianzha) and [Max](https://linkedin.com/in/akhterov), the founders of [Andy](https://with-andy.com).\n\n**Andy completes clinical documentation for nurses doing home health visits**.\n\n### **What is home health?**\n\nSkilled nursing in the home is a booming business, on track to double to $250B in by 2031. Better outcomes, lower costs, and aligned with patient preferences: it’s no surprise large insurers are scooping up home health providers.\n\n![uploaded image](/media/?type=post&id=78586&key=user_uploads/932678/56616808-3fe2-4b7d-8bdb-b670e0ed70e2)\n\n### **The problem: too much charting**\n\nOn the ground, however, we’re seeing widespread burnout among nurses. The worst part of the job is documentation, which can take 90 minutes for a single patient and costs agencies $8B per year. Agencies that employ these nurses struggle to submit _high-quality_ documentation in a _timely_ manner, which is hurting their top line.\n\n### **The solution: an AI scribe**\n\nAndy is an AI-powered ambient scribe designed specifically for home health nurses. Nurses record their visits using their Andy app and receive a chart completed by Andy straight into their EHR. With Andy, the 90-minute documentation process is now a 15-minute review.\n\n### **Meet Team Andy**\n\nWe’re a healthcare & AI team focused on pressing public health challenges. America’s rapidly aging population needs home health. We’re building tools to restore joy & connection to the profession.\n\n![uploaded image](/media/?type=post&id=78586&key=user_uploads/932678/325091cd-9334-41c7-a3c0-551987559a77)\n\n* [**Tiantian Zha**](https://linkedin.com/in/tiantianzha) previously led an AI and robotics project at Google Life Sciences to eliminate mosquito-borne diseases, a public health challenge affecting 400M people each year.\n* [**Max Akhterov**](https://linkedin.com/in/akhterov) previously built health AI algorithms for the Apple Watch, including the passive detection of atrial fibrillation which is running on 50M devices.\n\n### **How you can help**\n\nDo you know any home health operators? Please share [Andy](https://with-andy.com) to help them get accurate documentation done on time!",
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        "full_name": "Ori Eldarov",
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        "title": "These AI-Native Companies Have Tiny Staffs and Fewer Bosses",
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        "date": "Jul 18, 2026"
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        "url": "https://www.businessinsider.com/left-jp-morgan-analyst-join-ai-investment-bank-startup-advice-2025-10",
        "date": "Oct 11, 2025"
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        "title": "Wall Street's new AI era: OffDeal CEO on using AI to disrupt investment banking",
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        "url": "https://www.startuphub.ai/ai-news/ai-video/2025/offdeal-pioneers-ai-native-investment-banking-for-the-middle-market/",
        "date": "Aug 04, 2025"
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        "id": 79184,
        "title": "OffDeal -  AI broker for buying small businesses",
        "tagline": "Custom-built AI agents to find, vet, and engage SMB acquisition targets",
        "body": "Howdy folks 👋🏻 We’re [Ori](https://www.linkedin.com/in/eldarov/) and [Alston](https://www.linkedin.com/in/alstonlin/) from [OffDeal](http://www.offdeal.io) and we’re building an AI broker that helps individual buyers find and acquire small businesses. \n\n# tl;dr\n\nFinding the right small business to acquire is painfully manual and tedious - an average buyer takes almost two years to buy one! 🫨\n\nOffDeal puts SMB deal sourcing on autopilot. Our AI broker\n\n* Screens through millions of SMBs using semantic search on dozens of data points to identify potential targets \n* Automatically researches each one to ensure criteria match using custom AI web agents\n* Crafts and sends hyper-personalized emails to maximize response rate\n\nSince launching our closed beta two weeks ago, we have about a dozen buyers using OffDeal to source $10-50 million SMB acquisitions.\n\n# **❌ Problem: Buying a small business takes 18-24 months**\n\nThe current process of finding a small business to buy is painstakingly slow and tedious. Today, buyers rely on a combination of expensive SMB databases (e.g. Grata, Sourcescrub) and manual research, often involving a makeshift \"deal team\" of unpaid interns and offshore assistants. \n\nThis cobbled-together system creates a major bottleneck, typically allowing buyers to only assess 100-150 businesses per week (and that's considered good!). Since buyers usually need to go through \\~10,000 businesses before finding “the one”, the entire process becomes incredibly time-consuming, frustrating, and expensive.\n\n## **✨ Our Solution: AI Broker to find, diligence, and engage 10x more SMB targets**\n\nOur AI broker acts much like a human M&A advisor would - it finds targets, diligences them, and then reaches out to them on your behalf. However, unlike a human, our AI broker is powered by proprietary recommendation engines and custom-built AI agents and can do this for thousands of companies at a time 👀\n\nHere is how it works:\n\n**Step 1.** 🔎**Preliminary target list** \n\nOur AI screens through millions of SMBs on dozens of data points using LLM-powered semantic search to uncover off-market hidden gems that match your exact acquisition criteria.\n\n![uploaded image](/media/?type=post&id=79184&key=user_uploads/1297689/3137a403-b062-4ac1-a4ac-d6f626df2c51)\n\n**Step 2. 🧠 Offload tedious research**\n\nOur web-enabled AI agents conduct automated diligence, vetting thousands of companies to deliver a precision-targeted shortlist in minutes, not days.\n\n![uploaded image](/media/?type=post&id=79184&key=user_uploads/1297689/b2aae969-b311-4a27-80f3-1be6afde6f4b)\n\n**Step 3.⚡Automate personalized outreach**\n\nOur AI uses dozens of data points to craft and send hundreds of hyper-personalized messages each week, helping you stand out from other buyers and fill your calendar with owner calls.\n\n![uploaded image](/media/?type=post&id=79184&key=user_uploads/1297689/e224acfd-e6f7-459c-b4f3-81b2933cbb57)\n\n# **Our first customers**\n\nTo start we’re focusing on “search funds”. These are individuals (typically MBAs from top programs) who raise money from institutional investors to acquire a small business.\n\nThis is an ideal first customer because: \n\n1. They only have 2 years to find a business (or have to return capital)\n2. 30% of searchers fail to find a deal within that timeframe\n3. They are happy to pay finder fees for successful introductions\n4. Ori personally knows dozens of them from his time at HBS and working in finance, making for a much easier GTM 🙂\n\nBeyond search funds, we plan to expand to private equity firms, which buy thousands of SMBs each year, as well as to a rapidly growing number of individuals choosing to leave the rat race and pursue acquisition entrepreneurship.\n\n# \n\n# 🤝🏻**Team**\n\n[Ori Eldarov](https://www.linkedin.com/in/eldarov/) (CEO) first came across this problem in 2019 - when he attempted (unsuccessfully) to acquire a business. A couple of years later, he saw dozens of his classmates at HBS go through the same struggles. \n\n[Alston Lin](https://www.linkedin.com/in/alstonlin/) (CTO) also struggled to find the right SMBs in the previous startup he founded - using existing tools that relied on broad industry buckets resulted in most outreach going to irrelevant businesses. However, with his experience working with big data and ranking engines at Facebook and Google, he knew he could build a better solution.\n\n![uploaded image](/media/?type=post&id=79184&key=user_uploads/1297689/e260dfb2-5b95-467d-8d5d-e61094feec02)\n\n# **The Ask**\n\nIf you or anyone you know is looking to acquire a small business ($10-50M) please introduce us! We can be reached at [founders@offdeal.io](mailto:founders@offdeal.io) or this [form](https://docs.google.com/forms/d/e/1FAIpQLScyDLNDz41cP1l404c8ESodrN0lCDM7_HgfOBS2BC2x5F64EA/viewform). \n\nThese can be any of the following: \n\n* Individual buyers / “search funds” \n* Lower middle market PE firms \n* Companies looking to make an add-on acquisition\n\n \n\n**Thanks everyone for your support 🙂**",
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        "votes": 103,
        "created_at": "2024-03-07T21:50:22.985Z"
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        "title": "Abel: Transforming document review for law firms",
        "tagline": "Review legal records with the depth of manual review and the scale of technology",
        "body": "Hello! We’re [Chenyu](https://www.linkedin.com/in/chenyuli/) and [Sean](https://www.linkedin.com/in/ssafahi/), the team behind [Abel](https://www.tryabel.com/). Abel **answers complex questions across large legal records** made up of many different types of documents. Our mission is to empower attorneys to practice more efficiently, so they can extend representation to more people.\n\n![uploaded image](/media/?type=post&id=79318&key=user_uploads/363045/d582ce29-dab1-48c8-97ec-23438999b485)\n\n### **tl;dr**\n\n* Attorneys import documents from a variety of sources and formats (PDFs, emails, spreadsheets, docs).\n* Abel processes the documents and creates a structured representation of the information contained in them (we call these: “entities”). \n* Attorneys understand the facts with more speed and precision than was previously possible.\n\n### **Problem**\n\nMany legal practice areas - including litigation, M&A, and insurance - routinely deal with large document sets, and attorneys spend many hours reviewing those documents to get the information they need. \n\nIn an age of AI, law firm clients demand both increased efficiency and improved effectiveness. \n\nExisting technology solutions, like eDiscovery platforms, don’t help attorneys understand the information that exists inside the documents. They’re costly, cumbersome, and their search is difficult to use to pinpoint the relevant information. \n\nSo, attorneys rely on manual document review, which is even more costly, prone to human error, and difficult to get client budget buy-in.\n\n### **Solution**\n\n![uploaded image](/media/?type=post&id=79318&key=user_uploads/363045/575e7b8c-4331-4a11-b51f-d83c1e0c2535)\n\nAbel allows attorneys to get the depth of manual review at the scale of technology. Attorneys import legal records of a variety of document formats, types, and sizes. \n\nAbel leverages our proprietary entity extraction to process the documents and uncover a structured representation of the information contained in them. Our extraction pipelines are flexible and can be customized to identify the relevant entities to our customers’ needs, which can include things like: \n\n* The people involved \n* Clauses in agreements \n* Relevant email threads\n* Key legal issues \n* Motions raised at trial\n* Key events that occurred\n\nAttorneys use Abel to explore the extracted entities and to examine the relationships between them. This allows us to answer more complex questions with more nuance than existing solutions.\n\n[View our demo.](https://youtu.be/USloYdiY6Pk)\n\n### **Our Asks**\n\n1. If you’re an attorney or responsible for law firm innovation, please reach out to [founders@tryabel.com](mailto:founders@tryabel.com). We’re offering premium onboarding for firms that sign up by May 10th, which includes deploying up to 5 custom entity extraction pipelines. \n2. If you’re on an in-house legal team, we’d love to talk about how we can support both you _and_ your outside counsel. \n3. Please share this post with your networks. Chances are that you know an attorney or two.",
        "url": "https://www.ycombinator.com/launches/KdK-abel-transforming-document-review-for-law-firms",
        "votes": 119,
        "created_at": "2024-03-12T17:35:18.158Z"
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    "name": "Voicepanel",
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    "long_description": "We help teams evaluate products with real people.\r\n\r\nNew features. AI experiences. Websites. Apps. Ads. Messaging.\r\n\r\nEvery evaluation builds confidence in what to build, what to launch, and what to improve next.",
    "one_liner": "Evals for products",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B -> Analytics",
    "launched_at": 1702567792,
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    "regions": [
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      "Partly Remote"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/voicepanel",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/voicepanel.json",
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    "primary_partner": {
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    "founders": [
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        "user_id": 1316792,
        "full_name": "John Provine",
        "title": "Founder/CEO",
        "founder_bio": "John is the co-founder and CEO of Voicepanel (YC W24).  Prior to Voicepanel, John spent over a decade at Google working in product & engineering roles across Search, Ads, and Maps.  He also spent three years at Optimizely, where he led products for developers.  He holds a BA in Computer Science from Harvard and an MBA from Berkeley.",
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        "linkedin_url": "https://linkedin.com/in/john-provine",
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      {
        "user_id": 618412,
        "full_name": "Asa Schachar",
        "title": "Founder/CTO",
        "founder_bio": "Asa is the co-founder and CTO of Voicepanel (YC W24). Asa met his cofounder, John, while working at Optimizely, where they collectively led the creation of Optimizely’s fastest growing $40M developer-focused product. After Optimizely, Asa cofounded Level (YC S21), which was acquired by Vouch. At Vouch, Asa managed half of the engineering team. Asa’s engineering career started at Microsoft after graduating from Harvard with a degree in Applied Mathematics & Computer Science.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/asaschachar",
        "x_url": "https://twitter.com/asametrical",
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    "news": [
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        "title": "Voicepanel raises $2.4M to reimagine customer feedback",
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    "launches": [
      {
        "id": 88025,
        "title": "Voicepanel: User research on autopilot",
        "tagline": "AI agent that conducts user research for product teams",
        "body": "**TL;DR: Voicepanel is an AI agent that automates user research end-to-end.** Given a simple prompt, Voicepanel conducts conversations with users and shares the learnings in Slack. Our platform enables product teams to continuously gather feedback, discovery usability issues, and test new product concepts without the overhead of traditional research methods.\n\n<https://www.youtube.com/watch?v=-dYtHN1TwuE>\n\n### The problem\n\nAs shipping new products becomes easier, collecting quality user feedback is becoming a bottleneck to crafting successful products.\n\nFor decades companies have used basic surveys to keep a pulse on their users, but people are tired of them. The best product teams talk to their users regularly, but scheduling interviews for users to weigh in every product decision is an impossible task.\n\n### Our solution\n\nVoicepanel delivers detailed feedback from users over chat, voice, video, or screen share on a continuous or on-demand basis. No survey coding or interview scheduling is required: product teams tell Voicepanel their learning objectives and get back detailed responses & reports in Slack.\n\n### How does it work?\n\nVoicepanel requires setting up one or more intercepts:\n\n1. **Product embed** (currently web apps only; native mobile apps coming soon)\n2. **Link sharing** (e.g. by email when user reaches a key milestone)\n3. **Research panel** (based on unlimited custom screening & demographic criteria)\n\nFrom there, product teams simply state their learning objectives. Voicepanel automates the process of recruiting respondents, screening for quality, conducting conversations, distributing incentives, and sharing the responses in real-time.\n\n### **Who is it for?**\n\nProduct teams that lack dedicated resources for research.\n\n### **About us**\n\n[John](https://linkedin.com/in/john-provine) & [Asa](https://linkedin.com/in/asaschachar) met while working together at [Optimizely (W10)](https://www.ycombinator.com/companies/optimizely), where they co-created the company’s developer-focused product. While they saw the power of analytics firsthand, they always felt there had to be a better way to uncover the ‘why’ behind the numbers. Before Voicepanel, Asa co-founded [Level (S21, acquired by Vouch)](https://www.ycombinator.com/companies/level) and John led product teams at Google.\n\n### **Get in touch**\n\n* Book a demo at [voicepanel.com](http://voicepanel.com)\n* Try it out yourself! Sign up for a free account at [voicepanel.com](http://voicepanel.com)\n* Follow us on [LinkedIn](https://www.linkedin.com/company/voicepanel) for product updates.",
        "url": "https://www.ycombinator.com/launches/Mtl-voicepanel-user-research-on-autopilot",
        "votes": 9,
        "created_at": "2025-02-25T19:59:02.226Z"
      },
      {
        "id": 78553,
        "title": "Voicepanel: Better surveys with AI",
        "tagline": "We help businesses gather actionable feedback to improve their products & services",
        "body": "We’re [John](https://linkedin.com/in/john-provine) & [Asa](https://linkedin.com/in/asaschachar), the founders of [Voicepanel](https://voicepanel.co/).\\\n\\\n**tl;dr:** We’re reimagining surveys by enabling businesses to conduct conversations at scale. Businesses simply state their learning objectives; Voicepanel’s AI recruits quality respondents, interviews them over voice or video, and synthesizes actionable insights within just minutes.\n\n![uploaded image](/media/?type=post&id=78553&key=user_uploads/1316792/f339d61e-0f2b-4d64-8a6c-fcdc24803644)\n\n### **Why do this?**\n\n**Demand for consumer insights is higher than ever, but businesses lack a scalable solution to get answers.**\n\nTraditional surveys can be helpful but provide only surface-level insights. Qualitative research methods (e.g. interviews & focus groups) provide deeper insights but typically involve hiring expensive research agencies or time-consuming manual processes. We think businesses shouldn’t have to compromise: they should be able to gather qualitative insights at the same speed, scale & rigor as a survey.\n\n### **How does it work?**\n\nVoicepanel uses a combination of LLMs, transcription, and voice synthesis to deliver a seamless experience for respondents. We’ve worked hard to ensure that we consistently deliver high-quality insights to our customers by leveraging AI at every step of the process:\n\n* Recruiting & screening respondents based on quality\n* Probing respondents deeply while keeping interviews on track\n* Synthesizing hours of conversations into themes (illustrated below)\n\n![uploaded image](/media/?type=post&id=78553&key=user_uploads/1316792/3dae88ec-1b18-4860-83e8-025707080a01)\n\n### **Who is it for?**\n\n* **Product managers** who seek rapid user feedback to improve their work\n* **Marketers** who want a deeper understanding of their target audience\n* **Researchers** who want to offload work to focus on more strategic projects\n\nWe are focused on consumer companies (e.g. Retail, Packaged Goods, Food, Travel, Wellness, Consumer Finance) that are building a distributed research practice.\n\n### **About us**\n\nJohn and Asa met while working together at Optimizely where they built A/B testing products for large organizations. They have a combined 30 years of experience with user & market research at their previous companies, and they are excited about the potential for AI to help organizations innovate faster.\n\n### **Get in touch**\n\n* Book a demo at [voicepanel.co](http://voicepanel.co/) or email John at [john@voicepanel.co.](mailto:john@voicepanel.co)\n* Try it out yourself! Sign up for an account at [voicepanel.co.](http://voicepanel.co)\n* Follow us on [LinkedIn](https://www.linkedin.com/company/99117613/) for product updates.",
        "url": "https://www.ycombinator.com/launches/KQz-voicepanel-better-surveys-with-ai",
        "votes": 22,
        "created_at": "2024-02-20T15:51:38.779Z"
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    "id": 29394,
    "name": "Opencall",
    "slug": "opencall",
    "former_names": [
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      "OpenCall.ai",
      "Opencall.ai"
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    "website": "https://opencall.ai",
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    "long_description": "OpenCall makes medical practices more profitable and enables owners and operators of their rollups to hit their KPIs.",
    "one_liner": "Practice admin run by AI",
    "team_size": 7,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709929196,
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    "nonprofit": false,
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    "stage": "Growth",
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    "year_founded": 2022,
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        "full_name": "Oliver Silverstein",
        "title": "Founder",
        "founder_bio": "Co-founder, CEO at OpenCall. Previously streamlined ARM's chip design processes with cloud technology and built an AI to track student outcomes for Northeastern\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/oliver-silverstein-42949515b",
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      {
        "user_id": 1341152,
        "full_name": "Eric Mei",
        "title": "Founder",
        "founder_bio": "My name is Eric and I'm a co-founder of OpenCall.ai.\nPrior to OpenCall, I was a software engineer at LinkedIn, working to improve job posting  quality and communications.\nI'm originally from New York and received a BS/M.Eng in CS from Cornell University.",
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      {
        "user_id": 1727613,
        "full_name": "Arthur Silverstein",
        "title": "Founder",
        "founder_bio": "Co-founder at Opencall.ai; previously at Verily, Argo AI, and Meta. Passionate about music, design, and eliminating tedious work.",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/arthur-silverstein/",
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      {
        "id": 82891,
        "title": "AI Prompt & Agent Developer",
        "url": "https://www.ycombinator.com/companies/opencall/jobs/P7Gr3zT-ai-prompt-agent-developer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$90K - $145K",
        "equity_range": "0.10% - 0.30%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
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        "id": 79222,
        "title": "OpenCall.ai 📲 AI call centers for any business",
        "tagline": "We give any business a skilled, affordable call center.",
        "body": "**Tl;dr:**\n\nTurn missed calls into customers. Even million-dollar call centers lose 10-30% of revenue to abandonment. [Opencall](https://opencall.ai/) captures this revenue – while cutting costs 50-80% – by answering every call with AIs. See our [demo](https://www.youtube.com/watch?v=2nI7yFp7iwc) or call +1 (334) 218-5183 to try out a more in-depth demo.\n\n### The problem: Handling phone calls is hard\n\nWhen customers call a business they expect fast, personalized service. Unfortunately for businesses, that’s prohibitively expensive to provide. Instead, hairdressers, mechanics, and receptionists have to spend their mornings listening to voicemail, and then juggle phone calls while working with clients. Meanwhile, larger businesses spend millions on call centers which overcharge for poor customer experience. \n\nDespite the headache and expense, they still end up losing revenue from missing calls!\n\n### **Our solution:** Custom AI receptionists\n\nOpencall creates AI to let businesses answer the phone automatically. Our AIs answer questions, book appointments, and integrate with existing software.\n\n* **Easy to use.** Businesses can integrate Opencall in less than an hour, with no code or flowcharts required\n* **Highly customizable.** Opencall can adapt to almost any phone workflow\n* **Secure**. Opencall is HIPAA compliant and never sends data to third parties (even OpenAI)\n\n### How it works:\n\nWe’ve generated thousands of workflows based on real-world human tasks. From healthcare to finance to retail support, we trained our proprietary model to faithfully follow complex workflows and be able to identify precise moments within conversations to trigger API calls. This capability allows it to access and modify data in real time to complete entire jobs end-to-end.\n\n### Asks:\n\nPlease connect us with your doctors, hairdressers, health clubs, or any other business owners who could benefit from our service!\n\nCall our demo agents and give us feedback:\\\nMedical Receptionist - (334) 218-5183\n\nResearch Assistant - (347) 686-8193\n\nTherapist - (240) 410-1238\n\nSign up {[here](https://app.opencall.ai/api/auth/signup)} and let us customize an agent for your needs!\n\n![uploaded image](/media/?type=post&id=79222&key=user_uploads/1341152/aa722cf5-4d2f-42f7-9b4d-e9d89fc246bb)\n\nThanks for reading! (From left to right: [Nicholas](https://www.linkedin.com/in/nicholas-lee-93779a173/), [Oliver](https://www.linkedin.com/in/oliver-silverstein-42949515b/), [Arthur](https://www.linkedin.com/in/arthur-silverstein/), [Eric](https://www.linkedin.com/in/eric-mei/))",
        "url": "https://www.ycombinator.com/launches/Kbm-opencall-ai-ai-call-centers-for-any-business",
        "votes": 136,
        "created_at": "2024-03-08T20:51:02.466Z"
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    "id": 29395,
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    "slug": "clarum",
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    "website": "https://clarum.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Clarum automates diligence, monitoring, and reporting for private market investors. Our AI agents learn how each firm works and automate their process end to end. Everything is individualized (checklists, templates, scoring models) and adapts as your process changes.\r\n\r\nClarum also acts as a self-updating knowledge base across every document your firm has ever seen, connecting dots no analyst could.",
    "one_liner": "AI agents for private market diligence, monitoring, and reporting",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Finance and Accounting",
    "launched_at": 1710174596,
    "tags": [
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      "SaaS",
      "Finance",
      "B2B",
      "AI"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "America / Canada",
      "Remote",
      "Partly Remote"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/clarum",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/clarum.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/clarum-ai",
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      "name": "Diana Hu",
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        "full_name": "Anton Otaner",
        "title": "Founder/CEO",
        "founder_bio": "Anton Otaner is the co-founder and CEO of Clarum. Before Clarum, he worked on blockchain infrastructure at Mint and led augmented reality product development at EPHAS, an Ericsson One startup. He also enjoys marathon running.",
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        "title": "Y Combinator Startups That Could Be The Next Tech Unicorns",
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        "date": "Jun 04, 2024"
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        "title": "Clarum - Your AI Associate for Private Equity Due Diligence",
        "tagline": "Investment due diligence and research that works with Excel, Word, and PowerPoint.",
        "body": "Hi everyone,\n\nWe’re [Anton](https://www.linkedin.com/in/antonotaner/) and [Tommy](https://www.linkedin.com/in/tommyhe6/), co-founders of **Clarum**.\n\nHere’s a short demo video showing how it works:\n\n📽 <https://youtu.be/absLLXBYswc>\n\n### **TL;DR**\n\n**Clarum is the AI associate for private equity due diligence and research.**\n\nClarum works directly with _Excel, Word, and PowerPoint_ to structure financials, extract deal terms, and analyze data—without requiring teams to change tools or workflows. Firms use Clarum to speed up deal evaluation, reduce errors, and improve risk visibility across their pipeline.\n\n### ❌ **The Problem**\n\nPrivate equity diligence is still manual—making it hard to assess risk quickly across large data rooms and short timelines.\n\nDespite growing deal volume and increasing data complexity, teams still rely on fragmented workflows across _Excel, Word, and PowerPoint_. It’s slow, repetitive, and difficult to scale—especially when consistency, speed, and accuracy are critical.\n\n### 🛠️ **Our Solution**\n\nClarum connects to your data and analyzes deal materials with _Excel, Word, and PowerPoint_, using AI to automate key parts of the diligence workflow. We tailor Clarum to your specific processes, so results appear in your familiar environment and formats — _no new tool to learn_.\n\nFirms use Clarum to:\n\n* 📄 **Generate screening memos**\n* 📊 **Build returns analyses and models**\n* 📈 **Create deep-dive slide decks**\n* 📉 **Reconcile income statements and chart financials**\n* 📚 **Summarize CIMs and legal documents**\n* 🚨 **Flag inconsistencies across files**\n* 📎 **Compare and benchmark deals**\n* 🗂️ **Categorize and summarize data room contents**\n\n_The result: faster deal cycles, cleaner outputs, and stronger confidence heading into IC—without changing how teams work today._\n\n---\n\n### **The Ask**\n\nIf you are or know:\n\n1. **Managing Partner / Head of Family Office** who believes AI and automation are critical for building long-term operational leverage.\n2. **Principal / Investment Director at a LMM PE firm or Family Office** looking to scale analytical output and automate diligence—without changing the tools the team already uses.\n3. **CIO / Head of Investments** exploring how AI can enhance risk assessment and portfolio insights without adding technical overhead.\n4. **VP / Senior Associate** aiming to reduce manual data work and focus more time on high-impact analysis.\n\nWe’d love to help.\n\n👉 [**Book a demo at clarum.ai**](https://clarum.ai/contact?utm_source=yc&utm_medium=launch&utm_campaign=launch-2)\n\n📬 You can also reach us directly at [contact@clarum.ai](mailto:contact@clarum.ai).\n\n![uploaded image](/media/?type=post&id=89583&key=user_uploads/1524877/8eb3444c-3a7b-4ef8-ac0d-421df1bb95d5)\n\nThanks for reading. Looking forward to connecting.",
        "url": "https://www.ycombinator.com/launches/NIt-clarum-your-ai-associate-for-private-equity-due-diligence",
        "votes": 14,
        "created_at": "2025-04-22T13:36:47.110Z"
      },
      {
        "id": 79333,
        "title": "Clarum: AI-powered due diligence",
        "tagline": "Clarum helps private equity firms close more deals by conducting accelerated and reliable due diligence.",
        "body": "Hey everyone! We’re [Anton](https://www.linkedin.com/in/antonotaner/) and [Tommy](https://www.linkedin.com/in/tommyhe6/) and we’re building [Clarum](https://clarum.ai/?utm_source=yc&utm_campaign=launch).\n\n**tldr;** Clarum helps private equity firms close more deals by conducting quicker due diligence with AI. For example, firms can import files from their data room to get answers to hundreds of questions in minutes. [Book a demo](https://clarum.ai/demo?utm_source=yc&utm_campaign=launch) with us!\n\n### **Problem**\n\nDuring deal flow, due diligence is a significant challenge for investors due to the need to **quickly process large volumes of disorganized data within tight deadlines**. The mental and emotional toll is significant, especially when dealing with high-stakes transactions worth millions, where mistakes can cost jobs. Private equity firms risk losing deals or being outbid if they don't conduct due diligence efficiently enough. Finding information and answering questions should be quick, easy, and reliable.\n\n### **Clarum is here**\n\nClarum provides AI-powered due diligence solutions that enable fast, transparent, and reliable insights from your entire data repository, for more data-driven processes.\n\nUsing Clarum takes minutes to set up.\n\n1. Import your data from your VDR, shared drive, or local computer.\n2. Upload an existing due diligence questionnaire.\n3. Watch Clarum answer 100s of questions with full transparency in minutes.\n\nHere’s what Clarum can do:\n\n**Reliable and traceable answers -** Answer questions using your entire knowledge base, where every number or sentence is linked back to its source document for full traceability.\n\n![uploaded image](/media/?type=post&id=79333&key=user_uploads/1524877/df101c73-a679-4a78-8f56-395da9a45d46)\n\n**All your data in one place -** Quickly import data from various sources, including VDRs, shared drives, and local files.\n\n![uploaded image](/media/?type=post&id=79333&key=user_uploads/1524877/24f66946-a567-4d48-ad4f-d53235527346)\n\n**Quantifiable insights from qualitative data -** Answer hundreds of questions from due diligence questionnaires in minutes instead of weeks. Generate follow-up questions and RFIs from the missing information.\n\n![uploaded image](/media/?type=post&id=79333&key=user_uploads/1524877/e29484d8-8561-4f85-b647-0ad0d51796bb)\n\n**Find critical data -** Intelligently search for information from all your sources. Find a chart from a PDF, a table from a spreadsheet, or a critical number from a presentation.\n\n![uploaded image](/media/?type=post&id=79333&key=user_uploads/1524877/75217982-44fa-4faf-938c-627d903b594b)\n\nAll of this leads to a quicker time-to-insight, giving PE firms using Clarum a competitive advantage.\n\n### **Team**\n\n![uploaded image](/media/?type=post&id=79333&key=user_uploads/1524877/9d56a75e-8694-4e63-8cca-0a3168762c63)\n\nAnton Otaner and Tommy He met via a mutual friend at McGill University. They knew that they would be a great team after they won first place in their university’s hackathon and after many late nights working together.\n\nBefore Clarum, Anton was a blockchain engineer at Mint where he worked on scalable blockchain solutions to secure gated content. He enjoys tackling challenging situations; for instance, he ran 84 km in a snowstorm with a broken arm. Tommy worked on low-latency market connections and trade execution at Tower Research Capital. Before that, he worked on the private intersection of knowledge graphs at Optable, an ad-tech startup.\n\nTheir background is rooted in a tech-first approach, tightly coupled with finance. By constantly keeping up to date and working with the latest technologies, they are convinced that due diligence could be accelerated with AI.\n\n### **Our ask**\n\nWe are confident that we can accelerate your due diligence reliably using AI. If you know anyone working in private equity or wealth management who could benefit from Clarum, please [send them our way](https://mailto:anton@clarum.ai/).\n\nIf you are working in that industry, reach out to us at [contact@clarum.ai](mailto:contact@clarum.ai) or [book a call](https://clarum.ai/demo?utm_source=yc&utm_campaign=launch)!",
        "url": "https://www.ycombinator.com/launches/KdZ-clarum-ai-powered-due-diligence",
        "votes": 79,
        "created_at": "2024-03-13T19:04:27.975Z"
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    "long_description": "EdgeTrace unifies your entire camera network into a single, powerful intelligence platform–helping public safety teams detect threats faster, respond in real time, and protect the community.",
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        "id": 79276,
        "title": "🚛 Manifold - We get Carriers better Spot Freight & increase margins up to 30%",
        "tagline": "Aggregating loads from multiple brokers and shippers into one place.",
        "body": "**TL;DR** At [Manifold](https://www.manifoldfreight.com/?utm_source=yc&utm_medium=social_media&utm_campaign=yc_launch), we aggregate spot opportunities for carriers.\n\nHi, it's [Oliver](https://linkedin.com/in/oliver-jones-936a0a58) and [Andrew](https://linkedin.com/in/andrew-huff-222b2a21), the co-founders of Manifold. We were early engineers at Convoy (#12 and #50) and where there until the company was acquired by Flexport last Fall. Our broad and recent experience at Convoy has given us deep insights into the complexities of the freight industry. Manifold Freight is our response to simplifying a piece of the $800 billion freight industry. Our first target market is Asset Based Carriers - a radically underserved segment..\n\n![uploaded image](/media/?type=post&id=79276&key=user_uploads/1114978/a0e2f5d7-5651-4bbd-8032-d0d267aed291)\n\n**The Underserved Large Asset-Based Carriers** 🚛\\\nOver the last decade, there has been a surge of tech investment into the freight industry (e.g., Convoy, Uber Freight) - but their focus has been maximizing the margin and capacity of smaller carriers (< 10 trucks). Medium to large Asset-Based Carriers, especially those operating with 50+ trucks, have seen minimal interest from tech despite representing more than \\~60% of the U.S. truckload capacity - roughly 2,600,000 trucks! ([data)](https://www.ooida.com/wp-content/uploads/2021/03/Trucking-Facts.pdf)\n\n![uploaded image](/media/?type=post&id=79276&key=user_uploads/1114978/7b7c81c7-9724-4eba-adc4-bc4b21d048ab)\n\nNowhere is this more apparent than in the $100 billion spot freight market. Existing solutions don’t work well for medium and large Carriers. The spot freight market is fragmented across hundreds of load boards, thousands of brokers, and millions of shippers. For medium and large carriers, this fragmentation creates a logistical nightmare. Finding a single spot freight shipment requires a dispatcher to manually login, filter and compare each load against their fleet and availability. Sorting through thousands of emails, multiple load boards and making many time consuming phone calls.\n\nThe result? Dispatchers go the path of least resistance - large public load boards. They can’t take advantage of the much higher value, _shipper direct_ freight because it’s physically impossible to sort through them all every day. These public load boards take an 18-30% cut of the shipment price that otherwise could have gone to the carrier. For the average medium-sized carrier doing 50 spot loads a week, this represents almost $500,000 in lost yearly revenue (2,600 shipments x $700 × 24% = $462,280).\n\n**The Manifold Solution**\\\nManifold solves this problem by aggregating all available spot freight opportunities, including shipper direct spot freight, into one single dashboard. \n\nFinding and bidding on quality shipper direct freight is easier with Manifold than finding low quality loads on [DAT,](https://www.dat.com/) the current industry standard.\n\n![uploaded image](/media/?type=post&id=79276&key=user_uploads/1114978/9b466bfc-653b-4a74-8947-999518a12251)\n\n**Asks**\\\nIf you have connections in the freight industry; whether they be Carriers, Brokers, or Shippers. Send them our way! We talk freight in our spare time and love it.",
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        "full_name": "Justin Wu",
        "title": "Founder",
        "founder_bio": "Justin is a co-founder of ProSights. Previously, he worked in consumer tech PE / growth equity at Permira, PE at BayPine Capital, and investment banking at Citi. Justin studied economics at Harvard.",
        "is_active": true,
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        "id": 102481,
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        "tagline": "Re-imagining how investors work",
        "body": "[_ProSights_](https://www.prosights.co) is building the first AI-native workflow automation platform for investment firms.",
        "url": "https://www.ycombinator.com/launches/Kl4-prosights-ai-native-workflow-automation-platform-for-financial-institutions",
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        "full_name": "He Lu",
        "title": "Founder",
        "founder_bio": "co-founder and CEO of Centauri AI\nco-founder and CTO of Blue Water Fintech(acquired)\n",
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        "full_name": "Milan Shen",
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        "founder_bio": "Milan is co-founder and Chief Product Officer at Centauri AI. Milan has expertise in Data and AI over 10 years with both research and product development. After obtaining a PhD in Statistics from Stanford, she led DS for Pricing and Forecasting powering over 1 million listings at Airbnb. More recently at Meta as a research scientist manager, she led the team to deploy Facebook Ads system’s first privacy-preserving AI solution (approx $0.5B+ yearly incremental revenue).",
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        "id": 79657,
        "title": "❇️ Centauri AI - Modernizing ETL for Finance 🏦",
        "tagline": "Evaluate assets faster and win more deals with our modern data platform",
        "body": "**TL;DR**: [Centauri AI](https://centauri-ai.tech/) is a modern data platform for institutional investors to process and analyze complex investment asset data, starting with Structured Finance. We help investment teams evaluate assets faster and win more deals by turning 2-3 hours of data extracting, mapping, and analysis work under minutes. [Contact us here](https://centauri-ai.tech/).\n\nCheck out our latest demos here:\n\n* Clean and validate complex loan files effortlessly\n* [Draft a deal memo under 10 minutes](https://www.loom.com/share/387a38a2908543a8a90590c87a2358ba?t=22&sid=733daefd-dd1a-496a-b68d-cc6fc6c234b4)\n* Validate growth numbers from multiple docs\n* Covenant compliance certificate analysis\n\n### [🔥](https://emojiterra.com/fire/) The Problem\n\nThe Structured Finance industry suffers from antiquated technology, particularly in mortgage securitization. Lenders and investors deal with inefficient processes, using emails and Excel files to exchange complex information on mortgage-backed securities and other assets. This requires manual or outdated software for data mapping and transformation, consuming significant time (2-3 hours daily) even for experienced professionals. Similar inefficiencies are present in other Alternative Investment sectors like Private Credit, Private Equity, and Real Estate, where analysts wade through extensive documents for deal analysis and portfolio updates.\n\n### ✨ Our Solution\n\nWe envision bringing a modern ETL and data science platform built natively with AI to this traditional industry. Traders and analysts can centralize, standardize, and gain insights quickly from all the data they handle without wrangling with copy-pasting between numerous PDFs and Excel files. We believe that equipped with the right tools purpose-built for data in structured finance, AI agents can perform on par or better than humans on these mundane tasks.\n\n### [⚙](https://emojiterra.com/fire/)️ How it works\n\n**Extract**\n\nDrop your CSV, PDF, or Excel files into our upload hub. The agent automatically detects the structured tables and indexes unstructured text. Later, these tables are ready for data-cutting and modeling.\n\n**Transform**\n\nOur AI agent is built for data mapping. It identifies and explains data fields in natural language and writes code to map them to the desirable output format. \n\n**Analyze**\n\nOur first-of-its-kind analysis agent is equipped with features designed for ad-hoc exploratory analysis. You can auto-run, rewind, or branch out a generative report at any given time to get more insights easily.\n\n![uploaded image](/media/?type=post&id=79657&key=user_uploads/1522478/a89bdb32-0d3f-452e-9985-e5eafc99bb18)\n\n**Present**\n\nWe support exporting the transformed data and analysis findings as a nice dashboard or customized in your way, such as in well-formatted Excel sheets. More customized-style exporting is on the roadmap!\n\n![uploaded image](/media/?type=post&id=79657&key=user_uploads/1522478/60fba13c-b340-4ac1-8b6b-abe23f589b28)\n\n### Our Team\n\nWe are [He](https://www.linkedin.com/in/he-lu-63666852/), [Milan](https://www.linkedin.com/in/milan-shen-860b5062/), and [James](https://www.linkedin.com/in/jameswu1991/). \n\nHe was the co-founder and CTO of Blue Water Fintech, which generated $18M ARR before being acquired in 2022. He experienced the inefficiency of data processing and analytics tasks firsthand when he managed 5 institutional trading books as a portfolio manager.\n\nAfter obtaining a PhD in Statistics from Stanford, Milan led DS for Pricing and Forecasting, powering over 1 million listings at Airbnb. More recently, at Meta, as a research scientist manager, she led the deployment of Facebook Ads system’s first privacy-preserving AI solution (approx $0.5B+ yearly incremental revenue).\n\nJames is a UC Berkeley Alumni in Computer Science and was a Director of Engineering at Tubi, hired the Platform Eng Team managing a >1500c autoscaling K8s cluster and oversaw costs for a $x0M/year tech budget. He was also Principal Engineer at Minted as a full-stack DevSecOps developer.\n\nTogether, we’re excited to help bring the modern data stack powered by AI to financial firms.\n\n![uploaded image](/media/?type=post&id=79657&key=user_uploads/1522478/136f0f03-3e33-4551-8cce-f80795f5dca9)\n\n### 🙏 Asks\n\n* If you are in the financial industry and processing large amounts of Excel and PDF files is part of your daily life, we would love to hear your product feedback! Please [book a demo here](https://docs.google.com/forms/d/e/1FAIpQLScu7V4vCg8vpWBolMrHT2HgxXujsOyeKt41IG3vqMJteJGMgQ/viewform).\n* If you know any leaders in investment firms such as private credit or private equity, please connect us!\n* If you know any Directors or VPs responsible for trading or managing Whole Loans, Mortgage Backed Securities (MBS), Collateralized Mortgage Obligations (CMO), or Asset Backed Securities (ABS) in any banks or asset management firms, please connect us! Email us at [he.lu@centauri-ai.tech](mailto:he.lu@centauri-ai.tech)",
        "url": "https://www.ycombinator.com/launches/Kin-centauri-ai-modernizing-etl-for-finance",
        "votes": 23,
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    "website": "https://floatingpoint.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Floatingpoint is a vision data foundry. We build high-fidelity environments, evals, and supervised datasets to push the frontier of artificial visual intelligence.\r\n\r\n\r\n",
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        "full_name": "Mehul Chadda",
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        "full_name": "Ishaan Kapoor",
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        "is_active": true,
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        "full_name": "Akhilesh Sharma",
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      {
        "id": 88079,
        "title": "Chunkr: Open Source Document Parsing You Can Own",
        "tagline": "Vision infrastructure to turn complex docs into LLM/RAG-ready data",
        "body": "Hi all, we’re Mehul, Ishaan and Akhilesh - co-founders of [Chunkr](https://chunkr.ai/). \n\n**TLDR:** We built Chunkr to solve the one-size-doesn't-fit-all problem in document parsing for RAG/LLM applications. **Get granular control over your pipeline to balance speed, quality and features - like a tool you built in-house, minus the headache.**\n\n<https://www.youtube.com/watch?v=2Iy5ssyeneA>\n\nWe were initially building Lumina, the AI search engine for scientific literature. The biggest undertaking was developing a document ingestion pipeline that could process \\~600M pages of scientific literature and extract everything we needed to build a great RAG experience. The OG \"deep research\".\n\nDocument processing solutions on the market couldn't deliver the performance, observability and features needed to win our trust. So we built parsing in-house - and spent so much time fighting foundational problems that we pivoted to solve the underlying challenge itself. **That's how Chunkr was born - with a singular goal to build document ingestion infra that devs can love.**\n\n# **The Problem**\n\nWe released an API and easy to self-host pipeline in October 2024 as a test and didn’t expect much. What we ended up with was a very viral launch (400K impression) - and a year worth of learnings condensed down to 2 weeks. \n\nBy Nov 2024 - we had processed documents across verticals like healthcare, finance, research, government, education and hardware for RAG/LLM use-cases. Beyond common issues like bounding boxes for citations, accurate HTML/MD extraction, and chunking - it became clear that document parsing isn’t one size fits all.  Some of the cases we ran into: \n\n\"I just need fast, simple full page OCR - leave out the rest\"\n\n\"We need custom VLM processing for specific pages/segments (formulas, chart-to-table conversion)\"\n\n\"Give us high-res crops of specific document sections\"\n\n\"Everything must run in our self-hosted VPC\"\n\n“Can we apply our own chunking strategy”\n\n# **The Solution**\n\nChunkr gives you “knobs” to balance **speed**, **quality**, and **features** depending on your use case - like a tool you built in-house, minus the headache. Being open source means minimal lock-in, and a variety of integration options. \n\n**_🧩 Working at the segment level_**\n\nThis is where layout analysis really shines. Break a page into bounded titles, tables, formulas, captions etc (we call these segments) - and the downstream processing options are vast. \n\nEach segment can be configured differently: fast OCR for text, VLMs for complex elements like tables and formulas, optional high-res image cropping, custom prompts for charts and image descriptions.\n\n![uploaded image](/media/?type=post&id=88079&key=user_uploads/1371678/766f2d65-e01b-43ff-acb6-ffed1df4b697)\n\nAbstractions have been kept to a minimum while maintaining a smooth DX. It’s everything you could need for generating great RAG data on your own terms. \n\nAt a higher level - you can configure a host of other options like layout analysis provider and chunking strategy. No matter how gnarly the document is, there’s a config that can work! Another great advantage is a pipeline that can stand the test of progress. As VLMs improve every week - Chunkr gets better as well. \n\n**_🛠️ Production ready API / Self-host_**\n\nThe pipeline comes with all the last-mile engineering you need for production use-cases. We’ve built it all in Rust to offer great performance & reliability. Tasks like image conversions, page parallelization, reading order, failure handling and batching are taken care of. \n\nSelf-hosting is simple with ready to go dockers + helm charts. Processing speed is  around 4 pages per second on a single RTX 4090, which is enough to handle over 11 million pages per month. Renting that hardware on Runpod costs about $249/month, so the math is pretty compelling. \n\n![uploaded image](/media/?type=post&id=88079&key=user_uploads/1371678/22a8f22e-ee67-43d7-b82e-808374f382dc)\n\n# **Asks**\n\n**Try out **[**Chunkr (https://chunkr.ai/)**](https://chunkr.ai/)** - and **[**share feedback**](https://cal.com/mehulc/30min)** with us.** We support PDFs, office file types (docx, ppt, excel), and images. Get started for free with our no-code playground, raw post requests, or use our python package! Our dashboard gives you all the visibility needed to evaluate quality in seconds. \n\n[**Give our repo a star! (https://github.com/lumina-ai-inc/chunkr)**](https://github.com/lumina-ai-inc/chunkr)\n\n**Email: **[**team@chunkr.ai**](mailto:team@chunkr.ai)\n\n![uploaded image](/media/?type=post&id=88079&key=user_uploads/1371678/ee3ebfdf-2f3b-4321-b249-e8a99abb8ccc)\n\n",
        "url": "https://www.ycombinator.com/launches/Mud-chunkr-open-source-document-parsing-you-can-own",
        "votes": 15,
        "created_at": "2025-02-26T20:44:24.803Z"
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      {
        "id": 77459,
        "title": "⚛️  Lumina - Accelerating Research with AI  🚀",
        "tagline": "🧠  We help researchers build a knowledge base in minutes.",
        "body": "👋 Hi everyone, we’re Mehul, Ishaan & Akhilesh - the founding team behind [Lumina.](https://www.lumina-chat.com) Our research suite leverages LLM’s to help >8000 researchers discover, validate and curate scientific literature.\n\n![uploaded image](/media/?type=post&id=77459&key=user_uploads/1371678/0483ddd4-8e6a-4b50-a672-daa952488356)\n\nMehul is a Materials Scientist and worked in Atom Probing R&D, Akhilesh is a national robotics champion and has experience as a Cloud Solutions Architect, and Ishaan studied AI and worked as a Data Engineer. \n\n❓ **The Problem:** _Why does research take so long?_\n\n[Science is slow.](https://www.lumina-chat.com/share/chat/91c1d8d7-a68b-489e-8818-b2f24a5d1625) Most research, whether academic or in industry, takes months or years to do. Researchers have to dig through 100s, if not 1000s of scientific papers during this process, and have to vet and extract key insights that are relevant to their project. \n\nAs of now, a majority of the community depends on basic key-word search and manual skimming processes to do so - while wrestling paywalls. This can take anywhere from weeks to years.\n\n💡 **The Solution:** _An AI-powered Research Suite_\n\nWe want to give researchers more time to do what's important. Lumina helps them cut the discovery and validation process down to minutes.\n\n<https://youtu.be/uX-Y7_LcWhI?si=LwZ8JgcExuwcjz4V>\n\nSome key features are:\n\n* 📚 **Mini Lit-Reviews:** Our answers find the most relevant sources for your query, and cite the key sections used from each journal article.\n* 📊 **Tables:** Extract key information from every source from the search - create a custom query, or use a preset to speed things up.\n* 🤖 **Agents:** Query multiple papers at once - connect our library and your collection for complex research tasks.\n\n🌟 **Vision:** _Speed up the entire scientific process_\n\nWe will be augmenting the entire scientific process with AI. We’re building tools that will speed up data analysis, simulate experiments to generate data, bring multimodality and even write entire systematic reviews in one-click. The goal is to create an AGI-like experience for scientific research.\n\n🙏 **Our Ask:**\n\n📢 Try Lumina and let us know your thoughts!\n\n🤝 Connect us to academic and private research groups.\n\nHere’s a Calendly link for a short 15 min convo:\n\n📅 <https://calendly.com/mehul-yem/lumina-experience-interview>\n\n📧 You can reach us at [mehul@lumina-chat.com](mailto:mehul@lumina-chat.com)\n\nWe’re also providing a 50% discount for Lumina Plus to celebrate our launch! Simply use this code on checkout: LAUNCHYC24",
        "url": "https://www.ycombinator.com/launches/K9L-lumina-accelerating-research-with-ai",
        "votes": 18,
        "created_at": "2024-01-11T22:15:26.977Z"
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    "team_size": 9,
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        "full_name": "Zubin Koticha",
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        "founder_bio": "Building Raindrop – Sentry for AI products.\n\nPrev. cofounder & CEO of Opyn (acq. Coinbase), the first and largest DeFi options platform, with $15 + billion volume.\n\nUC Berkeley",
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      {
        "user_id": 309605,
        "full_name": "Alexis Gauba",
        "title": "Founder",
        "founder_bio": "Building Raindrop: Sentry for AI agents. \n\nPreviously Co-Founder at Opyn (acquired by Coinbase), the first and largest DeFi options platform ($15b+ volume), inventing a new financial asset class known as the power perpetual (an option that has no expiry). Dropped out of UC Berkeley EECS",
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      {
        "user_id": 1522257,
        "full_name": "Ben Hylak",
        "title": "Founder",
        "founder_bio": "building raindrop (sentry for ai products)\n\nI was previously on the Human Interface team at Apple for 4 years, building out visionOS. \n\nbefore that, dabbled with robotics + avionics",
        "is_active": true,
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        "id": 65649,
        "title": "Product Engineer",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/3rxDvcR-product-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $250K",
        "equity_range": "0.10% - 1.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
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          "Python",
          "TypeScript",
          "Torch/PyTorch",
          "Prompt Engineering"
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        "id": 86079,
        "title": "Backend Engineer",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/ogWQ7fP-backend-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$150K - $250K",
        "equity_range": "0.10% - 1.50%",
        "experience": "3+ years",
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        "title": "ML Engineer",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/XJQYwdR-ml-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$150K - $250K",
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        "experience": "3+ years",
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        "title": "Developer Experience Engineer",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/a4Vqw1I-developer-experience-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $250K",
        "equity_range": "0.10% - 1.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 92605,
        "title": "Founding Recruiter",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/EA7fuNw-founding-recruiter",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Recruiting & HR",
        "role_type": "Recruiter",
        "salary_range": "$150K - $200K",
        "equity_range": "0.10% - 0.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
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        "id": 97728,
        "title": "Forward Deployed Engineer (FDE)",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/jYbAqIG-forward-deployed-engineer-fde",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Devops",
        "salary_range": "$130K - $200K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
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        "id": 102883,
        "title": "Account Executive",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/bSz5bJR-account-executive",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$120K - $140K",
        "equity_range": "0.08% - 0.22%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 103341,
        "title": "Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/raindrop/jobs/7vLpHZX-sales-development-representative",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$70K - $110K",
        "equity_range": "0.05% - 0.15%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
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    "news": [
      {
        "title": "Building the Safety Layer for AI Agents",
        "url": "https://www.youtube.com/watch?v=5XO7ZEOGpJc",
        "date": "Sep 17, 2026"
      },
      {
        "title": "Raindrop raises $35M to monitor agents",
        "url": "https://www.axios.com/pro/enterprise-software-deals/2026/09/16/raindrop-crv-lightspeed-datadog",
        "date": "Sep 16, 2026"
      },
      {
        "title": "Want to Know Why Your AI Agent Failed? There’s AI for That.",
        "url": "https://www.wsj.com/articles/want-to-know-why-your-ai-agent-failed-theres-ai-for-that-97a680be?gaa_at=eafs&gaa_n=AWEtsqdVmkMV2k7Sr_6KuR-BriI6nYI0WCuGV3kEnBFT-4QtLWIlapfZirpiHmgMeZ0%3D&gaa_ts=692e0171&gaa_sig=Xz1Zn2-He_brIjMQ9KK2JJUefbMrCjyW_AxqdIaMiylie5nJ5y12wKpTKjezNNlZrwKLcfsPZqocvU0KWcOtZw%3D%3D",
        "date": "Dec 01, 2025"
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    "launches": [
      {
        "id": 91457,
        "title": "Raindrop Deep Search",
        "tagline": "Deep Research for your Production AI Data",
        "body": "https://www.youtube.com/watch?v=pN82WxN-_G0\n\nToday, we're excited to launch Raindrop Deep Search\n\nIt’s like Deep Research for your Production AI Data\n\nSearch for anything, and Raindrop automatically trains little models to accurately classify any topic or issue, across millions of events.\n\n𝗧𝗵𝗲 𝗣𝗿𝗼𝗯𝗹𝗲𝗺\n\nWe’ve heard from thousands of AI engineers and they’re struggling to track issues with their agents.\n\nImagine a user reports a problem: your agent is saying it can’t search the web for documentation. You need to know if this is a one-off problem or a much bigger issue… but how? Keyword search, or even semantic search, doesn’t tell the full story.\n\n𝗖𝗮𝗻’𝘁 𝘄𝗲 𝗷𝘂𝘀𝘁 𝘂𝘀𝗲 𝗧𝗿𝗮𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗘𝘃𝗮𝗹𝘀?\n\nOffline evals work well as unit tests. But since they’re running on preset data, you have no visibility into what’s actually happening in production.\n\nOnline evals just run these unit tests on a tiny sample of production data, leaving you blind to how widespread problems are.\n\n𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝗶𝗻𝗴 𝗥𝗮𝗶𝗻𝗱𝗿𝗼𝗽 𝗗𝗲𝗲𝗽 𝗦𝗲𝗮𝗿𝗰𝗵\n\nThat’s why we built Deep Search. It’s like Deep Research for your production data.\n\nHow Deep Search works:\n\n1\\. Describe the issue (eg. agent failing to search the web)\n\n2\\. Deep Search finds examples out of millions of events\n\n3\\. Refine search with feedback\n\n4\\. Start tracking the issue\n\nDeep Search runs across all of your production data to give you an accurate metric of issue frequency.\n\nTraditional classification systems require humans to manually label thousands of data points. So to achieve this, Raindrop Deep Search introduces a new research breakthrough, bespoke few-shot classifiers, which only need a few examples.\n\nIt’s essentially bootstrapping weaker systems from stronger systems, ultimately training custom small models that analyze millions of events a day. You can think of it like creating materialized views for natural language.\n\nOnce you start tracking the issue you can use Raindrop to dive into traces and tool calls to find the root cause. And you can quickly confirm whether your fixes are effective by monitoring issue frequency and receiving real-time Slack alerts.\n\nYou can try out Deep Search at [raindrop.ai](http://raindrop.ai). \n\nWe’re excited to hear what you think!\n\n![uploaded image](/media/?type=post&id=91457&key=user_uploads/309605/b1eda0eb-8816-487f-a4f3-36bdaf02bb0b)\n\n",
        "url": "https://www.ycombinator.com/launches/Nn7-raindrop-deep-search",
        "votes": 10,
        "created_at": "2025-06-19T21:08:03.825Z"
      },
      {
        "id": 89925,
        "title": "Raindrop - Sentry for AI Products",
        "tagline": " AI engineers use Raindrop to get alerts about hidden issues and wins in their AI products.",
        "body": "[https://youtu.be/IS7akU_3AnI](https://youtu.be/IS7akU_3AnI?feature=shared)\n\nAl products fail constantly—in ways both hilarious and terrifying.\n\nMeet **Raindrop**: the first Sentry-like monitoring platform for Al products.\n\n**The Problem**\n\nRegular software throws exceptions. But Al products fail silently.\n\nThese issues can be serious:\n\n* [Figma had to roll back their AI design product when it copied Apple’s designs, and they haven’t relaunched since](https://techcrunch.com/2024/07/02/figma-disables-its-ai-design-feature-that-appeared-to-be-ripping-off-apples-weather-app/?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAM5aRTBjXhPXfaoMBpoQxL9si-7R3qfaTR4r-n_mdzKu31uB6rUYGjE31z0H4aHVY1LlchyZ7r76Pufga45IMGKwFz0IxZ7eo-g2z1sYsta94AVsSj5CYjf6NKRd3m43VgSGLrG_IfdqMKtlFDuBvimRfLyF_aqb19vPgl-8B7eD)\n* [Air Canada got sued — and lost — when their chatbot incorrectly offered a customer a refund](https://www.forbes.com/sites/marisagarcia/2024/02/19/what-air-canada-lost-in-remarkable-lying-ai-chatbot-case/)\n* [Virgin Money came under fire when their chatbot scolded customers for using the company name, ‘Virgin’](https://www.latintimes.com/virgin-money-forced-apologize-after-chatbot-threatens-cut-off-bank-customers-who-use-word-573885#:\\~:text=Fintech%20commentator%20David%20Birch%20shared,reported%20by%20the%20Financial%20Times)\n\nDon’t make the same mistake.\n\nThe current status quo is sifting through millions of logs and trying debug flaky evals. Evals are straightforward - like unit tests, they confirm your model got specific test cases right. But in the real world AI chatbots and agents encounter millions of unpredictable actions. AI companies need powerful monitoring to discover production issues so they can create reliable AI products that don’t just pass tests, but genuinely resonate with users.\n\n**Solution**\n\nRaindrop sends you alerts when your AI misbehaves and links straight to the events, so you can dig into the conversations or traces, understand the root cause, and fix it, fast.\n\nDaily Alerts Include\n\n* **Issues**: detects issues like Assistant Forgetting, Laziness, Task Failure, User Frustration, and more depending on the type of app\n* **Wins**: surfaces what your product does well, so you can double down on those experiences and create evals\n\nThe Pro tier lets you go even further with:\n\n* **Custom Issues / Topics**: define and track any issue or topic\n* **Topic Clustering**: clusters data in real time to find your AI product’s most popular use cases, and what use cases have the most issues\n* **Signals**: finds patterns in explicit signals like thumbs up / thumbs down\n* **Deep Research:** deep research for your production data, letting you use natural language to search for any kind of behavior\n* **Traces**: track every step of your AI call\n* **Edge PII Redaction**: intelligently strip PII from any user and model messages\n* **Dataset Creation**: create custom datasets out of any set of events\n\nCompanies like [Clay.com](http://Clay.com), Tolans, Websim, and more have been using Raindrop to improve their AI products. They’ve been able to quickly iterate on fixes, see how issue incidence rates decrease in production, and confidently ship changes.\n\n“Raindrop has been invaluable as we've been growing quickly. It's critical for us to keep issue incidence below an acceptable threshold and become aware of any spikes. **It's like if we see an iOS crash report in Sentry, but for our AI capabilities.”** -Evan Goldschmidt, CTO Tolans\n\nLearn more about how Tolan uses Dawn [here](https://www.raindrop.ai/case-studies/tolans), and check out case studies with [New Computer](https://www.raindrop.ai/case-studies/new-computer) and [Unstuck AI](https://www.raindrop.ai/case-studies/unstuck).\n\nYou can get started [here](https://www.raindrop.ai), excited to hear what you think :)\n\n![uploaded image](/media/?type=post&id=89925&key=user_uploads/309605/d77c5ea9-2b73-4455-96a6-db02c319651c)\n\n",
        "url": "https://www.ycombinator.com/launches/NOP-raindrop-sentry-for-ai-products",
        "votes": 11,
        "created_at": "2025-04-28T20:25:57.382Z"
      },
      {
        "id": 79667,
        "title": "Dawn - Analytics for AI products",
        "tagline": "We transform user requests and model outputs into metrics you actually care about.",
        "body": "Hey everyone!\\\n\\\nI’m [Zubin](https://twitter.com/snarkyzk), from dawn. Excited to share what we’ve (me, [Ben](https://twitter.com/benhylak), & [Alexis](https://twitter.com/alexisgauba)) been building.\n\n[Dawn](https://www.dawnai.com/) is analytics for AI products. We transform user inputs and model outputs into metrics you care about, letting you make meaning out of billions of tokens.\n\n**AI Companies love us for**\n\n* User Segmentation: automatically group users by behavior\n* Understanding Churn: see how requests (or responses) cause users to churn\n* Categorizing Search Requests: tag user requests + use categories in-app\n* Content Moderation: identify + remove harmful content\n* Flagging Bad Responses: track user requests that are vague, don’t match the source language, or anything else\n* Track any use case: discover categories from unstructured data\n\n_(It's not just for Al companies. Dawn can categorize just about anything! — _[_contact us_](https://wv6y9hc66q4.typeform.com/to/qHmrVeA3)_ to chat)_\n\n**How it Works**\n\n1. **3 lines to integrate:** with one line of code, you can start sending user data from your app to dawn (and even get back categorizations!)\n2. **Define categories:** Dawn automatically discovers categories from your raw data. You can also define your own. You can delete, edit, reorganize, and create new categories at any time.\n3. **Self-improving, on the fly:** Dawn constantly gets better at understanding your data.  A simple feedback interface gives your team visibility and control over categorization.\n4. **Connects to your existing analytics:** we have plugins for Snowflake, Mixpanel, Slack, Amplitude, and more -- so you can track whatever you want, wherever you want.\n\n\\*\\*What early users say about us:\\*\\*\\\n“I’m feeling a total a-ha moment with this. Truly cool to see.” - Gabriel Birnbaum, Can of Soup\\\n\\\n**Let’s work together**\\\nReach out at [zk@dawnai.com](mailto:zk@dawnai.com), or sign up for a demo [here](https://wv6y9hc66q4.typeform.com/to/qHmrVeA3). We’d love to hear from you!\n\n![uploaded image](/media/?type=post&id=79667&key=user_uploads/1668573/86bc4a34-fc8f-469a-9d07-de695eb11bc3)\n\n",
        "url": "https://www.ycombinator.com/launches/Kix-dawn-analytics-for-ai-products",
        "votes": 21,
        "created_at": "2024-03-25T15:28:55.097Z"
      }
    ]
  },
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    "id": 29402,
    "name": "Yondu",
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    "website": "https://yondu.ai/",
    "all_locations": "Los Angeles, CA, USA",
    "long_description": "Yondu is creating the robotic workforce of the future starting with logistics automation. We're deploying humanoid robots in the first flexible, drop-in picking automation solution designed for 3PLs.",
    "one_liner": "Robots to Automate Fulfillment",
    "team_size": 7,
    "industry": "Industrials",
    "subindustry": "Industrials -> Manufacturing and Robotics",
    "launched_at": 1709280983,
    "tags": [
      "Hard Tech",
      "Robotics",
      "Logistics",
      "AI"
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    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/yondu",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/yondu.json",
    "year_founded": 2024,
    "city": "Los Angeles",
    "country": "US",
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      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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    "founders": [
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        "user_id": 782277,
        "full_name": "Michael Chen",
        "title": "Founder/CEO",
        "founder_bio": "Michael Chen is at a unique crossroads with a background in intelligent machines from MIT and research experience at the forefront of robotics and AI. He helped build an open source bipedal robot at MIT CSAIL. Michael is an avid entrepreneur who has always loved business (even owning a sauce brand). For fun, he builds all sorts of cool machines ranging from FPV drones to train track cleaning robots to gasoline powered snowboards. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/michael-chen-17464a1b1",
        "x_url": "https://twitter.com/chenouttaten",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/16760bb043b9bd6619773df1464be0a224e3f300.jpg"
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      {
        "user_id": 1547615,
        "full_name": "Tahmid Jamal",
        "title": "Founder/CTO",
        "founder_bio": "Tahmid graduated from MIT with degrees in AI and AeroAstro. There he's worked on projects ranging from language model compression and quantization to astrodynamics simulations for a solar research proposal to NASA. He was doing his master's researching uncertainty estimation methods in deep learning before dropping out to participate in YC. In his free time, he enjoys movies, board games, and climbing the occasional tree.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/74hm1d",
        "x_url": "https://twitter.com/74hm1d",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/dc90be30b2779e01b76edb62c535d5bb13944890.jpg"
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    "jobs": [
      {
        "id": 71111,
        "title": "Active Interest for Engineers",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/DEor4se-active-interest-for-engineers",
        "location": "Gardena, CA, US / Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$120K - $200K",
        "equity_range": "0.50% - 1.60%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": [
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          "C++",
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          "Microcontrollers",
          "CAD Design",
          "PCB design",
          "Sensor integration"
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      },
      {
        "id": 74730,
        "title": "Robotics Researcher",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/QAKnidR-robotics-researcher",
        "location": "Gardena, CA, US / Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$120K - $200K",
        "equity_range": "0.50% - 1.60%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 87004,
        "title": "Senior Robotics Engineer",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/l6z04IP-senior-robotics-engineer",
        "location": "Gardena, CA, US / Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$120K - $200K",
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        "experience": "3+ years",
        "visa": "US citizen/visa only",
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          "C++",
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          "Linux",
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      },
      {
        "id": 107166,
        "title": "Robot SWE",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/fOsMYvM-robot-swe",
        "location": "Gardena, CA, US / Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$100K - $200K",
        "equity_range": "0.20% - 1.20%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": [
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          "C++",
          "Python",
          "Linux",
          "Docker"
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      },
      {
        "id": 113732,
        "title": "Robotics Hardware Engineer ",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/Y0Ek2e8-robotics-hardware-engineer",
        "location": "Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Hardware",
        "salary_range": "$100K - $200K",
        "equity_range": "0.10% - 1.00%",
        "experience": "1+ years",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 114065,
        "title": "Physical AI Infrastructure Engineer",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/dLJNfs8-physical-ai-infrastructure-engineer",
        "location": "Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$100K - $200K",
        "equity_range": "0.10% - 1.00%",
        "experience": "Any (new grads ok)",
        "visa": "Will sponsor",
        "skills": [
          "C++",
          "Python",
          "Linux",
          "Microcontrollers"
        ]
      },
      {
        "id": 116145,
        "title": "Chief of Staff",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/AwihGGR-chief-of-staff",
        "location": "Gardena, CA, US",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$100K - $200K",
        "equity_range": "0.10% - 0.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 116147,
        "title": "Forward Deployed Engineer",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/EYpToWD-forward-deployed-engineer",
        "location": "Gardena, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$80K - $120K",
        "equity_range": "0.01% - 0.10%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 116149,
        "title": "Robot Technician",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/Af1rQ7C-robot-technician",
        "location": "Gardena, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$60K - $80K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 116150,
        "title": "Software Engineering Intern (Spring/Summer)",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/0Cu1yIr-software-engineering-intern-spring-summer",
        "location": "Gardena, CA, US",
        "type": "Internship",
        "role": "Engineering",
        "role_type": "Robotics",
        "salary_range": "$4K - $10K / monthly",
        "equity_range": "",
        "experience": null,
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 116151,
        "title": "Mechatronics Intern (Spring/Summer)",
        "url": "https://www.ycombinator.com/companies/yondu/jobs/glxSqKV-mechatronics-intern-spring-summer",
        "location": "Gardena, CA, US",
        "type": "Internship",
        "role": "Engineering",
        "role_type": "Mechanical",
        "salary_range": "$4K - $6K / monthly",
        "equity_range": "",
        "experience": null,
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      {
        "id": 95475,
        "title": "Yondu AI ➡️ Enabling the robot workforce of the future",
        "tagline": "Yondu is the platform for robot labor starting with drop-in order fulfillment automation",
        "body": "### **We are a platform-to-application company that puts robots in warehouses and makes them useful on day one. Our state-of-the-art remote teleoperation gives immediate efficiency gains, with our robot behavior models gradually taking over to reach full automation and drive costs down further. We’re starting with mobile order fulfillment, where a huge chunk of warehouse labor spend sits.**\n\n![uploaded image](/media/?type=post&id=95475&key=user_uploads/1547615/e8add669-ff4f-4eaa-9579-da70973fc77b)\n\n[https://www.youtube.com/watch?v=GzglTuRloCo](https://www.youtube.com/watch?v=GzglTuRloCo&t=1s)\n\n### ——————————————————————————————\n\n# **The timing**\n\nGeneral purpose robot **hardware has gotten 10x cheaper** in the past decade. And advancements in robot learning are helping automate **long-form, complex tasks**. **BUT** it’s still hard to achieve the **perfect human level success rates necessary** for deployment! The **opportunity lies in automating the shorter-form, easier-to-master tasks** that still have a level of complexity that made them impossible to automate in the past. The logistics field is full of these types of problems…\n\n![uploaded image](/media/?type=post&id=95475&key=user_uploads/1547615/8a3ea638-c361-46bd-8276-97be15ccf669)\n\n_A simple, fully autonomous pick at 1× speed_\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n---\n\n### ——————————————————————————————\n\n# **The problem in mind**\n\nOrder picking labor can account for up to **50%** of warehouse manual operating costs. Pickers often walk **miles** per shift! Warehouses still rely on people for repetitive, physically demanding tasks with high turnover. Existing order fulfillment automation falls into two buckets:\n\n\\- **ASRS (Automated Storage and Retrieval Systems)**: Basically turns a warehouse into a giant 3D robot grid system. It gets high throughput but costs tens of millions and requires an overhaul of warehouse space. 😢 **_HIGH COST_**_, 😊 **HIGH AUTOMATION**_\n\n\\- **AMR (Autonomous Mobile Robots)**: These robots carry shelves and goods around which reduces walking time. But they still require human picking. 😊 **_LOW COST_**_, 😢 **LOW AUTOMATION**_\n\n### ——————————————————————————————\n\n# **OUR SOLUTION**\n\n**We’ve created a 3 part embodied-AI platform that automates bin picking using off the shelf robots in brownfield deployments. 😊 _LOW COST, 😊 HIGH AUTOMATION_**\n\nhttps://youtu.be/UVmMSui2_FQ\n\nWith **ULTRON** (user-friendly low-latency **remote teleoperation** system) we **deploy first**, putting robots to use immediately in our customers’ operations and spinning up our data flywheel.\n\n![uploaded image](/media/?type=post&id=95475&key=user_uploads/1547615/6ddec526-7b14-48db-a5b1-387ea371943e)\n\nOur **WMS** (warehouse management software) **integration and** **orchestration** software routes orders from a warehouse’s WMS to our platform, instructing robots where to go and operators what to pick.\n\n![uploaded image](/media/?type=post&id=95475&key=user_uploads/1547615/583a510d-09f3-46e7-8b54-c44e0edc3e9b)\n\nOur autonomy stack **YGM** (Yondu General Manipulation) pushes the system to fully autonomous as we **gain more in-the-wild** experience. Over time the manipulation policy takes over more work and the operator is required less. YGM is responsible for:\n\n* Steering our robot policy to pick and place from the correct bins\n* Identifying how good a job it is doing and whether it is struggling so an operator can take over\n* Learning from new experiences and adapting to succeed in situations that it previously struggled in\n\n![uploaded image](/media/?type=post&id=95475&key=user_uploads/1547615/663a0f0b-53ce-40b5-ad46-95980e70197b)\n\n_Operations in our partner warehouse_\n\n### ——————————————————————————————\n\n# Our Vision\n\nOur platform is **not limited to only helping us conquer bin picking**. Logistics warehouses still have many more repetitive-yet-slightly-complex tasks such as decanting, replenishing, and packing. And as **robot learning capabilities continue to grow**, our pipeline of _deploy→collect→refine→automate_ only increases in value. There will be **more brownfield robotics automation providers** for specific industries and increasingly complex tasks. They will need to integrate with their customers and spin up their own data flywheels. And the Yondu platform will be available for them so they can automate **any task** with **any robot**.\n\n### ——————————————————————————————\n\n# **Team**\n\nWe’ve gathered quite the team. Here are just a few of our talented members\n\n\\- **Michael Chen (CEO)** Ex-MIT Controls and Robotics\n\n\\- **Tahmid Jamal (CTO)** MIT AI & Aerospace\n\n\\- **Lianhao Yin (Head of Research)** MIT CSAIL Postdoc in Robotic Systems\n\n\\- **Jairo Maldonado (Teleop Lead)** Georgia Tech PhD in Robotic Prosthesis\n\n\\- **Mehul Kumar (Founding Researcher)** Industry veteran in VR, humanoids, simulations, and teleop\n\n![uploaded image](/media/?type=post&id=95475&key=user_uploads/1547615/b5914757-4088-48a7-b88b-0252656f6300)\n\n### ——————————————————————————————\n\n# Ask\n\n\\- **3PLs**: If you are in charge of warehouse operations and think you’re spending more resources on a job than you _should_ be, **complain to us**!\n\n\\- **Robotics partner**: If you’re also in the robotics automation space and would like to use our platform, **let’s partner up**\n\n**Reach out to [founders@yonduai.com](mailto:hello@yonduai.com)**\n\n### ——————————————————————————————",
        "url": "https://www.ycombinator.com/launches/Opv-yondu-ai-enabling-the-robot-workforce-of-the-future",
        "votes": 58,
        "created_at": "2025-11-14T18:30:57.452Z"
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    "website": "https://www.storioai.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Storio is a content platform where creators can create original fiction or derivative works based on other fictional worlds. Creators write fictions 10 times faster on Storio. It's a place for community to fully indulge in the fictional world that they wish they were in.",
    "one_liner": "GenAI Interactive story. Creator write fictions 10x faster.",
    "team_size": 2,
    "industry": "Consumer",
    "subindustry": "Consumer -> Content",
    "launched_at": 1710193888,
    "tags": [
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      "Social Media"
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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    "stage": "Early",
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    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/heartbyte.json",
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    "city": "San Francisco",
    "country": "US",
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      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
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    "founders": [
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        "user_id": 1548764,
        "full_name": "Rachel Wang",
        "title": "Founder/CEO",
        "founder_bio": "Rachel Wang is the co-founder and CEO of Storio, which she started in 2023. Before founding HeartByte, Rachel was the Chief Data Officer at Wish, a cross border e-commerce marketplace. Rachel graduated from the Columbia University where she received a Master of Data Science and Peking University where she received a Bachelor of Mechanical Engineering. Why does she work on HeartByte? She thinks the world can be a bit boring and needs more imagination. ",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/rachelshuyanwang",
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    "news": [],
    "launches": [
      {
        "id": 79279,
        "title": "HeartByte 📚🪄 A global community creating the future of fictional universes",
        "tagline": "HeartByte uses GenAI to make fiction writing easy and fun",
        "body": "**TL;DR: **[**HeartByte**](https://heartbyte.ai/)** is a community where people can write novels effortlessly using AI-assisted tools and share them.**\n\nHey YC friends, we are Rachel and Xinyue building [HeartByte](https://heartbyte.ai)!\n\n<https://www.youtube.com/watch?v=xnZnyAsnxes>\n\n👥 **The team**\n\n🦸‍♀️[Rachel](https://www.linkedin.com/in/rachelshuyanwang): CEO. 8 years working with data and building product. ex-Chief Data Officer at Wish. ex-Columbia University. Blog writer with 40K followers.\n\n🥷[Xinyue](https://www.linkedin.com/in/xinyue-liang-2b5a60295/): CTO. Tech lead at Instagram and Google. ex-Carnegie Mellon University. A fanfiction OG for the past 15 years.\n\n😮‍💨 **The Problem**\n\nEveryone wants to be a writer, but no one wants to ✍️ write a book 📚. Writing a book is hard— **writers on average take 8-12 months to complete a 100,000-word novel. That’s too slow!** For the rest of us non-writers, we have fleeting passions wanting to turn those interesting fantasies 🧚‍♂️ in our minds into stories. Most of the time, these fantasies remain in our brains 🧠, never shared with others. Because of that, there are fewer good stories in the world, which is why Harry Potter or Game of Thrones seem so precious.\n\nBut it doesn’t have to be this way.\n\n🪄 **The Solution**\n\n**With HeartByte, we make it 10 times easier and faster to write fiction.** 🤩 We build an effortless flow that guides a creator through writing an entire novel 💅. We help users overcome writer’s block ✌️, and provide editing support and workflow management. We enable users to spend more time imagining 👁 and less time writing word by word.\n\nWe want using HeartByte to be like having your **personal writer's studio**, where you can easily exchange ideas, get inspired, and complete each other's sentences with AI. Instead of the old long grind 🥱, writing a novel becomes easy and fun 🤗.\n\n📚🔮 **The Magic**\n\nOur users are loving ❤️ the product. **We've seen users who previously published a chapter every five days now able to publish one chapter per day, with better writing!**\n\n📣 **Our Ask**\n\n* **Try our product** at [heartbyte.ai](http://heartbyte.ai). Share your feedback with us [rachel@heartbyte.ai!](mailto:rachel@heartbyte.ai)\n* **Share this post** if you think someone might be interested in effortless creative writing.",
        "url": "https://www.ycombinator.com/launches/Kch-heartbyte-a-global-community-creating-the-future-of-fictional-universes",
        "votes": 33,
        "created_at": "2024-03-11T22:13:22.500Z"
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    "id": 29404,
    "name": "Diana",
    "slug": "diana",
    "former_names": [
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    "website": "https://getdiana.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "The first business-ready OpenClaw platform. A secure AI assistant embedded directly into Slack.",
    "one_liner": "Give Your Employee An Employee",
    "team_size": 7,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1706475260,
    "tags": [
      "Productivity",
      "SMB",
      "Operations",
      "AI",
      "AI Assistant"
    ],
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    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
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    "industries": [
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    "regions": [
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      "America / Canada",
      "Remote",
      "Partly Remote"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/diana",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/diana.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/getdiana/",
    "x_url": "https://x.com/getdiana",
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    "founders": [
      {
        "user_id": 128506,
        "full_name": "Upeka Bee",
        "title": "Founder/CEO",
        "founder_bio": "Upeka is the co-founder and CEO of Diana. Before Diana, she was Head of Engineering for Gusto's HR Platform, and before that, Salesforce and a string of startups.",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/upeka/",
        "x_url": "https://twitter.com/upekabee",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/4c99381b1238cb20482c9e6ec548e0acb1d74129.jpg"
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    "jobs": [],
    "news": [
      {
        "title": "DianaHR Raises $3.7M Seed Round to Redefine HR for Startups with AI Agents | DianaHR",
        "url": "https://www.getdianahr.com/blog/dianahr-raises-3-7m-seed-round-to-redefine-hr-for-startups-with-ai-agents",
        "date": "Sep 15, 2025"
      }
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      {
        "id": 99731,
        "title": "Diana - Give Your Employee An Employee",
        "tagline": "The first business-ready OpenClaw platform. A governed AI assistant for every employee, embedded directly into Slack.",
        "body": "Hey YC! 👋\n\nWe're [Upeka](https://x.com/upekabee) and [Dilan](https://x.com/dilan), co-founders of [Diana (W24)](https://x.com/getdiana).\n\nEvery OpenClaw today is an intern with root access and no oversight. ☠️🏴‍☠️\n\n**So we built the first one that has a boss.** 🦞\n\nDiana is a business-ready OpenClaw with a Governor monitoring every action - that can shut it down mid-task, before damage is done. \n\n<https://www.youtube.com/watch?v=sdka6JW9QK0>\n\n**TL;DR:**\n\n**🛡** Diana is a business-ready OpenClaw with a Governor monitoring every action\n\n**⚡** Connect 3,000+ tools via API, or log into any app via Browser Logins\n\n**🔒** Per-user credential isolation. Every employee gets their own sandboxed agent\n\n**🏗** Built by engineers from Google, Gusto, MIT, CMU, and Yale\n\n## **The Governor**\n\nHere's the thing about OpenClaw: it talks directly to your tools. Slack, Notion, your APIs. No filter. No oversight. If it hallucinates or gets prompt-injected, it acts on your systems before anyone can stop it.\n\n**Diana never talks to Slack, Notion, or your APIs directly.**\n\nEvery action routes through the Governor first. It checks intent, filters output, and watches for drift in real-time. If something is off, the Governor kills the action before it reaches your systems. Not after. Before.\n\nThe architecture:\n\n→ Slack ingress hits the Governor (trust boundary)\n\n→ Governor routes to isolated agent sandboxes\n\n→ Agent has zero DB access, zero secrets\n\n→ Every LLM and tool call goes back through the Governor\n\n→ Governor filters output before it reaches Slack\n\n## **3,000+ Integrations + Browser Logins**\n\nDiana connects to Slack, Google Workspace, HubSpot, Stripe, Notion, Linear, GitHub, and thousands more via API.\n\n**And if there is no API? Diana logs in with a browser, just like you would.**\n\nHRIS portals, benefits platforms, 401k providers, state registration websites. If you can click it, Diana can work it. All through the Governor.\n\n![uploaded image](/media/?type=post&id=99731&key=user_uploads/128506/e04c3454-71cc-4c21-a942-3ba81aa51cd3)\n\n## **Give Your Employee Their Own Employee**\n\nDon't replace your team. Give them superpowers.\n\nDiana is simple to install and use: Install to Slack → connect your tools → **just ask**:\n\n**_→_** _\"Show me our Hubspot pipeline by stage and expected close date\"_\n\n**_→_** _\"Build me a revenue dashboard in Google Sheets for our March Investor Update. Send me a revenue dashboard every month.\"_\n\n**_→_** _\"Review these 5 invoices against the tracking spreadsheet let me know if there are any discrepancies\"_\n\n**_→_** _\"Every Monday at 9am, send me a summary of the #general Slack channel from last week\"_\n\n**_→_** _\"Onboard Sarah Chen as Senior PM into HRIS Payroll. Here’s the offer letter.\"_\n\n**Diana works across finance, operations, sales, product, engineering, marketing, and HR. Built for every employee on earth. Hire humans, and help them to 10x.**\n\n![uploaded image](/media/?type=post&id=99731&key=user_uploads/128506/48d04c0d-9f5e-4983-80a5-d3a5382d8eb3)\n\n## **The Backstory**\n\nBefore Diana, we built DianaHR, a fractional HR service for SMBs. Running that business, we saw firsthand how much time operations teams waste on repetitive tasks: onboarding new hires into HRIS systems, chasing unsigned documents, answering the same benefits questions, filing state registrations.\n\nWhen OpenClaw exploded, we saw the opportunity: an AI agent that could actually do this work. But the security gaps were a dealbreaker for business use. So we built a Governor on top, added per-user credential isolation, and created Browser Logins so Diana could work with tools that don't have APIs.\n\nBacked by Y Combinator (W24), General Catalyst, and SNR Ventures. Built by a team from Google, Gusto, MIT, Carnegie Mellon, and Amazon.\n\n**And this is just the start. Our goal is an AI employee so trusted you can hand it an entire business function and let it run.**\n\n## **Our Asks**\n\n**Try Diana for free.** If you want an OpenClaw agent AND peace of mind: [**getdiana.com**](http://getdiana.com)\n\nFor YC founders we are giving one month free of our assistant tier. Ping me on Bookface or email for a code!\n\n**Feedback.** If you try Diana and something breaks or feels off, tell us. DM me on Slack, email [upeka@getdiana.com](mailto:upeka@getdiana.com), or find me on X at @upekabee\n\nLet's go. 💚\n\n![uploaded image](/media/?type=post&id=99731&key=user_uploads/128506/8868ea14-86aa-45c3-916e-6a194d45de54)\n\n",
        "url": "https://www.ycombinator.com/launches/PwZ-diana-give-your-employee-an-employee",
        "votes": 5,
        "created_at": "2026-04-14T16:01:32.173Z"
      },
      {
        "id": 77951,
        "title": "✅ DianaHR - Give us your people ops and take back your time",
        "tagline": "Put your company's people ops on autopilot and save 10+ hours a week",
        "body": "Hey everyone! We are [Tim](https://www.linkedin.com/in/tim-kral-512b5b3/) and [Upeka](https://linkedin.com/in/upeka) and today we are launching [DianaHR.](https://getdianahr.com/) We offer businesses an expert HR and Operations team to **manage tedious people ops tasks.**\n\n**Tl;dr**\n\nWe are building a better way to support business owners with back-office tasks like compliance, HR, state registrations, employee onboarding/offboarding, and payroll and benefits administration. We add a human expert to your team, who'll run everything using your own software tools. Prices start at $99/month.\n\n**❌ The Problem** \n\nOnce you hire your \\~5th employee, you find yourself spending hours each week dealing with people ops - managing all the software yourself, spending hours on the phone with customer support, and pulling your hair trying to deal with those state registration letters. You signed up for a PEO hoping things will get better, but you don’t have any control and spend more hours dealing with their central hotline. \n\nAll you want is to focus on your business. And all this stuff gives you anxiety and you worry that you are doing something wrong. Just to make things worse, New York State has sent you a letter with a $10,000 fine.\n\n![uploaded image](/media/?type=post&id=77951&key=user_uploads/128506/d50c0995-aa60-4326-8160-f7426de967ad)\n\n**✨ Our Solution**\n\nMeet DianaHR. We offer you a fractional HR and Ops team that has seen it all. They will do what’s needed to keep you compliant, take busy work off your plate, and help you and your team focus on what matters - your business. Prices start at $99/month and are tailored based on your company's needs. Behind the scenes, we have a series of AI assistants to help scale our DianaHR experts. \n\n![uploaded image](/media/?type=post&id=77951&key=user_uploads/128506/026703cd-3aaa-439f-ac9f-e22d0ab601db)\n\n\\\n**🧑🏻‍🍳 Who We Are**\n\n![uploaded image](/media/?type=post&id=77951&key=user_uploads/128506/d91c3663-d7dd-4180-9ccc-2d902728af27)\n\nWe are Tim and Upeka. \n\nWe met at Carnegie Mellon 17 years ago. This is the third time we have worked together. \n\nBefore DianaHR, Upeka was at Gusto where she was the Head of Engineering for their HR platform. Her teams built the feature set that put Gusto on the map as an HR provider beyond payroll and benefits. Before that, she worked at Salesforce and other startups. \n\nTim was the VP of Engineering at Relay Payments, a FinTech startup. Before that, he worked as an engineer at Salesforce, Medium, and other startups. \n\n**🙌 Our Asks**\n\n* Share this with anyone you know who does compliance and HR back-office tasks and needs help! Book time [here](https://calendly.com/upeka/30min) to discuss. \n* You can follow us on [LinkedIn](https://www.linkedin.com/company/dianahr).\n\nEmail us to [founders@dianahr.ai](mailto:founders@dianahr.ai), for any questions.",
        "url": "https://www.ycombinator.com/launches/KHH-dianahr-give-us-your-people-ops-and-take-back-your-time",
        "votes": 52,
        "created_at": "2024-01-30T02:40:38.048Z"
      }
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    "id": 29405,
    "name": "Risotto",
    "slug": "risotto",
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      "OttoHelm"
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    "website": "https://tryrisotto.com",
    "all_locations": "San Francisco, CA, USA; Remote",
    "long_description": "Want to apply AI to your IT Helpdesk queue? Risotto helps you grant software access, limit access/permission grants by time, serve knowledge, and get approvals from people like managers. All using natural language directly in chat (AKA \"ChatOps\")\r\n\r\nIT teams spend too much time manually provisioning software and answering the same question repeatedly. We help them improve resolution times, reduce SaaS spend, and enhance security with 24/7 automated software access and IT support. Check us out at: https://www.tryrisotto.com",
    "one_liner": "Risotto auto-solves IT support requests using AI",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Operations",
    "launched_at": 1709248167,
    "tags": [
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      "Compliance",
      "Security",
      "Enterprise",
      "AI"
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    "regions": [
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      "America / Canada",
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    "url": "https://www.ycombinator.com/companies/risotto",
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    "year_founded": 2023,
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    "country": "US",
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      "name": "David Lieb",
      "url": "https://www.ycombinator.com/people/david-lieb"
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      {
        "user_id": 607082,
        "full_name": "Aron Solberg",
        "title": "Founder",
        "founder_bio": "Aron is the founder and CEO of Risotto. When not working on his company he enjoys getting outdoors at every opportunity including hiking, skiing, and sailing. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aronsolberg",
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      {
        "user_id": 1380843,
        "full_name": "Alex Confer",
        "title": "Founder",
        "founder_bio": "Co-founder of Risotto! Formerly Hellosign, Dropbox, Gusto. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aconfer",
        "x_url": "https://twitter.com/aconfer",
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      {
        "user_id": 784345,
        "full_name": "Chris Paul",
        "title": "Founder",
        "founder_bio": "CTO and co-founder of Risotto. Formerly engineer and lead at HelloSign (YC11), interviewing.io, and Square.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/cmpaul/",
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    "launches": [
      {
        "id": 78931,
        "title": "Risotto: The new AI-enabled IT help desk in Slack",
        "tagline": "Turn any Slack Channel into an automated IT help desk in 60 seconds ",
        "body": "# **🏆** Tl;dr:\n\n[Risotto](https://www.tryrisotto.com) automatically solves IT support tickets using AI. We help IT teams improve their resolution times, reduce SaaS spend, and enhance security with 24/7 automated software access and IT support, all directly in Slack.\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/1932cf98-d844-41b5-83f3-210c96b453a6)\n\n# Meet the Team\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/e5b07a88-94f0-402e-bb58-8330605a7cec)\n\n[Aron](https://www.linkedin.com/in/aronsolberg/), [Alex](https://www.linkedin.com/in/aconfer/), and [Chris](https://www.linkedin.com/in/cmpaul/) met almost 10 years ago at HelloSign (YC11) as early employees.\n\n* Alex led the HelloSign IT team through the acquisition by Dropbox and later led IT engineering at Gusto.\n* Chris has a 25-year history as a software engineer and leader, most recently at Square.\n* Aron was also an early engineer at HelloSign before he shifted into Product Management, and later served as a Director of PM at Dropbox, and a PM lead in ML at Grammarly\n\nCollectively they have over 30 years of experience in enterprise B2B SaaS software. The team says they’re “excited to be building the IT product Alex always wanted, but has never been able to find.”\n\nCheck out automated 24/7 IT support with Risotto! ⬇️ ⬇️ ⬇️\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/8345b5cd-5e3e-4cf5-acd9-0054766f9de5)\n\n_Risotto learns the answers to common questions for automated 24/7 resolutions_\n\n# **❌** The Problem\n\n🕒 IT teams spend too much time manually provisioning software and answering the same question repeatedly\n\n💸 Manually provisioning SaaS accounts inflates license costs because there’s a tendency to over-provision\n\n🦹 Security suffers as software accounts proliferate\n\n😫 Quarterly user access reviews for SOC 2 compliance add additional overhead for IT to manage\n\nThese types of problems are a waste of time for people to solve but are perfect for automation. One of our co-founders [Alex](https://www.linkedin.com/in/aconfer/) saw this play out constantly while running IT at Gusto and Dropbox which inspired us to do something about it!\n\n# **📈** The Solution\n\n<https://youtu.be/yOiDQEExDVE>\n\n_Turn any Slack Channel into an automated IT help desk in 60 seconds_\n\nOut-of-the-box Risotto integrates with Slack, and IDPs like Okta to manage software groups and provide three major feature pillars to make IT teams awesome\n\n### “ChatOps” Helpdesk in Slack\n\nRisotto turns any Slack channel into a 24/7 automated help desk in 60 seconds. Embrace “ChatOps” to minimize context switching for employees and IT. All chat threads are backed by a digital ticket with control handled through natural language and emojis.\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/eaba27d2-ab79-4029-9592-b13b31df8ffc)\n\n_You’ll love seeing the green check marks pile up as Risotto solves tickets right in front of your eyes_\n\n### Automated Software Access Management\n\nGain the benefits of software **approvals** and **time-based access** with our powerful access rules engine. All these rules can be configured per department to ensure everyone gets the right level of access.\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/24a9a446-eba6-40ba-855e-6edb25d1fab7)\n\n_Time-based access is a piece of cake with Risotto_\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/3664b78b-717a-4b99-9b4b-a910579eb3fc)\n\n_Get important and expensive software approved to ensure it’s really needed_\n\n### Streamlined User Access Reviews\n\nYour SOC 2 quarterly access reviews will fly by with Risotto. We offer easy tracking and review of software to ensure you always keep tabs on who has access and why\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/dd5f3249-8166-4c99-80ba-87e6065a6c3e)\n\n### Risotto’s benefits\n\n📈 Risotto improves the key metrics that IT teams care about, such as time-to-resolution (TTR), time-to-first-response (TTFR), and employee satisfaction ratings\n\n![uploaded image](/media/?type=post&id=78931&key=user_uploads/607082/eb256bc0-2e46-4265-bb61-4370cca79cf2)\n\nRisotto also provides numerous other benefits including:\n\n1️⃣ A unified IT support funnel to reduce context-switching\n\n⏩ Faster resolutions\n\n💰 Lower SaaS costs with on-demand provisioning\n\n🔐 Better security with timed access, and swift compliance reviews\n\n# Learn More and Try out Risotto\n\nWork in IT and want to try our Risotto? Reach out we’d love to talk! We think the future of IT support is conversational, and AI can help.\n\n* Email us at [founders@tryrisotto.com](mailto:founders@tryrisotto.com)\n* Schedule time directly via [Calendly](https://calendly.com/d/32r-55q-4d7)\n* Visit our [website](https://www.tryrisotto.com) and use our contact form\n\nWe love talking about modern IT challenges and we can often provide advice and best practices for navigating sticky problems!",
        "url": "https://www.ycombinator.com/launches/KX5-risotto-the-new-ai-enabled-it-help-desk-in-slack",
        "votes": 152,
        "created_at": "2024-03-01T01:03:31.109Z"
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    "id": 29407,
    "name": "JustAI",
    "slug": "justai",
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    "subindustry": "B2B -> Marketing",
    "launched_at": 1704840202,
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        "question": "How did your company get started? (i.e., How did the founders meet? How did you come up with the idea? How did you decide to be a founder?)",
        "answer": "When we were heading Growth at Twitter, we saw the power of copy changes. **When we tweaked a push notification from “Elon tweeted” to “Elon _just_ tweeted”, we gained 800K additional users.** We never underestimated the power of copy since that day. The company funded it as a big investment in the difficult years when Twitter’s growth was tanking. However, each change would take 3-6 months to pick, test, approve, and ship. We also didn’t know how to use those learnings systematically to prioritize the next copy change. We started building internal tools to automate this and gained 20% additional user growth. We stumbled upon similar problems and “vision docs” at Pinterest. We knew we were staring at money on the table. We quit our jobs to build [just words](https://justwords.ai)."
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      {
        "question": "What is your long-term vision? If you truly succeed, what will be different about the world?",
        "answer": "Today, lifecycle marketing is built on manual effort — copywriters brainstorming variants, data scientists running A/B tests, and marketers trying to make sense of disconnected dashboards. Every campaign is a one-off experiment.\r\n\r\nIn the world we’re building, **AI-marketers** will handle this entire loop — strategy, creation, optimization, and learning — with humans acting as orchestrators, not operators.\r\n\r\n* Campaigns will **self-evolve**: AI agents will detect new opportunities, write and test messages, measure outcomes, and continuously improve.\r\n* Brands will move from **batch campaigns** to **living systems** — always-on, hyper-personalized, cross-channel journeys that adapt in real time.\r\n* Every marketer, no matter their company size, will have access to enterprise-level intelligence — a strategist, a creative, an optimizer, and a data scientist — all in one AI team.\r\n\r\nThe world will shift from “humans using tools” to **humans teaming with AI agents**.\\\r\nAnd in doing so, we’ll make personalization not just scalable, but truly human again — every message relevant, every experience intelligent, every brand empathetic at scale."
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    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/getjustai",
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        "user_id": 1381391,
        "full_name": "Neha Mittal",
        "title": "Founder/CEO",
        "founder_bio": "Neha Mittal is the CEO & Co-founder of JustAI. She was the head of product for Retention & Growth at Pinterest and at Twitter. She also co-founded CityStructure and was the founding engineer at Sensorflow. She has also held product & engineering roles at the Chan Zuckerberg Initiative and Goldman Sachs.",
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        "title": "Full Stack Software Engineer",
        "url": "https://www.ycombinator.com/companies/justai/jobs/BmBq81w-full-stack-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$120K - $160K",
        "equity_range": "0.10% - 0.50%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
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        "id": 89155,
        "title": "Account Executive",
        "url": "https://www.ycombinator.com/companies/justai/jobs/NOV6eqU-account-executive",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
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        "title": "Just Words Gets Funding From Peak XV Partners, Y Combinator",
        "url": "https://inc42.com/buzz/former-x-executives-startup-just-words-nets-funding-to-automate-personalised-messaging-for-enterprises/",
        "date": "Aug 27, 2024"
      },
      {
        "title": "YC’s latest Demo Day shows fascinating wagers on healthcare, chip design, AI and more | TechCrunch",
        "url": "https://techcrunch.com/2024/04/04/ycs-latest-demo-day-shows-fascinating-wagers-on-healthcare-chip-design-ai-and-more/",
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      {
        "id": 77393,
        "title": "just words - Scale Hyper-personalized Messaging with AI",
        "tagline": "Maximize growth velocity with automated message refresh on emails and push.",
        "body": "**tldr:** We’re building an AI-first marketing tech stack for enterprises. We are on a mission to rethink growth by turning content into conversations. Our core product allows companies to auto-refresh content on growth channels like emails using reinforcement learning, artificial intelligence, and causal inferences. Companies have 10X their speed of experimentation, and have seen stat sig engagement lift with our technology. \n\n```\n❌ the problem\n```\n\n1\\. Traditional A/B testing is slow. It can take 3-6 months to run one test because of organizational decision-making and lack of ML infrastructure. \n\n2\\. Content and copy selection is based on vibes. \n\n3\\. Prioritization of the biggest opportunities is decided by the loudest voice in the room. \n\n```\n✨ our solution\n```\n\n1\\. Enrich CRM with ML powered personalization \n\n2\\. Auto-refresh content on the fly. Auto-tune underperforming content with newly generated dynamic content in real time\n\n3\\. Use insights from infinite testing to predict the next best action.\n\n![uploaded image](/media/?type=post&id=77393&key=user_uploads/1381391/30b40cc4-6a73-4e12-9a09-5cbba4930fb3)\n\n```\n🙏 asks\n```\n\n1\\. Check out [justwords.ai](http://justwords.ai) and book a demo for your use case (email, sms, push, landing page titles).\n\n2\\. Connect us to your growth & marketing teams. Book a [30 min slot](https://calendly.com/just-words) with us or drop us an email at [founders@justwords.ai.](mailto:founders@justwords.ai)",
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        "votes": 70,
        "created_at": "2024-01-10T20:48:09.601Z"
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    "id": 29408,
    "name": "Circleback",
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    "website": "https://circleback.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Circleback helps teams get the most out of every conversation with best-in-class AI-powered meeting notes, action items, automations, and search.\r\n\r\nFor example, Circleback can automatically identify feature requests that come up in product demo calls and create Linear tasks for each of them, or update your CRM with customer details after a sales call.\r\n\r\nBefore Circleback, Ali led the first integration of LLMs into the Stripe support product and Kevin worked on predictive analytics at Tableau as a senior software engineer.",
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        "full_name": "Ali Haghani",
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        "user_id": 271444,
        "full_name": "Kevin Jacyna",
        "title": "Founder/CPO",
        "founder_bio": "Kevin is a co-founder of Circleback. Before Circleback, Kevin was a senior software engineer at Tableau, where he worked on bringing predictive analytics into Tableau, as well as improving compatibility between the desktop and web products. He formerly played Junior A hockey in Canada.",
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        "id": 91861,
        "title": "Senior Software Engineer",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/G8t2DGB-senior-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
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        "id": 91924,
        "title": "Software Engineer",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/dUH7zjN-software-engineer",
        "location": "San Francisco, CA, US",
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        "role": "Engineering",
        "role_type": "Full stack",
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        "experience": "1+ years",
        "visa": "Will sponsor",
        "skills": [
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          "Next.js"
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      {
        "id": 92631,
        "title": "Founding Marketer",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/io0eCUK-founding-marketer",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$140K - $200K",
        "equity_range": "",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
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        "id": 92780,
        "title": "Design Engineer",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/cELqQKO-design-engineer",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Product design",
        "salary_range": "$170K - $280K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
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          "React Native",
          "Swift",
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        "id": 96234,
        "title": "Software Engineering Intern (Summer 2027)",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/lulIPMP-software-engineering-intern-summer-2027",
        "location": "San Francisco, CA, US",
        "type": "Internship",
        "role": "Engineering",
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        "id": 96710,
        "title": "Executive Assistant",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/XIR4abq-executive-assistant",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$100K - $140K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
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        "id": 101689,
        "title": "Product Engineer",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/Uno1NfS-product-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$145K - $240K",
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        "experience": "1+ years",
        "visa": "Will sponsor",
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      {
        "id": 101690,
        "title": "Senior Product Engineer",
        "url": "https://www.ycombinator.com/companies/circleback/jobs/ou5MXKF-senior-product-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$170K - $250K",
        "equity_range": "",
        "experience": "3+ years",
        "visa": "Will sponsor",
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    "news": [
      {
        "title": "YC-backed Circleback is out to become the best meeting notetaker | TechCrunch",
        "url": "https://techcrunch.com/2024/11/26/yc-backed-circleback-is-out-to-become-the-best-meeting-notetaker/",
        "date": "Nov 26, 2024"
      },
      {
        "title": "The best AI note-taking tools for meetings | Time",
        "url": "https://time.com/charter/6987522/the-best-ai-note-taking-tools-for-meetings/",
        "date": "Jun 12, 2024"
      },
      {
        "title": "Technology accelerator invests $500K in CS alums’ start-up | Computer Science at UBC",
        "url": "https://www.cs.ubc.ca/news/2024/03/technology-accelerator-invests-500k-cs-alums-start",
        "date": "Mar 13, 2024"
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    "launches": [
      {
        "id": 77984,
        "title": "Circleback: AI-powered meeting notes and workflows",
        "tagline": "We help teams get the most out of every meeting by automatically writing meticulous notes and taking action on insights that matter to them",
        "body": "**TL;DR:** [Circleback](https://circleback.ai/) helps teams get the most out of every meeting–whether on Zoom, Google Meet, or in-person–by **automatically writing meticulous notes** and **taking action on insights** that matter to them. [Give it a try](https://circleback.ai) in your next meeting or [schedule a demo](https://cal.com/alihaghani/circleback-demo) to see how it works.\n\n—\n\nHey all! We’re [Ali](https://linkedin.com/in/alihaghani) and [Kevin](https://linkedin.com/in/kevinjacyna) and we’re building Circleback to help teams get the most out of every meeting.\n\n## 🧨 Problem\n\n* Meetings are an **untapped goldmine of useful information**\n* 90% of what is shared in meetings is **forgotten within a week**\n* **Finding what was discussed in meetings across teams is difficult** because meeting docs are difficult to find, incomplete, or non-existent\n\n## 💡 Solution\n\nCircleback helps you and your team get the most out of every meeting.\n\n* We automatically write **meticulous notes** and **assign action items** for your meetings\n* Create workflows to **identify exactly what’s most important** to you\n* Automatically **action on important insights**, i.e. create new Linear tasks for feature requests that come up in customer demos or share meeting notes and action items on Slack\n* Quickly **find anything that was talked about** in your team’s meetings using the AI-powered search\n\n![uploaded image](/media/?type=post&id=77984&key=user_uploads/126963/02ee5577-44c0-4878-80bc-46f497215e4e)\n\n## ✨ How it works\n\nOnce you’ve connected your calendar, you can choose which meetings you’d like Circleback to take notes for. For in-person conversations, you can record directly from your phone/laptop or import an audio/video file.\n\nAfter each meeting, you’ll see the AI-written notes, grouped by topic, alongside assigned action items, the transcript, and a recording of the meeting (if enabled). You can share meeting notes with the rest of your team directly on Circleback and externally via email or a shareable link.\n\n![uploaded image](/media/?type=post&id=77984&key=user_uploads/126963/f5003c7c-789c-4c40-a6b7-406e9054cd29)\n\nEasily see what outstanding action items are assigned to you, your team, and people you’ve met with from the Action Items tab.\n\nSet up powerful automations from the Workflows tab–choose which meetings you’d like your workflow to run for (i.e. only calls with Jessica or only calls tagged as Weekly Planning), then create an insight you’d like to identify and choose what you’d like to do with it.\n\n#### More about Circleback\n\n* Works with Zoom, Google Meet, Microsoft Teams, BlueJeans, and in-person meetings\n* Supports over 100 languages with industry-leading transcription accuracy\n* Integrates with Google Calendar and Microsoft Calendar\n* AI-powered search can answer questions using the context of past meetings, turning your team’s conversations into a real-time knowledge base\n* Integrates directly with Notion, Slack, HubSpot, Salesforce, and more with webhook support for custom integrations\n* Lets you share meeting notes and recordings with attendees and the rest of your team\n\n## 🧡 Asks\n\n* [Try out Circleback](https://circleback.ai) for free!\n* [Schedule a demo](https://cal.com/alihaghani/circleback-demo) if you’re curious about using Circleback at your company\n* Email us at [founders@circleback.ai](mailto:founders@circleback.ai) with any thoughts or feedback–we’d love to learn about specific workflows you have around meetings\n\n![uploaded image](/media/?type=post&id=77984&key=user_uploads/126963/487989f9-512c-402c-9d70-04c9fb504760)\n\n",
        "url": "https://www.ycombinator.com/launches/KHo-circleback-ai-powered-meeting-notes-and-workflows",
        "votes": 51,
        "created_at": "2024-01-30T18:31:34.403Z"
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    "id": 29409,
    "name": "BetterBasket",
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    "website": "http://www.betterbasket.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "BetterBasket provides grocery retailers with AI agents for pricing, competitive intelligence and promotion optimization, with the aim of helping teams boost revenue, manage margin targets and automate decisions using real-time data across operations. ",
    "one_liner": "Smart grocery pricing with AI",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B -> Analytics",
    "launched_at": 1706153675,
    "tags": [
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    "regions": [
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      "Partly Remote"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/betterbasket",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/betterbasket.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/98110558",
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    "primary_partner": {
      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
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    "founders": [
      {
        "user_id": 1227729,
        "full_name": "Leon Zhang",
        "title": "Founder/CEO",
        "founder_bio": "BetterBasket CEO; ex-Uber Eats, PIMCO, Wharton MBA dropout and UChicago BS '17",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/leon-zhang-850772b3",
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      {
        "user_id": 1643805,
        "full_name": "Vagelis Viskadouros",
        "title": "Founder/CTO",
        "founder_bio": "BetterBasket Founder, ex-Uber Eats Data Scientist, Ecole Polytechnique MSc in Data Science for Business",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/viskadouros",
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        "id": 68593,
        "title": "Software Engineer",
        "url": "https://www.ycombinator.com/companies/betterbasket/jobs/wsZC1jR-software-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$120K - $160K",
        "equity_range": "0.25% - 2.00%",
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        "skills": [
          "JavaScript",
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      {
        "id": 93356,
        "title": "Software Engineering Intern",
        "url": "https://www.ycombinator.com/companies/betterbasket/jobs/VizvMJh-software-engineering-intern",
        "location": "San Francisco, CA, US",
        "type": "Internship",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$6K - $10K / monthly",
        "equity_range": "",
        "experience": null,
        "visa": "US citizen/visa only",
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    ],
    "news": [
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        "title": "FMI Midwinter 2026: AI and collaboration take center stage - SmartBrief",
        "url": "https://www.smartbrief.com/original/fmi-midwinter-2026-ai-and-collaboration-take-center-stage",
        "date": "Jan 24, 2026"
      },
      {
        "title": "Delving Into ‘The Next Now’ at NRF 2026: Retail’s Big Show | Progressive Grocer",
        "url": "https://progressivegrocer.com/delving-next-now-nrf-2026-retails-big-show",
        "date": "Jan 17, 2026"
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    "launches": [
      {
        "id": 78622,
        "title": "BetterBasket - Pricing for Grocers",
        "tagline": "The first end to end pricing and assortment solution for grocery stores",
        "body": "TLDR; 95% of American consumers are changing their grocery shopping habits because of volatile prices, and the $800bn grocery industry must adapt. [**_BetterBasket_**](http://betterbasket.ai/) provides an end-to-end solution for merchandising teams at grocery stores to help with pricing and product assortment.\n\n### **🍌 Problem**\n\nGrocers and food & beverage brands need data-driven recommendations more than ever because of…\n\n* Macro impacts from **price volatility**,\n* customer pull for **more localized selection**,\n* and **shrinking pricing zones** as local supply chains get impacted.\n\nEven for established enterprises, analyzing data across hundreds of thousands of SKUs (“apples-to-apples” comparisons), daily price movements, and multiple margin targets, while balancing sell-through, profitability, and customer satisfaction (especially at a time when many are being accused of “greedflation”) is an impossible task.\n\nCurrent solutions are to:\n\n* Make decisions **without data**,\n* Use a labor-intensive method such as **mystery shoppers,** or\n* Get by with tools that neither **raise the level of sophistication** that managers can operate at **nor saves them time.**\n\n### **🍎 Solution**\n\nBetterBasket is an end-to-end solution for merchandising, encompassing (1) competitive data, (2) visualizations, and (3) recommendations.\n\n![uploaded image](/media/?type=post&id=78622&key=user_uploads/1227729/a16ebfbb-5ee5-48f3-b7e0-29b88e01d8ef)\n\n![uploaded image](/media/?type=post&id=78622&key=user_uploads/1227729/366f91f7-931d-4810-8295-5b4cfdef020d)\n\n![uploaded image](/media/?type=post&id=78622&key=user_uploads/1227729/9e0f42fe-3368-429d-bf40-afea42be9af0)\n\n### **🧺 How it Works**\n\nWe scrape websites and flyers for in-store and online pricing and product info. Our matching algorithm then uses a combination of natural language processing and computer vision methods to create a centralized product repository across merchants, geographies, and categories that describes the items and the relationships between them.\n\nThis database allows us to give customers up-to-date and accurate competitive information on the products that they and their competitors are carrying. This includes but is not limited to historical price changes, geographical pricing (zone maps), and Venn diagrams showcasing item overlap.\n\nOur pricing and assortment algorithms generate pricing recommendations (with the ability to automate pricing in online stores and physical stores that use digital price tags) as well as assortment recommendations (products to acquire or remove). Our algorithms use data from competitive intelligence, our customer’s unique strategies and targets, and external variables to achieve the optimal outcome based on current conditions.\n\n### **🍣 Why we started BetterBasket**\n\nVagelis and Leon worked together at Uber Eats, setting up the grocery delivery platform and notably launching our dark store footprint in Taiwan and Japan and scaling it to 20+ stores. As we built up a launch team with no retail DNA, we realized the need for merchandising analytics for pricing and procurement teams, especially with regards to competitive data.\n\n![uploaded image](/media/?type=post&id=78622&key=user_uploads/1227729/4c26d656-2098-496f-9f75-ce9293fc8ea3)\n\n![uploaded image](/media/?type=post&id=78622&key=user_uploads/1227729/670a85af-7780-458a-9731-6dd53bbbd179)\n\n### **🍴 The Ask**\n\nIf you know of any grocery chains or food and beverage brands that need help with pricing or product assortment decision-making or are willing to talk about their most pressing issues, let us know! We’re at [**founders@betterbasket.ai**](mailto:founders@betterbasket.ai) and would love to learn more about their needs.",
        "url": "https://www.ycombinator.com/launches/KS6-betterbasket-pricing-for-grocers",
        "votes": 49,
        "created_at": "2024-02-21T21:02:52.062Z"
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    "id": 29410,
    "name": "Model ML",
    "slug": "model-ml",
    "former_names": [
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    "website": "https://www.modelml.com/",
    "all_locations": "London, England, United Kingdom",
    "long_description": "Team:\r\nChaz: Founder of Fat Llama YC S17 - Acquired by Hygglo. Responsible for Business and Sales \r\nArns: Founder of Fancy S20 - Acquired by Gopuff, Responsible for tech and product. ",
    "one_liner": "The AI for Financial Services.",
    "team_size": 180,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1700480676,
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    "isHiring": true,
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    "batch": "Winter 2024",
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    "regions": [
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      "Europe"
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    "stage": "Growth",
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    "country": "GB",
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        "full_name": "Arnie Englander",
        "title": "Founder",
        "founder_bio": "2x YC founder. \nFancy (S20) - Acquired by Gopuff.\nModelML (W24).\nLove building cool stuff.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/arnie-englander",
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        "full_name": "Chaz Englander",
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        "founder_bio": "2x YC Founder. \nFat Llama (S17) - acquired by Hygglo \nModeML (W24)",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/chazenglander",
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    "jobs": [
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        "title": "Product Growth",
        "url": "https://www.ycombinator.com/companies/model-ml/jobs/lrPAkoP-product-growth",
        "location": "New York, NY, US / Remote (London, England, GB)",
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        "role": "Product",
        "role_type": null,
        "salary_range": "$70K - $130K",
        "equity_range": "",
        "experience": "6+ years",
        "visa": "US citizenship/visa not required",
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        "title": "Growth",
        "url": "https://www.ycombinator.com/companies/model-ml/jobs/NgPldYS-growth",
        "location": "SG / HK / IN / US / Remote (SG; HK; IN; US)",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$120K - $200K",
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        "title": "Operations",
        "url": "https://www.ycombinator.com/companies/model-ml/jobs/LcaMAjR-operations",
        "location": "London, England, GB",
        "type": "Full-time",
        "role": "Operations",
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        "title": "Artos - Turning science into regulatory submissions",
        "tagline": "Our platform helps life sciences teams turn their data and any other information on their product into submission packages required by CMS and regulatory bodies like the FDA in half the time.",
        "body": "⏱️ _TL;DR: Instead of paying lots of money to contractors or spending hundreds of hours writing out documents for regulatory submissions, life sciences teams use our platform to synthesize their data and information on a product into high-quality first drafts of protocols and other documents in minutes, iterate sections in seconds, and meet rigorous document quality standards with near-zero effort. _[_Set up a meeting_](https://usemotion.com/meet/joshua-kim/7s7w1jm?d=30)_ or _[_email us_](https://founders@artosai.com)_ to learn more._\n\n![uploaded image](/media/?type=post&id=77922&key=user_uploads/89898/2b4e7482-c5ac-4544-950f-b715057940c7)\n\nWe’re [Varun](https://linkedin.com/in/varun-patel-091715156) and [Josh](https://linkedin.com/in/joshua-kim-57239519b), and we’re the founders of [Artos](https://www.artosai.com/). We met in college at the University of Chicago on pretty different paths: Varun was studying Molecular Engineering and Neuroscience and had taken a job as a Software Engineer at United Healthcare, and Josh was studying Economics and had an early offer from Harvard for graduate school.\n\nWe started working together after Josh joined an AI lab at UChicago Medicine. One day, Josh reached out to Varun for some help on an AI-based medical device product he was working on, and the two of us have been working together since. Artos was born out of our own experiences with the life sciences’ regulatory submissions process.\n\n## **📁 What are regulatory submissions and why do they matter?**\n\nLife sciences’ regulatory submissions - like INDs and PMAs - and similar filings can be thousands of pages long. They contain an exhaustive amount of detail about everything related to a new drug or medical device because these submissions are how health agencies like the FDA decide whether and how a product can be used.\n\nThe information for these submissions is spread across a company: experiment reports, meeting notes, conference presentations, and more. A significant amount of the effort that goes into writing these submissions is spent on compiling, reviewing, citing, and writing up that information in the right format for the final submission, which easily adds weeks or months to timelines.\n\n## **✅ Our solution**\n\nArtos’s document-drafting platform helps life sciences companies put together their submission documents in half the time.\n\nTeams can connect to the sources of data they’d usually use to write up a given document, select a template or a sample document they want to base the new document on and get a first draft in minutes.\n\n![uploaded image](/media/?type=post&id=77922&key=user_uploads/89898/bc503e3c-c3e8-4034-b881-dac101b9c3f1)\n\nTeams can iterate on sections in seconds.\n\n![uploaded image](/media/?type=post&id=77922&key=user_uploads/89898/740ea18e-646d-4f84-89bb-4ba1a51e18db)\n\nThey can use a suite of tools to search documents, find source documentation quickly, and implement changes made in one part of a document across the rest of the document or a larger set of documents.\n\n![uploaded image](/media/?type=post&id=77922&key=user_uploads/89898/a24f7f36-8ad9-4c07-afd9-a826dc371bc5)\n\nAnd, of course, we do all this while keeping a company’s data hypersecure.\n\n## **🙏 Our ask**\n\n1. [Set up a meeting](https://usemotion.com/meet/joshua-kim/7s7w1jm?d=30) or [email us](https://founders@artosai.com) to learn more and get your company onboarded.\n2. Share this post!\n3. Please intro us to folks on clinical teams at biotech/pharma/medical devices! Here’s a short blurb: “[Artos](https://www.artosai.com/) is a company started by AI researchers and engineers with backgrounds in biotech/medical devices. They’re building a document-drafting platform to help life sciences companies put together their submission documents in half the time. Contact [founders@artosai.com](mailto:josh@artosai.com) for more.”",
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        "title": "Oma Care - Get paid for taking care of your loved ones 🏡💖",
        "tagline": "We are building the technical infrastructure to train and pay the 53M family caregivers in the US.",
        "body": "### **👨‍👩‍👧‍👦 Backstory:**\n\nWhen my grandmother was diagnosed with cancer, my family rallied around her to take care of her at home. The same happened when my cousin was diagnosed with a developmental disability. Today, there are 53 million Americans who take care of their aging, disabled, or sick loved ones at home.\n\n### **🚨The Problem:**\n\nLast year, family caregivers in the US provided 36B hours of unpaid care ([$600B](https://press.aarp.org/2023-03-08-New-Report-Highlights-Increasing-Cost-of-Family-Caregiving-in-the-US)) because:\n\n1. **The nurse shortage:** right now, up to [70%](https://thearc.org/blog/private-duty-nursing-makes-community-living-possible-how-you-can-help/#:\\~:text=Right%20now%2C%2050%20to%2070,the%20families%20who%20need%20it.) of at-home nursing shifts are going unfulfilled. When these shifts go unfilled, family caregivers are left to fill in the gaps. In one state, [1 in 5](https://www.northcarolinahealthnews.org/2023/10/04/nc-home-nursing-shortage/) caregivers lost their job to take on the role of a full-time caregiver.\n2. **Soaring in-home care costs:** even if you can find a nurse, the average cost of professional in-home care exceeds $60,000 annually, placing it out of reach for [83% of families](https://www.kff.org/health-costs/poll-finding/the-affordability-of-long-term-care-and-support-services/).\n\nMost caregivers **unknowingly qualify for government programs that compensate family caregivers**, largely because the application process is confusing & filled with red tape. These programs are a patchwork of private and public insurance benefits with complicated eligibility requirements, glitchy websites, and long paper forms.\n\nIn one case, I spent **3\\.5 hours** on the phone to sign someone up, had to fax **30+ pages** of eligibility forms, and then **another hour** on the phone to check if they were received. All before even starting the application. Plus, the office was only open during work hours, the phone line was only available in English, and the first agent I spoke to had never even heard of the program before.\n\n### **🌟 The Oma Way:**\n\n**We unlock a way for the 53 million caregivers to get paid up to $28/hour ($60,000/year) for doing what they are already doing.** Oma Care offers free training and support to these caregivers, empowering them to deliver effective care. As a result, we unlock financial compensation for these family members through automated Medicaid and Medicare reimbursements.\n\n**Some examples of things we do:**\n\n* **Automated eligibility verification & program enrollment:** Our AI agent will call the government and spend hours on the phone so you don’t have to. We also fill in those 30+ page forms and submit them on your behalf so no one has to learn how to use a fax machine like I did 😆.\n* **Educational training**: [65% of patient care](https://www.caregiver.org/resource/selected-long-term-care-statistics/) is done by family caregivers, and we help by training them with the medical skills and knowledge they need to care for their loved ones.\n* **Healthcare management:** We prompt medication reminders, give them personalized care plans, and connect all their home health data to their provider.\n* **Technical Infrastructure:** As a caregiver, you want to focus on giving your loved one care. We streamline financial and medical compliance so caregivers don’t have to worry about payroll, liability insurance, workers comp, medical coding, billing, etc.\n\n### **✅ And we’re seeing buy-in from all parties:**\n\n**Caregivers** are eager to finally get paid for the work that they are already doing. [77%](https://www.aarp.org/home-family/your-home/info-2021/home-and-community-preferences-survey.html) of **patients** prefer to get their care at home from someone they know and trust. **Payors & providers** are excited by the idea of rewarding proactive health management to reduce costs (by up to 40%) and readmission rates (by up to 20%). And the **government** is making strides to support family caregivers, rolling out [350 federal programs and initiatives](https://acl.gov/sites/default/files/common/NatlStrategyFamCaregivers_FedActions.pdf) last year and counting. Plus, our software monitors the usage of these programs, making sure CMS dollars go a long way.\n\n### **🌱 The Big Vision**\n\nWe believe that the **future of care is at home** and we are building the technical infrastructure to achieve that vision. With a [47% increase](https://www.prb.org/resources/fact-sheet-aging-in-the-united-states/#:\\~:text=The%20number%20of%20Americans%20ages,from%2017%25%20to%2023%25.&text=The%20U.S%20population%20is%20older%20today%20than%20it%20has%20ever%20been.) in our aging population by 2050, the pressure is on to find a solution to support our caregivers - who provide [65% of patient care](https://www.caregiver.org/resource/selected-long-term-care-statistics/). Our early adopters - family caregivers - are our first stop.\n\n![uploaded image](/media/?type=post&id=79269&key=user_uploads/89898/a3891622-3088-4d9c-877c-0449f30ba254)\n\n### **🏥 🇨🇦 👨‍👩‍👧‍👦 The Team**\n\nWe ([Arianna](https://www.linkedin.com/in/arianna-galbraith/) and [James](https://linkedin.com/in/james-galbraith)) have frontline clinical experience (Medicine @ McGill) + health policy and family care experience (MPH @ Columbia) + Soft Eng experience from Amazon. We are also a **team of caregivers** - having had first-hand experience taking care of our loved ones (cousin, grandma) and thus are personally passionate about solving these issues and supporting our caregivers.\n\n### **💌 Our Ask**\n\n* **If you or a family member are taking care of a dependent loved one** - let us know! We will help you figure out if they qualify for these programs for free. Email us at [founders@omacare.com](mailto:founders@omacare.com).\n* \\+ If you know anyone in the home care industry — home care agencies, hospitals, etc. — we would deeply appreciate an introduction.",
        "url": "https://www.ycombinator.com/launches/KcX-oma-care-get-paid-for-taking-care-of-your-loved-ones",
        "votes": 143,
        "created_at": "2024-03-11T19:34:54.498Z"
      }
    ]
  },
  {
    "id": 29414,
    "name": "Cleva",
    "slug": "cleva",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/bb405a26d1a603373572e220fb38dadd2c97c421.png",
    "website": "https://www.getcleva.com",
    "all_locations": "San Francisco, CA, USA; Remote",
    "long_description": "Cleva breaks down financial borders across the globe by enabling remote workers, individuals, and businesses to hold stablecoin-backed dollars. Specifically, we enable our customers:\r\n\r\n1. Receive USD, GBP, EUR payments: Individuals and businesses can receive USD, GBP, and EUR payments into their virtual account.\r\n2. Receive and send stablecoins: They can also receive USDT or USDC, and make global payments via USDT and USDC.\r\n3. Hold funds in USD: They can choose to hold their funds in USD instead of converting to local currency. In high inflation countries, this is extremely desirable as it helps our customers hedge against inflation until they're ready to spend in local currency.\r\n4. Stablecoin-backed cards: We issue cards that are stablecoin-backed and accepted by 150M+ merchants across the globe. Users can fund in stablecoins or fiat, spend anywhere VISA is accepted, and earn cashback in the form of Cleva Points.\r\n5. Savings: We recently launched Cleva Pots, allowing users to save towards their goals and earn yield on their savings.\r\n\r\nIt's still very early days at Cleva. We've been hyper-focused on our home country Nigeria but we're now expanding to more countries across the globe.",
    "one_liner": "Global neobank for emerging markets",
    "team_size": 30,
    "industry": "Fintech",
    "subindustry": "Fintech",
    "launched_at": 1704535583,
    "tags": [
      "Fintech",
      "Crypto / Web3",
      "Remote Work",
      "Emerging Markets",
      "Neobank"
    ],
    "tags_highlighted": [
      "Crypto / Web3"
    ],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Fintech"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Fully Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/cleva",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/cleva.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/cleva-banking/",
    "x_url": "https://twitter.com/clevabanking",
    "fb_url": "https://www.facebook.com/profile.php?id=61551351002083",
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/bb405a26d1a603373572e220fb38dadd2c97c421.png",
    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 1322737,
        "full_name": "Tolu Alabi",
        "title": "Founder/CEO",
        "founder_bio": "Tolu brings relevant experience from her time as a Lead Product Manager building Issuing and Banking products at Stripe. Prior to Stripe, she was a Senior PM at Amazon working on multiple products from Logistics to Augmented Reality. In addition, she has an MBA from Stanford GSB and a B.A in Computer Science and Mathematics from Grinnell College.\n\nOutside of work, she loves to play multiple sports (for now tennis and basketball). She's also a huge Lebron fan.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/tolu-alabi-08697525",
        "x_url": "https://twitter.com/tolu_tols1",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/c7a4f53803eeebb6ab7526e48e61875be7db7554.jpg"
      },
      {
        "user_id": 1564262,
        "full_name": "Philip Abel",
        "title": "Founder/CTO",
        "founder_bio": "Philip has spent years building large-scale, multi-region infrastructure and services at industry leaders including AWS, Twilio, and Akamai Technologies. Originally from Nigeria, his journey took him from Kano to MIT and Georgia Tech, where he studied computer science. His story is one of resilience, curiosity, and a deep commitment to using technology to make a positive impact on the world.\n\nOutside of work, Philip is a lifelong FC Barcelona supporter and a devoted Lionel Messi fan.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/abelphilip",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/fad65ffe0893f9e38cffc65c2ac8ff49df870eed.jpg"
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    ],
    "jobs": [],
    "news": [
      {
        "title": "Empowering change through fintech collaboration | Mastercard Newsroom",
        "url": "https://www.mastercard.com/news/perspectives/featured-topics/fintech/empowering-change-through-fintech-collaboration/",
        "date": "May 30, 2024"
      },
      {
        "title": "Cross-border fintech stands out in Y Combinator’s Winter 2024 cohort | TechCrunch",
        "url": "https://techcrunch.com/2024/04/05/cross-border-fintech-y-combinator-demo-day/",
        "date": "Apr 05, 2024"
      },
      {
        "title": "YC-backed African fintech Cleva, founded by Stripe and AWS alums, raises $1.5M pre-seed | TechCrunch",
        "url": "https://techcrunch.com/2024/01/08/yc-backed-african-fintech-cleva-founded-by-stripe-and-aws-alums-raises-1-5m-pre-seed/",
        "date": "Jan 08, 2024"
      }
    ],
    "launches": [
      {
        "id": 79028,
        "title": "Cleva: USD banking platform for Africa",
        "tagline": "Helping businesses earn, save and invest in USD!",
        "body": "Greetings, YC community! We are Tolu and Philip, the co-founders of [Cleva](https://www.getcleva.com/).\n\n**tl;dr:** _Cleva makes it easy for freelancers and businesses in emerging markets to get paid for their services and manage their money in USD. We do this by providing USD accounts to receive international payments at very low costs, a debit card to spend, the ability to convert currencies, and the ability to save and earn interest over time. We launched in August 2023 and now process over 4 million dollars monthly for customers while doubling revenue month-over-month._\n\n![uploaded image](/media/?type=post&id=79028&key=user_uploads/1564262/c0929233-d351-4cc5-a419-586ae957dec3)\n\n**The Problem**\n\nDespite the growing number of young remote African workers and businesses serving global partners, international payments and investments in USD are still a complex puzzle for many talented Africans and businesses. This intricate challenge can stifle economic growth and opportunities. We firmly believe that Africans should have an effortless way to receive international payments and manage their finances without paying excessive fees or dealing with local currency fluctuations. This problem is not only relevant; it's a catalyst for empowerment. \n\n**Cleva's Solution**\n\nWe are building an all-in-one platform to enable payments, spending via debit cards, and investments. Our flagship product, launched in August 2023, simplifies payments for remote workers and freelancers in Nigeria. It enables them to establish a Cleva US-based account, effortlessly receive salaries and customer payments, and seamlessly manage their finances, including currency conversion, with remarkable ease. Over the coming months, we will build tools for investments.\n\n![uploaded image](/media/?type=post&id=79028&key=user_uploads/1564262/d34476fb-66ea-425a-b4fb-d3b604fcae1c)\n\n**How We Started**\n\n[Tolu](https://linkedin.com/in/tolu-alabi-08697525) and [Philip](https://linkedin.com/in/abelphilip) have known each other for over 10 years and understand how expensive cross-border transactions are from personal experiences. We also understand how hyperinflation and devaluation of African currencies have diminished the spending power of friends and family. We take this problem personally and want to tackle it head-on to enable prosperity for Africans and others across emerging economies. We believe simplifying how people earn and invest in USD will empower businesses and remote workers across emerging economies.\n\n**Our Ask**\n\n1. Check out [Cleva](https://www.getcleva.com/), sign up for your USD Banking needs, or refer people in the countries we serve today.\n2. Share this post! Please help get the word out. We want more people to know about Cleva and how we add value.\n   1. iOS AppLink: <https://apps.apple.com/us/app/cleva-app/id6473619732>\n   2. Android: Link coming soon. (it’s pending play store approval)\n3. Connect us with USD Banking Providers and Remote Work Companies at [contact@getcleva.com](mailto:contact@getcleva.com).\n\n**The Team**\n\nTolu Alabi: Handles all things business, product, and more. Tolu has 10+ years of experience building customer-centric products at Stripe and Amazon. She also has an MBA from Stanford GSB and is an enthusiastic basketball and Lebron James fan!\n\nPhilip: Handles all things tech and more. Philip has significant experience as a software engineer and has worked at AWS, Twilio, and Akamai Technologies. He is passionate about using technology for good. He is an FC Barcelona fan (soccer)  and a big Lionel Mesi fan.\n\n![uploaded image](/media/?type=post&id=79028&key=user_uploads/1564262/687c2db8-c5f6-4287-bdcb-783756521bf7)\n\n",
        "url": "https://www.ycombinator.com/launches/KYe-cleva-usd-banking-platform-for-africa",
        "votes": 21,
        "created_at": "2024-03-04T18:42:54.669Z"
      }
    ]
  },
  {
    "id": 29415,
    "name": "Givefront",
    "slug": "givefront",
    "former_names": [
      "Clav"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d65130c2135aa6aec31d84ddb306d5aa937ba15b.png",
    "website": "https://givefront.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "The world’s most important organizations deserve the world’s best financial infrastructure. We’re here to make sure they do.\r\n\r\nAt Givefront, we've built a modern financial management platform designed specifically for nonprofits. With real-time budgeting, built-in compliance, and easy integrations, we replace the spreadsheets and guesswork with smart, automated systems.\r\n\r\nBy transforming financial operations from reactive to real-time, Givefront empowers nonprofits to control every dollar, protect every grant, and move their missions forward faster — with greater efficiency, transparency, and trust.",
    "one_liner": "Nonprofit Financial Management",
    "team_size": 6,
    "industry": "Fintech",
    "subindustry": "Fintech -> Banking and Exchange",
    "launched_at": 1708704798,
    "tags": [],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Fintech",
      "Banking and Exchange"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/givefront",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/givefront.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/givehq",
    "x_url": "https://twitter.com/Givefront",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/givefront",
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/d65130c2135aa6aec31d84ddb306d5aa937ba15b.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Tom Blomfield",
      "url": "https://www.ycombinator.com/people/tom-blomfield"
    },
    "founders": [
      {
        "user_id": 724702,
        "full_name": "Matt Tengtrakool",
        "title": "Founder/CEO",
        "founder_bio": "Matt studied CS and Stat at Harvard. Before Givefront, he founded a startup that helps loan-takers in Nigeria and led two national nonprofits. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/matt-tengtrakool",
        "x_url": "https://twitter.com/MattTtkool",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/599bec06dfb8e0911e6f9a5b4cf50c5facc98d77.jpg"
      }
    ],
    "jobs": [],
    "news": [
      {
        "title": "Givefront Joins Owner",
        "url": "https://www.owner.com/givefront-joins-owner",
        "date": "May 01, 2026"
      },
      {
        "title": "The 18 most interesting startups from YC’s Demo Day",
        "url": "https://techcrunch.com/2024/04/03/ycs-winter-2024-demo-day-confirms-that-we-are-indeed-in-an-ai-bubble/",
        "date": "Apr 03, 2024"
      }
    ],
    "launches": [
      {
        "id": 78677,
        "title": "Givefront – Financial Management for nonprofits and organizations",
        "tagline": "We empower organizations to manage spending, reporting, and compliance through a single, unified platform.",
        "body": "**TLDR: [Givefront](https://givefront.com) is a financial platform tailored for nonprofits. For millions of organizations across the US, our unified platform provides simplified budgeting, efficient spend management, streamlined reporting, and effortless compliance, all in one place.**\n\n![uploaded image](/media/?type=post&id=78677&key=user_uploads/674588/c393604b-bd73-4b7f-a1bc-06bdefaf4a5a)\n\nNonprofits and organizations face a unique set of financial challenges: fragmented financial tools, rigorous compliance demands, costly accounting processes, understaffing, and high turnover. Current digital banking and fintech products have consistently fallen short of addressing these distinctive needs. This leaves leaders having to piece together a variety of different products, causing a bookkeeping nightmare, and taking away valuable time from the organization's mission.\n\n**How We Help**\n\nOur platform is more than a bank; it’s a comprehensive financial operating system designed to help nonprofits streamline operations, maximize resources, and ensure financial transparency.\n\n* **Spend Management**: Create customizable cards with limits and approvals to monitor all spend.\n* **Streamlined Payments**: Replace Venmo and costly donation tools with our fee-free payment, donation, and reimbursement links.\n* **Fiscal Sponsorship and Granting Tools:** Create easily accessible accounts for supported programs, and manage team member accesses in one click.\n* **Automated Compliance:** Keep your organization on track with automatic custom reporting and annual filings.\n\n**Who We Are**\n\n[Matt](https://www.linkedin.com/in/matt-tengtrakool) studied Computer Science and Statistics at Harvard before leaving to build Givefront. Formerly founded a fintech startup and served on the board of national organizations.\n\n**Our Ask**\n\nWe serve all types of organizations from charities, foundations, student organizations, campaigns, and more.\n\nIf you're involved in a nonprofit or know someone who is, we would love to see how we can help! To learn more please fill out https://givefront.com/get-started or reach out at [founders@givefront.com](https://mailto:founders@givefront.com).",
        "url": "https://www.ycombinator.com/launches/KSz-givefront-financial-management-for-nonprofits-and-organizations",
        "votes": 129,
        "created_at": "2024-02-23T16:14:14.728Z"
      }
    ]
  },
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    "id": 29416,
    "name": "Focal",
    "slug": "focal",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9ec08eef8dbe4db1ca30529a97bf9fde4e2b61aa.png",
    "website": "https://focalml.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Focal is an AI video creation tool that allows anyone to create and share TV episodes and movies. We combine existing video, audio, and language models to make this process simple and straightforward.\r\n\r\nCheck out our most recent demo: https://youtu.be/GFaN96OMlb0",
    "one_liner": "AI video creation tool for TV shows and movies",
    "team_size": 2,
    "industry": "Consumer",
    "subindustry": "Consumer -> Content",
    "launched_at": 1709321743,
    "tags": [
      "Consumer",
      "Video",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Acquired",
    "industries": [
      "Consumer",
      "Content"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/focal",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/focal.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/focalml/",
    "x_url": "https://twitter.com/focalml",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/9ec08eef8dbe4db1ca30529a97bf9fde4e2b61aa.png",
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    "founders": [
      {
        "user_id": 1506998,
        "full_name": "Robert Cunningham",
        "title": "Founder/CEO",
        "founder_bio": "Building Focal, an AI video creation tool that allows anyone to create and share TV episodes and movies. Previously math and physics at MIT.\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/robert-cunningham-38b43a129",
        "x_url": "https://twitter.com/robertvc_",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/09851a0d376003d9d639e96acda6d16e961d6c70.jpg"
      },
      {
        "user_id": 813861,
        "full_name": "Felix Wang",
        "title": "Founder/CTO",
        "founder_bio": "Building Focal, an AI video creation tool that allows anyone to create and share TV episodes and movies. Previously math and CS at Stanford.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/felixwang9817",
        "x_url": "https://twitter.com/felixwang21",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/47b5c04dd0b55edc5f56030fc85c6545d1d7f925.jpg"
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    ],
    "jobs": [],
    "news": [],
    "launches": [
      {
        "id": 78955,
        "title": "🎥 Focal - AI movie studio",
        "tagline": "We take books and screenplays and turn them into movies",
        "body": "**Focal** **is an AI movie studio.** We build tools that help users convert books and screenplays into movies. Eventually we will distribute these shows on our platform, similar to Netflix.\n\n## 🎥 Focal\n\nFocal manages the entire process of turning a book into a movie, including:\n\n* using language models to adapt books into screenplays\n* generating video clips and stitching them together\n* generating audio clips to match video\n* keeping characters consistent across clips\n* lip-syncing characters with dialogue\n\n## 👥 Team\n\n[Robert](https://linkedin.com/in/robert-cunningham-38b43a129) and [Felix](https://linkedin.com/in/felixwang9817) are high school classmates.\n\nRobert studied math and physics at MIT. He helped build Dark Forest, the first zero-knowledge proof-based game with significant traction.\n\nFelix studied math and computer science at Stanford. He previously worked at Tecton on ML infrastructure.\n\n## 📢 Our Ask\n\n**We would love introductions to anyone with experience in the film or TV industry.** We are specifically interested in meeting with screenwriters, directors, cinematographers, editors, sound designers, and producers.\n\nYou can reach us at [founders@focalml.com](mailto:founders@focalml.com). Follow us on [Twitter](https://twitter.com/focalml) for updates!",
        "url": "https://www.ycombinator.com/launches/KXT-focal-ai-movie-studio",
        "votes": 86,
        "created_at": "2024-03-01T20:11:32.612Z"
      }
    ]
  },
  {
    "id": 29417,
    "name": "Brainbase Labs",
    "slug": "brainbase-labs",
    "former_names": [
      "Brainbase"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/55b9b557f3faec62dfe5b2755730337e32975f4b.png",
    "website": "https://brainbaselabs.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Brainbase Labs is an applied AI research lab enabling AI in the workforce by building high-fidelity agent environments and tooling.\r\n\r\n",
    "one_liner": "The AI Labor Company",
    "team_size": 4,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1707350817,
    "tags": [
      "Generative AI",
      "SaaS",
      "B2B",
      "Workflow Automation",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
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      {
        "id": 80202,
        "title": "Brainbase - Build your own AI workforce",
        "tagline": "Build enterprise-grade AI workers for your business",
        "body": "### TLDR\n\n_Brainbase is to AI workers what Retool is to internal tools._\n\nVery soon every company will need to have an AI workforce working alongside their human team. Brainbase is the only platform that lets your business create its own enterprise-grade AI workers. Everyone from government agencies to SMBs is choosing us to create workers that do everything from outbound sales calls to customer support.\n\nIf your company already has workflows that you want to automate or just want to explore our 100+ templates, [**schedule a demo**](https://calendly.com/usebrainbase/demo) or [**get on our waitlist**](https://docs.google.com/forms/d/e/1FAIpQLSdOpDWM6faDDH8vkDhBYVFij6kGqeK5NQZmRkOiXU8q-s149w/viewform)!\n\n![uploaded image](/media/?type=post&id=80202&key=user_uploads/89898/eab30f63-2964-4b23-a44a-9b4d731b2629)\n\n### Intro\n\nHey, [Gokhan](https://www.linkedin.com/in/gokhan-egri/) here! I dropped out of my Machine Learning PhD at Harvard to build Brainbase. **So far, it’s been the best choice ever!** Previously I started another AI company and built over 15 apps that got more than 50K downloads.\n\n### Problem\n\nMost business workflows are very repetitive with easily automatable tasks, yet they cost the average business **70% of their workforce** every year. That’s **every 2 out of 3 hires** doing repetitive work day in and day out 🤯\n\nWhen businesses try to automate these workflows using one of the hundreds of AI automation tools out there, they quickly see that these tools are either **unreliable, difficult to set up** or **simply not powerful enough for business tasks.**\n\n### Solution\n\nAt [Brainbase](https://www.loom.com/share/d6b05fe8d5a4455f983e92c919998cdd?sid=7b2f0f3f-e38c-4cff-9970-b932b9d787af) we let you build industry-grade AI workers that are _designed_ to handle complex enterprise workflows unique to your business.\n\nUnlike our competitors, Brainbase’s workers are:\n\n* **Unique to your business:** No two employees at two different companies are the exact same. We let you build unique workers for your business’s unique requirements\n* **24/7:** Our workers work non-stop so they can delight your customers continuously\n* **10x cheaper:** Our AI workers are 1/10th the cost of hiring another employee, with the same performance\n* **Easy to set up:** Start in less than a day with one of our 100+ templates for the most common Sales, HR, and customer support workers\n* **Easier to customize:** We built the best tools — code and no code — to build your workers to your business’s exact needs\n\nSo far, our customers have built:\n\n* **Government call centers** responding to 100s of calls a day\n* **Resume reviewers** that review 1000s of documents in minutes\n* **Automated support reps** that respond to customer requests in seconds\n* and more…\n\nStart with one of our [100+ templates](https://docs.google.com/forms/d/e/1FAIpQLSdOpDWM6faDDH8vkDhBYVFij6kGqeK5NQZmRkOiXU8q-s149w/viewform) for end-to-end Sales, HR, or Customer Support workers, invite your team, customize to perfection, and start seeing results in less than a week.\n\n### ASK\n\n1. **Is your business currently hiring for a non-technical position? Let’s see if you can get away with an AI worker instead!** [Schedule a demo](https://calendly.com/usebrainbase/demo) to see what’s possible with Brainbase.\n2. **Do you have ideas for business workflows you want automated?** Reach out to [gokhan@usebrainbase.xyz](mailto:gokhan@usebrainbase.xyz), I’d love to have a chat!\n3. **Like, share, and tell your friends!:** It would mean a lot!\n\n❤️ _Thank you for taking the time to read through this. We’d love to hear your thoughts about what we’re building._\n\nBonus: [Check out](https://www.loom.com/share/b1fed8a9666647faa6128989a1e263a0?sid=093045e2-f598-449b-938a-4ce7bf130a1a) how we spun up a worker to handle OpenAI’s entire Slack support system from scratch in **less than 5 minutes**.",
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        "created_at": "2024-04-15T23:52:39.137Z"
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        "title": "🎙️ PocketPod - AI-generated podcasts tailored to your interests",
        "tagline": "We allow people to consume any information in a familiar podcast format",
        "body": "# **TL;DR**\n\n[**PocketPod**](https://news.pocketpod.app/) creates AI-generated podcasts tailored to your interests. Whether it's a daily news update or a deep dive into a specific topic, we allow people to consume information in a familiar podcast format. To start, we are creating fully personalized news podcasts delivered right to your Spotify every day.\n\n[Example](https://www.youtube.com/watch?v=lyGZMiLgk9Q)\n\nSign up [**here**](https://news.pocketpod.app/) to get your very own daily news podcast tailored to your interests!\n\n# **😣 What’s the problem?**\n\n**There is a ton of information** widely available, in diverse formats, that was previously not feasible to have delivered via podcast-style audio\n\n**Human creators face inherent limitations** in the volume of information they can turn into high-quality content\n\n# **🎙️ The Solution - PocketPod**\n\n\\- Advances in LLMs and data processing allow us to comb through incredible amounts of information, aggregate, and process what’s important to you, and transform it into engaging new podcast formats.\n\n\\- Combined with advancements in text-to-speech models and it’s now possible to give everyone podcasts made just for them, on the information they care about.\n\n\\- Seamless integration with existing platforms, like Spotify, ensures quick, easily accessible, and personalized distribution\n\n# **Meet the Team**\n\n[**Davis Palmie**](https://linkedin.com/in/davispalmie) and [**Ross Cefalu**](https://linkedin.com/in/rcefalu) met freshman year at Georgia Tech. Ross was one of the first ten engineering hires at Flock Safety (YC17), and then worked at Microsoft, rebuilding the app launching experience used by 150M DAUs. Davis worked on Visa’s Next Generation Services team and also built the pioneering innovation lab tech team for a billion-dollar consulting firm.\n\n![uploaded image](/media/?type=post&id=78911&key=user_uploads/1318752/ceb17713-c244-4654-9b49-cd129b951b51)\n\n# **Our Ask: Try us out!**\n\nSign up [**here**](https://news.pocketpod.app/) to get your very own daily news podcast tailored to your interests!",
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      {
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        "title": "Alai: Create high quality presentations quickly with AI",
        "tagline": "High quality decks, made fast and simple. ",
        "body": "**The Problem:**\n\nCreating presentations sucks! You either spend hours pixel-tweaking in traditional tools or settle for low-quality AI-generated slides.\n\n**What Alai feels like**\n\nPaste rough notes and, in seconds, Alai gives you the best first draft you’ve seen. No more template hunting, blank page problem or making slides that are too text heavy.\n\n**Demo:** [**https://youtu.be/X86y9Mk3MJ4**](https://youtu.be/X86y9Mk3MJ4)\n\n**Our motivation**\n\nDesign should not come in the way of storytelling. We built Alai so that everyone can be proud of what they present.\n\n**Our ask**\\\nIf you’re making decks for fundraising, sales, marketing, product, or engineering, we’d love for you to try Alai. [Try now](https://getalai.com)",
        "url": "https://www.ycombinator.com/launches/OcZ-alai-create-high-quality-presentations-quickly-with-ai",
        "votes": 21,
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      {
        "id": 79304,
        "title": "Alai: Create high quality slides with AI",
        "tagline": "Alai is an AI first presentation software that helps you build well designed slides quickly",
        "body": "Hey everyone! We are [Krishna](https://www.linkedin.com/in/krishnagupta21/) and [Anmol](https://www.linkedin.com/in/anmolsood/) from [Alai](https://getalai.com/)! \n\n### ⭐ TLDR\n\nAlai helps **tech professionals** create **high-quality** **presentations** **quickly** using AI. Today, we are launching the **first part** of our experience: a tool to create and iterate on **funnel** slides with the ability to **export** them to Google Slides in one click. \n\n### 🚨 The Problem\n\nOver **30 million** presentations are created **daily**. Countless important decisions are made at companies every day based on a presentation. However, it takes **too long** and most people **lack** the **skill** to make a presentation that effectively gets the point across.\n\nWe believe that this is because of 3 main reasons:\n\n1. **“Blank page” problem**:  It’s hard to get started staring at an empty deck. In our experience at tech companies, most information required to create the presentation already existed in other docs/tools and it still took a lot of time to get started.\n2. **Busywork:** A lot of time is spent finding the right slide template, fitting content into it, and struggling with other design details. This is especially painful when trying to change the structure like splitting a slide into multiple slides etc. \n3. **Too much text, not enough visuals:** Creating good visuals is hard and therefore a lot of presentations are text-heavy. People find it challenging to think of the right visual as well as being able to put it together.\n\n \n\n### 🎯 The Solution\n\nAlai is an AI-first presentation experience:\n\n1. Get **multiple** slide **options**: Just put in text and Alai will show you multiple high-quality options to choose from. \n2. Built-in **iteration loop** with **AI**: Iterate on the complicated design elements of your slide using natural language. AlaI also considers your manual edits when suggesting new options.\n\n **Yet another AI presentation tool?**\n\nWe think most of these tools are missing the point. Generating an entire presentation in one go leaves you with low-quality slides that still require a lot of polishing. We believe we can do better! \n\n **Our Launch Today**  \n\n We are launching our first tool today which helps you create funnels from text as well as edit them. You can also export them to Google Slides in one click.\n\n![uploaded image](/media/?type=post&id=79304&key=user_uploads/802359/cbd845b6-2f6b-44c1-aec2-515cd64c14a9)\n\n### 💪 Meet Krishna and Anmol\n\n[Krishna](https://linkedin.com/in/krishnagupta21) and [Anmol](https://linkedin.com/in/anmolsood) met in middle school and have been best friends for the last 17 years. Anmol was previously a staff software engineer at Meta where he worked on building presentation software in VR amongst other things. Krishna was an early engineer at Replicant where he worked on building the core experience as the company crossed over $10 million in revenue. \n\n![](https://lh7-us.googleusercontent.com/UoER-kmSfH-egXrtMnQVrwgdmO7M0VC5btKF23Mjfvdgogzkspv1Dh0KICZ-XxtdP7RcSyp56vQofpdp1139-o_puUAiZfisKUWYH4mSUirDPMU5MorprtzKD05RBOGyhnyEkwvBQ_qF9txmYFI267w)\n\n### 🙏 Our asks\n\n1. Looking to create a funnel slide for one of your presentations? [Try us](https://getalai.com/) today and share feedback with us at [founders@getalai.com](mailto:founders@getalai.com) \n2. Did you recently create a presentation that took you a frustratingly long time to create? Reach out and share your experience with us!",
        "url": "https://www.ycombinator.com/launches/Kd6-alai-create-high-quality-slides-with-ai",
        "votes": 27,
        "created_at": "2024-03-12T15:32:33.751Z"
      }
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    "id": 29421,
    "name": "Thorntale",
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    "all_locations": "San Francisco, CA, USA",
    "long_description": "Thorntale is the easiest (and prettiest) way to create your next presentation. We've built a super capable AI assistant that can directly edit your slides, and coupled it with an advanced slide design system to keep things beautiful and professional.\r\nThorntale AI is designed to work alongside you as an AI collaborator. It can modify slide design and content, as well as give suggestions on what to improve to make your points clearer for your audience. We've also built tons of enterprise level features into Thorntale, like integrated data connections and send as email.",
    "one_liner": "The world's best presentation editor, powered by AI.",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Productivity",
    "launched_at": 1709017712,
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      "Consumer",
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    "batch": "Winter 2024",
    "status": "Inactive",
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/thorntale",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/thorntale.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/thorntale/",
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        "full_name": "Dori Wilson",
        "title": "Founder",
        "founder_bio": "Product-focused Data Scientist turned CEO & Co-founder of thorntale. I've analyzed and presented data at the SF Fed, Uber, CircleCi, Mux and Pave. At Mux and Pave I was hired to build out their product analytics functions. I know what established data science organizations look like at large institutions and enjoyed building toward that at smaller companies.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/doris-lee-wilson",
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        "user_id": 1606343,
        "full_name": "Ellen Hui",
        "title": "Founder",
        "founder_bio": "Previously big data at Microsoft, SRE at Cruise, distributed systems and real-time video at Mux; now backend and infrastructure at Thorntale (W24).",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/ellenfkh",
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      {
        "user_id": 1606345,
        "full_name": "John Stimac",
        "title": "Founder",
        "founder_bio": "Frontend, backend, and data engineer. Previously worked on big data at Yelp, and built the entire data platform at Clockwise.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/john-h-stimac",
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      {
        "id": 78798,
        "title": "📈 thorntale - Presentation software built for data storytelling",
        "tagline": "Empowering our users to be better data storytellers and make more informed decisions.",
        "body": "**_TL;DR:_** We’re building software that makes it fast and easy to create persuasive decks with your data. Thorntale connects live to any data source, so you always have pretty, interactive, and up-to-date charts. Our opinionated templates are made explicitly for product, data, and engineering teams, so you don’t have to start from scratch. [**_Try the beta here!_**](https://www.thorntale.com/?utm_source=yc_launch_page&utm_medium=yc_launch_post&utm_campaign=launch_day&utm_id=01&utm_content=top_link)\\\n\\\nHey y’all, we’re Dori, Ellen, and John, the team behind [thorntale.](https://www.thorntale.com/?utm_source=yc_launch_page&utm_medium=yc_launch_post&utm_campaign=launch_day&utm_id=01&utm_content=top_link) We’re building the software we wish we had in our pre-founder days.\n\n# \n\n# **❌ The Problem: Communicating data is hard. Current tools make it harder.**\n\nCompanies invest heavily in data teams and advanced tooling but still struggle to incorporate their work into decision-making. We believe this is due to where these findings get communicated: the presentation. Existing presentation tools do not integrate with the rest of the data stack, so instead people screenshot charts and copy-paste tables into their decks. This creates situations where data is miscommunicated, missing, or inaccurate. \n\n# 🌟 **Our Solution: Presentation software that integrates with your data stack.**\n\nBy connecting live data to your presentations and starting from professionally curated templates, presentations in thorntale aren’t just pretty, they’re functional. We create charts in-app that match your presentation’s theme, so you can focus on telling a persuasive story instead of formatting. Using thorntale, you’ll save time and make better business decisions. \n\n![uploaded image](/media/?type=post&id=78798&key=user_uploads/1490574/f3af5be2-75bf-46ff-9ba4-056c065197cb)\n\n# 🧩 **Who We Are**\n\n![uploaded image](/media/?type=post&id=78798&key=user_uploads/1490574/528f12a3-8f5e-40b0-acfc-1ce5f838135a)\n\nfrom left to right:\n\n[**Ellen**](https://linkedin.com/in/ellenfkh)**:** Backend & Infrastructure. Previously big data at Microsoft, SRE at Cruise, distributed systems, and real-time video at Mux.\n\n[**John**](https://linkedin.com/in/john-h-stimac)**:** Frontend, backend, & data engineer. Worked on big data at Yelp, and most recently did data engineering at Clockwise.\n\n[**Dori**](https://linkedin.com/in/doris-lee-wilson)**:**  Data Scientist turned CEO. Crafted data stories at Uber, CircleCi, Mux, Pave, and the Federal Reserve Bank of San Francisco.\n\n# **🙏 Our Ask: Try us!**\n\n* Try us out! We’re improving the product every day, and want to know what you think! [Get Started.](https://bit.ly/3uClStS)\n* If you’re a business, we’re more than happy to build custom templates and make documents using your branding. [Book time with us.](https://calendly.com/d/3xd-4y9-km2/chat-with-thorntale)\n* Connect us with the people in your life who regularly make presentations using data by sharing this post or emailing [founders@thorntale.com.](mailto:founders@thorntale.com)\n\nSend any questions, inquiries, or pretty charts our way at [founders@thorntale.com.](mailto:founders@thorntale.com)",
        "url": "https://www.ycombinator.com/launches/KUw-thorntale-presentation-software-built-for-data-storytelling",
        "votes": 56,
        "created_at": "2024-02-27T07:26:35.110Z"
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    "id": 29422,
    "name": "Deep24",
    "slug": "deep24",
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      "Amber AI",
      "Ultra"
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    "website": "https://deep24.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Deep24 is a coach that syncs with all your data source, understanding you and then coming up with plans to improve your life. ",
    "one_liner": "AI coach for your entire life",
    "team_size": 2,
    "industry": "Education",
    "subindustry": "Education",
    "launched_at": 1709700135,
    "tags": [
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      "Health & Wellness",
      "Social Network",
      "AI Assistant"
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    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/deep24",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/deep24.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/ultra-advisor",
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        "full_name": "Oliver Zou",
        "title": "Founder/CEO",
        "founder_bio": "Behavior change.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/oliver-zou",
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        "id": 91099,
        "title": "Software Engineering Intern",
        "url": "https://www.ycombinator.com/companies/deep24/jobs/HQOPclv-software-engineering-intern",
        "location": "San Francisco, CA, US",
        "type": "Internship",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$6K - $10K / monthly",
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        "title": "Design Intern",
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        "type": "Internship",
        "role": "Design",
        "role_type": "Mobile design",
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        "id": 98123,
        "title": "Marketing Automation Generalist Intern",
        "url": "https://www.ycombinator.com/companies/deep24/jobs/z2vyQW3-marketing-automation-generalist-intern",
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      {
        "id": 106317,
        "title": "Growth Intern — Run Autonomous Businesses",
        "url": "https://www.ycombinator.com/companies/deep24/jobs/HkRxr8x-growth-intern-run-autonomous-businesses",
        "location": "Remote (US)",
        "type": "Internship",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$25 / hourly",
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      {
        "id": 88952,
        "title": "Ultra: Advisor for Ambitious Students",
        "tagline": "Killing the college consulting industry",
        "body": "Hey everyone!\\\n\\\n**TL;DR:** Ultra helps ambitious students achieve anything; we’re launching our college admissions advisor, which focuses on helping students become extraordinary, which is more important than the application itself. \\\n\\\n**Ask:** We’d love to meet with two main categories: employers and educators (college counselors, principals, and school district leaders). We’ve already matched some very hungry and capable top 1% high school students to VC firms and YC startups as interns; we’d love to partner with more companies who are interested in building a talent pipeline here or otherwise interested in working with high schoolers. Contact us at [oliver@tryultra.org](mailto:oliver@tryultra.org) \\\n\\\n<https://youtu.be/9u-J96n09eU> \\\n\\\n**❌ The Problem**\n\nAmbitious students are underserved. A hungry high schooler is capable of so much more than APs and creating fake non-profits to get into a college.\\\n\\\nBut the guidance is often nothing or directly negative. Schools and counseling departments are already overwhelmed, so they have to focus their advice on the low-performing students. What is possible for a high schooler has also changed so much that a lot of previously sound advice has aged out. \\\n\\\nCollege remains the primary goal for ambitious high schoolers. And the best way to get in is to be shockingly impressive, which also helps later in life, too. But access to guidance on how to make yourself stand out to colleges is expensive (private college consultants) or not well packaged.\\\n\\\n[**👷**](https://emojipedia.org/construction-worker) **Our Solution**\\\nWe’ve created an AI advisor that helps students become extraordinary.\n\n1. Firstly, we simulate the process that elite colleges use to evaluate profiles to give students an idea of what their odds are (Naviance but better).\n2. Secondly, we give recommendations that students can iterate on. This pulls from a database of 3000+ opportunities, including opportunities exclusive to our platform, like high school-specific internships with venture-backed startups.\n3. Finally, we have a 24/7 AI coach that calls users to check in with them and help them plan and reflect.\n\nAI will make the top performers produce a larger and larger proportion of human work. We will help create this next generation of top performers from the most ambitious students of today.\\\n\\\n**🙏 Our Ask**\\\n\\\nWe’d love to hear from you if you fall into these categories:\n\n* Are you interested in working with or reaching the most ambitious high schoolers? We’ve got a range of partnership-led products coming up, working with startups and enterprises to help them recruit talent, get talent to use their products, and more. This could be as simple as posting opportunities to our platform and being able to recruit the best of the best at their scrappiest or creating job simulations.\n* You’re in education and can help us reach school districts and counselors. We want to give our product for free to schools!\n* If you’re a parent and can help us reach other parents with middle school to high school aged kids.\n* And of course, if you found this as a high schooler: [useultra.ai](http://useultra.ai) is for you.",
        "url": "https://www.ycombinator.com/launches/N8i-ultra-advisor-for-ambitious-students",
        "votes": 47,
        "created_at": "2025-03-25T22:57:49.442Z"
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    "name": "Triply",
    "slug": "triply",
    "former_names": [
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    "website": "https://business.triply.co/",
    "all_locations": "Nairobi, Nairobi County, Kenya",
    "long_description": "Triply (Formerly Tripitaca) is the operating system for travel businesses in Africa. We eliminate operational chaos by unifying payments, Invoicing, payroll, accounting, operations, and more into a single platform allowing travel businesses to execute and sell more efficiently. \r\n",
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    "team_size": 18,
    "industry": "B2B",
    "subindustry": "B2B -> Operations",
    "launched_at": 1711741250,
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    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/triply.json",
    "year_founded": 2021,
    "city": "Nairobi",
    "country": "KE",
    "linkedin_url": "https://www.linkedin.com/company/tripitaca/",
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      "name": "Tom Blomfield",
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        "user_id": 600569,
        "full_name": "Peter Wachira",
        "title": "Founder/CEO",
        "founder_bio": "Peter is an entrepreneur with a passion for empowering communities and reshaping the travel industry. Started my first company at 18, focusing on providing essential goods and services to low-income households through a BNPL model, exited. I pivoted to the travel sector, founding a leading vacation rental management company. Recognizing the challenges faced by travel businesses, I am now building Tripitaca, the operating system for travel businesses in Africa.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/peter-wachira-tripitaca",
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        "full_name": "Collins Muthinja",
        "title": "Founder/CTO",
        "founder_bio": "With over a decade of coding expertise, I'm a seasoned software engineer who cut my teeth at a leading insuretech firm, where I played a key role in building payment rails. Co-founder of a successful BNPL startup later acquired, I now drive innovation as I build the operating system for travel businesses in Africa, seamlessly embedding finance solutions. ",
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        "id": 79844,
        "title": "Triply✈️ The operating system for travel businesses in Africa",
        "tagline": "Helping businesses increase their earnings, collect payments, run their operations online, save, and borrow.",
        "body": "**tl;dr:** 90% of travel businesses in Africa are SMBs. However, they are unable to collect payments, continue to operate manually, lack access to financial services, and booking systems are 60% less efficient due to weak payment infrastructures.\\\n\\\n[Triply](https://business.triply.co/) assists these businesses in collecting payments, automating their operations, and then uses this data to provide them with financial services. We also assist them in increasing their revenue by selling their services on our marketplace, which is designed to match the needs of the local travel market.\n\n—\n\nHi people, we’re [Peter](https://www.linkedin.com/in/peter-wachira-trippi/) and [Collins!](https://www.linkedin.com/in/collins-muthinja-trippi/)\n\n![uploaded image](/media/?type=post&id=79844&key=user_uploads/600569/c376d924-cae2-4556-9972-ed512170dd78)\n\nPeter - 2x founder, ran one of the leading vacation rental management companies in East Africa.\n\nCollins - Led teams and built products in leading Fintech and insuretech startups in Africa.\n\n### the opportunity\n\nAfrica is a $300 billion dollar travel market and one of the fastest-growing travel markets globally.\n\nToday 66% of travel spend on the continent comes from domestic travelers.\n\n**Our Position;** Triply not only helps businesses automate their operations & collect payments, we also help them get bookings through our marketplace, allowing us to uniquely tap into the $198 billion dollar domestic market. Our ability to generate revenue for the businesses we serve has also seen our product become more sticky.\n\n![uploaded image](/media/?type=post&id=79844&key=user_uploads/600569/d42e0dfa-984b-4c3b-b7d7-d45e2d39d123)\n\nB2B Tools; [**Triply Business**](https://business.triply.co/)\n\n* Accounting\n* Payroll\n* Unified inbox (all your messages under one platform)\n* Payments processing\n* Wallet (Muti currency coming soon)\n* Analytics\n* Channel management system\n\n![uploaded image](/media/?type=post&id=79844&key=user_uploads/600569/673e77f7-43d0-4750-b2b5-be6a21ac2ae9)\n\n[**Triply Travel ;**](https://triply.co/)\n\n**OUR ASK ;**\n\n* If you know anyone within your network who has built travel tech businesses before, please introduce us through [founders@triply.co](mailto:founders@triply.co).",
        "url": "https://www.ycombinator.com/launches/Klo-triply-the-operating-system-for-travel-businesses-in-africa",
        "votes": 18,
        "created_at": "2024-04-01T15:41:40.850Z"
      }
    ]
  },
  {
    "id": 29424,
    "name": "Openmart",
    "slug": "openmart",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a841b2f12203d0678ecd110ec8aa1eb131f2681f.png",
    "website": "https://www.openmart.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "",
    "one_liner": "Local business data intelligence platform",
    "team_size": 6,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1704760449,
    "tags": [
      "SaaS",
      "B2B",
      "Sales",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/openmart",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/openmart.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://linkedin.com/company/openmartai",
    "x_url": "https://twitter.com/openmartai",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/openmart-da89",
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/a841b2f12203d0678ecd110ec8aa1eb131f2681f.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [
      "https://bookface-images.s3.us-west-2.amazonaws.com/attachments/6c239c5919a3134f918b651811da8ecdd7396f6d.png"
    ],
    "primary_partner": {
      "name": "Gustaf Alstromer",
      "url": "https://www.ycombinator.com/people/gustaf-alstromer"
    },
    "founders": [
      {
        "user_id": 1629625,
        "full_name": "Richard He",
        "title": "Founder/CEO",
        "founder_bio": "Richard was a senior software engineer at Cruise and founding engineer at Graft, an LLM infra startup backed by GV and NEA. He contributed to Langchain and wrote the AI agent \"Chrome-GPT\" that reached Github's trending projects.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/yuchenghe",
        "x_url": "https://twitter.com/realrichomie",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/25efe125fb33be309cea61b73b1bef1d8dd50918.jpg"
      },
      {
        "user_id": 1629158,
        "full_name": "Kathryn Wu",
        "title": "Founder",
        "founder_bio": "previous growth @ pinterest ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/kathrynwoohoo",
        "x_url": "https://twitter.com/Kathrynwu088",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/2b5c647d2d2fccc8e37075d82d2ad4296c0aca03.jpg"
      }
    ],
    "jobs": [
      {
        "id": 82429,
        "title": "Enterprise sales (SDR)",
        "url": "https://www.ycombinator.com/companies/openmart/jobs/MzUT9t6-enterprise-sales-sdr",
        "location": "Foster City, CA, US",
        "type": "Contract",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$60K - $150K",
        "equity_range": "0.05% - 0.50%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": []
      }
    ],
    "news": [
      {
        "title": "Openmart wants to make it easier for enterprises to sell to local businesses | TechCrunch",
        "url": "https://techcrunch.com/2024/08/21/openmart-wants-to-make-it-easier-for-enterprises-to-sell-to-local-businesses/",
        "date": "Aug 21, 2024"
      },
      {
        "title": "Y Combinator Startups That Could Be The Next Tech Unicorns",
        "url": "https://www.forbes.com/sites/jackkelly/2024/06/04/y-combinator-startups-that-could-be-the-next-tech-unicorns/?sh=79aa49c25764",
        "date": "Jun 04, 2024"
      }
    ],
    "launches": [
      {
        "id": 92810,
        "title": "Openmart - Get local business contacts in Clay",
        "tagline": "Perform small account research at scale",
        "body": "We’re Kathryn and Richard – co-founders of Openmart.\n\n**TL;DR**\n\n**Openmart is teaming up with Clay to power sales teams with intelligence on 20M+ SMBs**\n\nWe’ve ingested millions of live signals, including public filings, websites, reviews, and even calls, then stitched them into a constantly living database on more than 20 million local businesses around the world.\\\nCheck out our[ launch video.](https://www.youtube.com/watch?v=kEPArWi9qu0)\n\n**Ask:** Could you introduce us to leaders facing SMB research or lead generation challenges, or those who outsource to BPOs for such tasks? We can assist with identifying and performing initial lead qualification.\\\n**Contact us:** [kathryn@openmart.com](mailto:kathryn@openmart.com)\n\n**The Problem**\n\nTraditional data providers lack depth and granularity in their SMB data. Often outdated, missing coverage, or simply being incorrect. \n\nThis has led to internal teams having to spend tons of slow and manual effort collecting and vetting the data they need – piecing together multiple solutions, using engineering resources, and spending on expensive outsourcing.\n\nUntil now, there was no unified solution for teams.\n\n[👷](https://emojipedia.org/construction-worker) **Our (Free!) Solution**\n\nAt Openmart, we’ve significantly simplified access to this data.\\\nWith Openmart, you can:\n\n1. Search millions of local businesses instantly\n2. Upload custom lists to perform deep research\n3. Enrich businesses for verified owner contacts\n\n![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXcor3-VU_s3q7QYLKG_J9kXMg8_IRv8ojL94T6An3gZ6DY_CikA_ZknFtSnNxw25GwRScWS1f6AhDbgNCIOkmukS9osJ7-oH-xXaPNJzkNneuxiQu3cwC3TT407ZZM7VTEKquBpHA?key=8T3GJJ3ibA5ooyB2PhXFDQ)\n\n\\\nYou can also plug Openmart data into your Clay systems in a variety of ways: ([_Clay_](https://www.clay.com/) helps teams turn any growth idea into reality via the best data, flexible workflows, and AI agents.)\n\nhttps://youtu.be/wkIne9_iwA4?feature=shared\n\n1. API access that you can easily plug and play into existing sales tools\n2. A free access version of Openmart is available at [app.openmart.com/register](http://app.openmart.com/register)\n3. Direct integration with Clay that fits directly into existing workflows.\n\n **Our Ask**\n\nCould you introduce us to leaders facing SMB research or lead generation challenges, or those who outsource to BPOs for such tasks? We can assist with identifying and performing initial lead qualification.\n\nContact us at [kathryn@openmart.com](mailto:kathryn@openmart.com)\n\nYour help can make a huge difference. **Thank you!**\n\n[👬](https://emojipedia.org/men-holding-hands) **The Team**\n\nWe (Kathryn and Richard) have known each other for over five years and met at Pinterest.\n\n![uploaded image](/media/?type=post&id=92810&key=user_uploads/1629158/cc867a70-853e-4693-b227-69cc96f21289)\n\n",
        "url": "https://www.ycombinator.com/launches/O8w-openmart-get-local-business-contacts-in-clay",
        "votes": 14,
        "created_at": "2025-08-07T15:02:31.886Z"
      },
      {
        "id": 78559,
        "title": "💰 Openmart - Get highly targeted local business leads using AI",
        "tagline": "Meet Openmart - AI alternative to ZoomInfo",
        "body": "**tl;dr:** \\\nHey everyone! We are [Richard](https://www.linkedin.com/in/yuchenghe/) and [Kathryn](https://www.linkedin.com/in/kathrynwoohoo/), and we're here to present [Openmart](http://www.openmart.ai), **a platform that helps startups who sell to local businesses discover leads easily based on their specific needs.**\\\n\\\nOver the past several years, we have worked as brand operators, the first product manager, and the first engineer at high-growth SaaS startups. We crossed paths at Pinterest and have been good friends ever since.\n\n![uploaded image](/media/?type=post&id=78559&key=user_uploads/1629158/eb4bdb54-7f60-4a76-a2d3-a543e2f9c886)\n\n**Problem**\\\nBased on our conversations with sales teams from various startups, we identified the following challenges:\n\n1. Finding SMB leads is difficult because there's no easy way to locate them. People often have to search randomly through platforms like Google Maps, Yelp, and Yellow Pages. **Companies like ZoomInfo charge upwards of $50,000 a year for an account.**\n2. Filtering out these SMB leads isn't easy. We observe different leads filtering requirements from our clients, and each of them, after receiving a list from ZoomInfo or others, still needs to spend days on manual research to determine if the business is a fit.\n\n**Our Solution**\\\nPicture Austin, a sales director at an aesthetic device startup, using Openmart. Openmart helps him conduct sales research and find places that sell older versions of these aesthetic devices. This makes it easier for their sales team to convince them to upgrade. In short, what can we help you with?\\\n\\\n1\\. Search our database of 1M+ SMBs and retailers to find where your competitors are selling. Review 1000+ store locators.\n\n![](https://slabstatic.com/prod/uploads/ufjq8g2k/posts/images/Q3Isz9DM3IAS26qVyaI7Pre1.gif)\n\n2\\. Get a list of high-quality retailers and SMB leads in seconds instead of days of manual research. Here’s an example of Openmart’s AI agent telling whether these bars have a jukebox or not. 😄\n\n![uploaded image](/media/?type=post&id=78559&key=user_uploads/1629158/de1d500a-676b-403f-836c-6c7d9033ff0b)\n\n## **Our ask**\n\n1. Share this post! Please help spread the word, as you never know who it may help. We appreciate the support and will always be grateful. ❤️\n2. Book a demo with us at [www.openmart.ai](http://www.openmart.ai)[.](http://www.openmart.ai/)\n3. Connect us with startup sales teams that are selling to small and medium-sized businesses, such as DTC/e-commerce stores, retail, and medical clinics.\n4. Quick blurb to copy & paste: _A team in Y Combinator's current batch can help you find SMB leads in sectors like e-commerce, retail, and medical establishments, and get you highly targeted leads in seconds. Check them out and contact [founders@openmart.ai](mailto:founders@openmart.ai) for more information._\n\nWe are [Richard](https://www.linkedin.com/in/yuchenghe/) and [Kathryn](https://www.linkedin.com/in/kathrynwoohoo/) and we're on a mission to make selling to SMBs easy using AI.",
        "url": "https://www.ycombinator.com/launches/KR5-openmart-get-highly-targeted-local-business-leads-using-ai",
        "votes": 209,
        "created_at": "2024-02-20T17:30:06.941Z"
      }
    ]
  },
  {
    "id": 29425,
    "name": "Zep AI",
    "slug": "zep-ai",
    "former_names": [
      "Zep Software",
      "Inc."
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/834036f2803ad1fb4cf8305e1be757592a8588a1.png",
    "website": "https://www.getzep.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Zep unifies business data, documents, and conversations into shared, governed context so agents can complete tasks correctly. Its Context Lake manages millions of Context Graphs as one system, with access controls, retention policies, source traceability, and audit logs. Teams use Zep to build enterprise context graphs, agent memory, and customer and account context. Zep retrieves context in under 200 milliseconds. Graphiti, Zep’s open source framework for temporal knowledge graphs, has more than 30,000 GitHub stars.",
    "one_liner": "The unified context layer for enterprise data",
    "team_size": 10,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709681560,
    "tags": [
      "Developer Tools",
      "Infrastructure",
      "AI",
      "Conversational AI",
      "AI Assistant"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/zep-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/zep-ai.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/zep-ai/",
    "x_url": "https://twitter.com/zep_ai",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/zep-ai",
    "github_url": "https://github.com/getzep",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/834036f2803ad1fb4cf8305e1be757592a8588a1.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Garry Tan",
      "url": "https://www.ycombinator.com/people/garry-tan"
    },
    "founders": [
      {
        "user_id": 808515,
        "full_name": "Daniel Chalef",
        "title": "Founder/CEO",
        "founder_bio": "Founder, Zep AI. Engineer turned startup founder (previously KnowledgeTree) and late-stage operator (SparkPost acquired MessageBird), with detours as a Data Science, Marketing, and Corp Dev guy. \n\nStill an engineer at heart and have a soft spot for Go.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/danielchalef",
        "x_url": "https://twitter.com/danielchalef",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/9dd4658ad4e97387766ac3f0a1ee51f1c59c048d.jpg"
      }
    ],
    "jobs": [
      {
        "id": 102880,
        "title": "Head of Forward Deployed Engineering",
        "url": "https://www.ycombinator.com/companies/zep-ai/jobs/mVon3qA-head-of-forward-deployed-engineering",
        "location": "San Francisco, CA, US / Remote (US)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$220K - $270K",
        "equity_range": "1.20% - 1.75%",
        "experience": "11+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Amazon Web Services (AWS)",
          "Go",
          "Kubernetes",
          "Python",
          "TypeScript",
          "Terraform",
          "AI Agents"
        ]
      },
      {
        "id": 105318,
        "title": "Member of Technical Staff: Research",
        "url": "https://www.ycombinator.com/companies/zep-ai/jobs/8YxqiAO-member-of-technical-staff-research",
        "location": "San Francisco, CA, US / Remote (US)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$180K - $250K",
        "equity_range": "1.00% - 1.50%",
        "experience": "6+ years",
        "visa": "US citizen/visa only",
        "skills": [
          "Amazon Web Services (AWS)",
          "Python",
          "Torch/PyTorch",
          "Machine Learning",
          "LLMs",
          "AI Agents"
        ]
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 83738,
        "title": "Graphiti by Zep AI : A library for building dynamic Knowledge Graphs",
        "tagline": "Accurate, Current Data for AI Agents",
        "body": "Hey! We're Paul, Preston, and Daniel from Zep AI. We've just [open-sourced Graphiti](https://git.new/graphiti), a Python library for building temporal Knowledge Graphs using LLMs.\n\n<https://youtu.be/sygRBjILDn8>\n\nGraphiti helps you create and query graphs that evolve over time. Think of a knowledge graph as a network of interconnected facts, such as _“Kendra loves Adidas shoes.”_ Each fact is a “triplet, represented by two entities, or nodes (_”Kendra,” “Adidas shoes”_), and their relationship, or edge (_”loves”_). Knowledge Graphs have been explored extensively for information retrieval. What makes Graphiti unique is its ability to autonomously build a knowledge graph while handling changing relationships and maintaining historical context.\n\nAt Zep, we build a [memory layer for LLM applications](https://www.getzep.com). Developers use Zep to recall relevant user information from past conversations without including the entire chat history in a prompt. Accurate context is crucial for LLM applications. If an AI agent doesn't remember that you've changed jobs or confuses the chronology of events, its responses can be jarring or irrelevant, or worse, inaccurate.\n\n# Zep’s Suboptimal Fact Pipeline\n\nBefore Graphiti, our approach to storing and retrieving user “memory” was, in effect, a specialized RAG pipeline. An LLM extracted “facts” from a user’s chat history. Semantic search, reranking, and other techniques then surfaced facts relevant to the current conversation back to a developer for inclusion in their prompt.\n\nUnfortunately, this approach became problematic. Reconciling facts from increasingly complex conversations challenged even frontier LLMs such as gpt-4o. We saw incomplete facts, poor recall, and hallucinations. Our RAG search also failed at times to capture the nuanced relationships between facts, leading to irrelevant or contradictory information being retrieved.\n\nWe tried fixing these issues with prompt optimization but saw diminishing returns on effort. We realized that a graph would help model a user’s complex world, potentially addressing these challenges.\n\n# Building Graphiti\n\nWe were intrigued by Microsoft’s GraphRAG, which expanded on RAG text chunking with a graph to better model a document corpus. However, it didn't solve our core problem: GraphRAG is designed for static documents and doesn't natively handle temporality.\n\n![uploaded image](/media/?type=post&id=83738&key=user_uploads/808515/db4712c7-1171-4115-ad7b-67896c754a65)\n\nSo, we built Graphiti, a [temporal Knowledge Graph](https://github.com/getzep/graphiti) library, which is designed from the ground up to handle constantly changing information, hybrid semantic and graph search, and scale:\n\n* **Temporal Awareness**: Tracks changes in facts and relationships over time. Graph edges include temporal metadata to record relationship lifecycles.\n* **Episodic Processing**: Ingests data as discrete episodes, maintaining data provenance and enabling incremental processing.\n* **Hybrid Search**: Semantic and BM25 full-text search, with the ability to rerank results by distance from a central node.\n* **Scalable**: Designed for large datasets, parallelizing LLM calls for batch processing while preserving event chronology.\n* **Varied Sources**: Ingests both unstructured text and structured data.\n\n# Getting Started\n\nGraphiti is open-source and available on GitHub: <https://git.new/graphiti>\n\nQuick Start: `pip install graphiti-core`\n\nWhile we developed Graphiti for our needs at Zep, we believe it could be useful for any application dealing with evolving, interconnected data, such as:\n\n* Personal AI assistants that need to maintain user context over time\n* Knowledge management systems for rapidly changing domains\n* Social network analysis tools\n* Financial systems tracking changing relationships and transactions\n\nIf you try, we'd love to hear your thoughts, questions, and experiences. Please also consider contributing!\n\n![uploaded image](/media/?type=post&id=83738&key=user_uploads/808515/3d306962-fad2-44fd-9232-862ddd961d0d)\n\n",
        "url": "https://www.ycombinator.com/launches/Lmc-graphiti-by-zep-ai-a-library-for-building-dynamic-knowledge-graphs",
        "votes": 19,
        "created_at": "2024-09-04T15:35:06.052Z"
      },
      {
        "id": 81733,
        "title": "Zep: Fast, accurate structured data extraction for AI assistant apps",
        "tagline": "10x faster than GPT-4o, with field format and validity guarantees.",
        "body": "Many business and consumer apps must extract structured data from conversations between an LLM-powered Assistant and a human user. Often, the extracted data is the objective of the conversation. Consider completing a sales order, making a reservation, or requesting leave. All of these tasks require progressively collecting data from the conversation.\n\nLatency and correctness are important. You will often want to identify the correct data values you have collected and those you still need. You’ll then prompt the LLM to request the latter.\n\n<https://youtu.be/k8e8NsoVzFo>\n\nIf you’re making multiple calls to an LLM to extract and validate data on every chat turn, you’re likely adding significant latency to your response. This can be a slow and inaccurate exercise, frustrating your users.\n\nZep’s new Structured Data Extraction feature is a low-latency, high-accuracy tool for extracting the data you need from Chat History stored in Zep's Long-term Memory service.\n\n> **Up to 10x faster than gpt-4o.** For many multi-field extraction tasks, you can **expect latency of under 400ms,** with the addition of fields increasing latency sub-linearly.\n\n## Comparing Zep with LLM JSON Mode\n\nMany model providers offer a JSON inference mode that guarantees the output will be well-formed JSON.\n\nHowever:\n\n* There are no guarantees that the field values will conform to the JSON Schema you define or that they are correct (vs. being hallucinated).\n* All fields are extracted in a single inference call, with additional fields adding linearly or greater to extraction latency.\n\n#### Preprocessing, Guided LLM Output, and Validation\n\nTo ensure that the extracted data is in the format you expect and is valid given the current dialog, Zep uses a combination of:\n\n* dialog preprocessing, which, amongst other things, improves accuracy for machine-transcribed dialogs;\n* using guided output inference techniques on LLMs running on our own infrastructure;\n* and post-inference validation.\n\nYou will not receive back data in an incorrect format when using a Zep field type such as email, zip code, or date time.\n\nWhile there are limits to the extraction accuracy when the conversation is very nuanced or ambiguous, carefully crafting field descriptions can achieve high accuracy in most cases.\n\n#### Up to 10x Faster than OpenAI gpt-4o\n\nWhen comparing like-to-like JSON Schema model extraction against gpt-4o, Zep is up to 10x faster.\n\n![uploaded image](/media/?type=post&id=81733&key=user_uploads/808515/7adc0720-a2ed-43d9-88ed-1bd883f819c7)\n\nZep's extraction latency scales sub-linearly with the number of fields in your model. That is, you may add additional fields with a low marginal increase in latency.\n\n## Support for Partial and Relative Dates\n\nZep understands various date and time formats, including relative times such as _“yesterday”_ or _“last week.”_ It can also parse partial dates and times, such as _“at 3pm”_ or _“on the 15th.”_\n\n## Extracting from Speech Transcripts\n\nZep can understand and extract data from machine-transcribed transcripts. Spelled-out numbers and dates will be parsed as if they were written language. Utterances such as “uh” or “um” are ignored.\n\n![uploaded image](/media/?type=post&id=81733&key=user_uploads/808515/8ab99f7f-0672-42dc-9d35-b06c37a33c7a)\n\n## Using Progressive Data Extraction To Guide LLMs\n\nYour application may need to collect several fields to accomplish a task. Since Zep's SDE is so fast, you can guide the LLM through this process by calling the extractor on every chat turn. This enables you to identify which fields are still needed and then direct the LLM to collect the remaining data.\n\n```\nYou have already collected the following data:\n- Company name: Acme Inc.\n- Lead name: John Doe\n- Lead email: john.doe@acme.com\n\nYou still need to collect the following data:\n- Lead phone number\n- Lead budget\n- Product name\n- Zip code\n\nDo not ask for all fields at once. Rather, work the fields \ninto your conversation with the user and gradually collect the data.\n```\n\n## Next Steps\n\n1. Learn more in the [Zep Structured Data Guide](https://help.getzep.com/structured-data-extraction).\n2. Sign up for Zep's [Long-term Memory Service for AI Assistants](https://www.getzep.com/).\n\n![uploaded image](/media/?type=post&id=81733&key=user_uploads/808515/0a1d48ed-3bde-4b77-b3e7-08ffe0fa3deb)\n\n",
        "url": "https://www.ycombinator.com/launches/LGH-zep-fast-accurate-structured-data-extraction-for-ai-assistant-apps",
        "votes": 17,
        "created_at": "2024-06-25T16:05:02.992Z"
      },
      {
        "id": 79302,
        "title": "Zep - Long-term memory for AI assistants",
        "tagline": "Build Assistants that know your users.",
        "body": "[Zep](https://www.getzep.com/) is the easiest way to add long-term memory to your AI Assistant. With Zep, you can recall, understand, and extract data from chat histories, enabling you to build rich, personalized experiences. \n\n**Sign up for the **[**Zep Cloud**](https://www.getzep.com/)** and get a Zep Bot T-Shirt when you go live!**\n\ntl;dr\n\n* Zep ensures your Assistant **remembers relevant facts and nuance** from historical conversations, no matter how distant in the past.\n* **Zep makes dialog useful**: Control program flow, extract structured data, select the right prompts or tools, build customer segments, and more.\n* **Fast**! Minimize the number of LLM calls keeping your users waiting. Zep completes tasks in a 1/10 of the time compared to similar functionality built with OpenAI.\n\n![uploaded image](/media/?type=post&id=79302&key=user_uploads/808515/c1ac513c-7ef4-4406-b98a-3e3b4ff94134)\n\n<https://www.youtube.com/watch?v=qVspUE_R-iI>\n\n**Zep In Action: The Amazing ShoeStoreBot**\n\nManaging sales, returns, and order inquiries is all in a day’s work for this hard-working ShoeStoreBot. It remembers past customers, their budgets, brand preferences, shoe size, and more.\n\n<https://www.youtube.com/watch?v=AC4VTqLYYhM>\n\n**Perpetual Memory:  Your Assistant will never forget a user.**\n\nAutomagically populate prompts with relevant facts and summaries extracted from past conversations, no matter how distant.\n\n![uploaded image](/media/?type=post&id=79302&key=user_uploads/808515/6672d796-e8c6-46de-9f65-53dcae5b54ea)\n\n**Dialog Classifier: Instantly and accurately understand chat dialog.**\n\nIdentify user intent, emotion, segmentation, and more. Control program flow with semantic context, using the right prompts, tools, and agents depending on the current dialog.\n\n![uploaded image](/media/?type=post&id=79302&key=user_uploads/808515/5967ab25-86e6-4526-8fc0-aba4c87c6c58)\n\n**Extract Structured Data from Dialog**\n\n![uploaded image](/media/?type=post&id=79302&key=user_uploads/808515/89656e21-5687-4d6d-a8b8-f4a728e19562)\n\nQuickly extract business data from chat conversations. Understand what your Assistant should ask for next to complete its task.\n\n**Support for Your Favorite Languages and Frameworks**\n\nAre you a Python, TypeScript, LangChain, LangChain.js, Chainlit, or FlowWise person? We got you covered.\n\n**The Zep Team**\n\nZep was founded by [Daniel](https://www.linkedin.com/in/danielchalef/) (hi!), who was recently joined by 2 engineers he worked with previously (Peter & Paul!). Daniel led ML at SparkPost (acquired by MessageBird), and previously founded KnowledgeTree (another popular open source project from the 2000s). Despite taking on marketing and corp dev roles in previous lives, he remains an engineer at heart.\n\nDaniel accidentally started Zep when he got frustrated that no delightful software existed to do what Zep does today. He built an early version and stuck it up on GitHub, and one thing led to another.",
        "url": "https://www.ycombinator.com/launches/Kd4-zep-long-term-memory-for-ai-assistants",
        "votes": 70,
        "created_at": "2024-03-12T13:34:56.206Z"
      }
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  },
  {
    "id": 29429,
    "name": "Velorum Therapeutics",
    "slug": "velorum-therapeutics",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/f201fcf7f4408f2acdedabe7f9bef2baabec8369.png",
    "website": "https://www.velorumtx.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Velorum Therapeutics is developing breakthrough medicines by unlocking the biology of heme.",
    "one_liner": "Breakthrough medicines unlocking the biology of heme",
    "team_size": 5,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Therapeutics",
    "launched_at": 1706719304,
    "tags": [
      "Biotech",
      "Healthcare",
      "Therapeutics",
      "Drug discovery",
      "Oncology"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
      "United States of America",
      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/velorum-therapeutics",
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    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/velorumtx/",
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        "full_name": "Pouya Modareszadeh",
        "title": "Founder/CEO",
        "founder_bio": "Co-Founder & CEO @ Velorum Therapeutics. Building new medicines.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/pouya-modareszadeh",
        "x_url": "https://twitter.com/pouyamodares",
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        "full_name": "Parsa Modareszadeh",
        "title": "Founder/President",
        "founder_bio": "Co-Founder and President @ Velorum Therapeutics. Goldwater Scholar. Working to create breakthrough medicines for devastating diseases. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/parsa-modareszadeh",
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      {
        "id": 78069,
        "title": "Velorum Therapeutics: Powerful cancer drugs that starve tumors",
        "tagline": "We're developing a new class of cancer drugs that starve tumors by hijacking cancer metabolism.",
        "body": "### **ABOUT VELORUM**\n\n[**Velorum Therapeutics**](https://www.velorumtx.com/) **is developing a new class of cancer drugs that starve tumors by hijacking cancer metabolism. We have shown our drugs work in mice and plan to begin human clinical trials next year, starting with the #1 cancer killer – lung cancer.**\n\n### **OUR SCIENCE**\n\n**We’ve discovered that cancers are addicted to a molecule called ‘heme’.** Heme, which is well-known as the central component of ‘hemoglobin’, is used by the mitochondria to make energy. Cancers ‘steal’ free-floating heme from the blood to fuel their rapid growth. **Our patented drugs starve cancer by removing this heme that cancer cells need, but normal cells don’t.** We’ve shown in animals that our drugs are highly effective for multiple cancers, without affecting healthy cells, even at the highest doses. Also, by starving tumors, we make them weaker and more susceptible to existing cancer treatments, like radiation, chemo, and immunotherapies.\n\nThe body has a natural system to clean up this free-floating heme, but it gets overwhelmed by cancer. **Our drugs essentially amplify the body’s natural heme removal system.** We let nature do most of the work – our drugs are built from proteins that have evolved over millennia to be perfect at capturing heme. Importantly, heme is the exact same molecule across all mammals, meaning the results we see in animals have a higher chance of translating to humans.\n\nWe’re starting with lung cancer, with a lead drug advancing to first-in-human trials next year. **Because multiple types of cancers have this same vulnerability, our lead drug could potentially be used for lots of cancer types and become a standard-of-care treatment.**\n\n### **OUR TEAM**\n\n[Parsa](https://linkedin.com/in/parsa-modareszadeh) and [Pouya](https://linkedin.com/in/pouya-modareszadeh) are twin brothers and scientists who spent their entire adult lives studying how cancers make energy. They worked together on this breakthrough science over the past 5 years, helping develop this promising new class of cancer drugs. They founded Velorum to advance this breakthrough to patients, surrounding themselves with a team of world-class drug developers, scientists, and clinicians.\n\n![uploaded image](/media/?type=post&id=78069&key=user_uploads/1647572/3e39d62c-27d4-4f86-8e4b-94e9bc70772e)\n\n### **CONTACT US**\n\nTo learn more about our science or support us on our mission, please reach out at [info@velorumtx.com](mailto:info@velorumtx.com)",
        "url": "https://www.ycombinator.com/launches/KJB-velorum-therapeutics-powerful-cancer-drugs-that-starve-tumors",
        "votes": 30,
        "created_at": "2024-02-01T18:56:30.462Z"
      }
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    "id": 29430,
    "name": "BiteSight",
    "slug": "bitesight",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/271fe2b65b962c0591e8700c14d977ce6c108e5c.png",
    "website": "http://bitesight.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "BiteSight shows users videos of food we think they will love from nearby restaurants and delivers it right to their door. \r\n\r\nZac and Lucious studied together at UT Austin. Zac did CS and AI Research, and Lucious built his first $1M ARR product while moonlighting at a YC startup at age 19..\r\n\r\nUberEats and DoorDash have become cluttered and impersonal super apps. They've created a $30B opportunity for a delivery app that puts the customer experience first by combining high-quality videos, recommendations, and social proof from your most trusted food critics - your friends.",
    "one_liner": "The video-first food delivery app. Imagine TikTok meets DoorDash.",
    "team_size": 4,
    "industry": "Consumer",
    "subindustry": "Consumer -> Social",
    "launched_at": 1708458900,
    "tags": [],
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Social"
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/bitesight",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/bitesight.json",
    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/bitesight-food-delivery/about/",
    "x_url": "https://twitter.com/TryBiteSight",
    "fb_url": null,
    "cb_url": "https://www.crunchbase.com/organization/bitesight/company_financials",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/271fe2b65b962c0591e8700c14d977ce6c108e5c.png",
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    "primary_partner": {
      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
    },
    "founders": [
      {
        "user_id": 369650,
        "full_name": "Lucious McDaniel IV",
        "title": "Founder/CEO",
        "founder_bio": "Lucious is the Co-founder & Chief Eating Officer of BiteSight.\n\nBefore BiteSight, Lucious built his first $1M ARR product while moonlighting at a YC company at 19 years old. Lucious also built a treasury management company focused on nonprofits and was an analyst at General Atlantic covering restaurant tech.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/luciousiv",
        "x_url": "https://twitter.com/LuciousIV",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/f7e72ebb3f1477d71839ee50a77fda418a77bb6a.jpg"
      },
      {
        "user_id": 1540300,
        "full_name": "Zac Schulwolf",
        "title": "Founder/CTO",
        "founder_bio": "Chief Tasting Officer at BiteSight, UT Austin Turing Scholar '22, previously built random projects and conducted time-series transformer research during his masters, is probably wearing a restaurant t-shirt",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/zacschulwolf",
        "x_url": "https://twitter.com/zacswolf",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/8f83185796ee3149f042d6e46061eec617171e3a.jpg"
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    "launches": [
      {
        "id": 78738,
        "title": "🍔 BiteSight: TikTok meets DoorDash",
        "tagline": "Watch mouthwatering full-screen videos of dishes from nearby restaurants and get food delivered right to your door! ",
        "body": "**tl;dr:** [BiteSight](https://apps.apple.com/us/app/bitesight-food-delivery/id6476070829) is the video-based food delivery app that learns what you like and shows you exactly what you are craving. **Watch mouthwatering full-screen videos to discover dishes from nearby restaurants and get food delivered right to your door.** Imagine TikTok meets DoorDash.\n\n![uploaded image](/media/?type=post&id=78738&key=user_uploads/369650/cdf28698-ca7c-4f52-9b46-27ed7324bfce)\n\n### **😣 The Problem**\n\nPopular food delivery apps work well if you know what you want to order, but they make it difficult to discover new dishes or restaurants because they are plagued with generic stock images and inflated ratings. That’s no fun for anyone.\n\n### **🚀 Our Solution**\n\nBiteSight makes it easy and exciting to find your next bite and get it delivered right to your door.\n\n**Scroll full-screen videos:** View mouthwatering dishes from the best restaurants in all of San Francisco. \n\n**Personalized Food Feed:** See exactly what you want to eat when you want to eat it.\n\n**Search how you want:** Whether you are looking for “Burritos,” “Healthy Lunch,” or just “Something Cheesy,” put it in our search bar and find exactly what you are craving.\n\n**Save it for later:** Something tasty catch your eye? Bookmark it for your next meal!\n\n**(Coming Soon) BiteSight with friends:** See what your friends are ordering and try their top takeout recommendations.\n\n### **📖 Our Backstory**\n\nWe met at UT Austin (Hook ’em🤘) during college. After [Zac](https://www.linkedin.com/in/zacschulwolf/) finished his Master’s in Computer Science, [Lucious](https://www.linkedin.com/in/luciousiv/) quit his job as a restaurant tech investor in New York, and together, we started cooking on ideas around our shared love of food.\n\n![uploaded image](/media/?type=post&id=78738&key=user_uploads/369650/b9876ed3-66dd-4680-8d41-e3ad880afa0a)\n\n### **🙌 Our Asks**\n\n**Try BiteSight:** Download [BiteSight](https://flowcode.com/p/m52nqwQV7?fc=0) and give it a try next time you order takeout!\n\n**Spread the word**: Do you have friends who are major foodies, adventurous eaters, or still working in finance, consulting, or tech and have a fat daily meal credit to blow? Tell them about BiteSight!\n\n**Recommend a restaurant:** Let us know if you have any favorite neighborhood spots that you think should be on BiteSight, and we will make it happen!",
        "url": "https://www.ycombinator.com/launches/KTy-bitesight-tiktok-meets-doordash",
        "votes": 42,
        "created_at": "2024-02-26T15:54:24.116Z"
      }
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  {
    "id": 29431,
    "name": "Treblo",
    "slug": "treblo",
    "former_names": [
      "Sonauto"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/06f5522b7fa85084b0dbcbf4b215da1780123f6f.png",
    "website": "https://treblo.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Treblo is an AI music editor that turns prompts, lyrics, or melodies into full songs in any style. People use Treblo to have fun and express themselves, and some have even made Hot 100 hits.",
    "one_liner": "Create hit songs with AI",
    "team_size": 4,
    "industry": "Consumer",
    "subindustry": "Consumer -> Content",
    "launched_at": 1709836767,
    "tags": [
      "Generative AI",
      "Social Media",
      "Music",
      "AI"
    ],
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    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Content"
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/treblo",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/treblo.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/treblo-app",
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      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
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    "founders": [
      {
        "user_id": 564530,
        "full_name": "Ryan Tremblay",
        "title": "Founder",
        "founder_bio": "Studied Computer Science (focus: ML) and History (focus: authoritarian regimes) at Cornell. Previously, I worked on core engineering teams at early and growth stage AI and creator economy startups. My goal is to help people be more creative by making GPUs go brrr.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/ryan-tremblay-62429a86",
        "x_url": "https://twitter.com/zaptrem",
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      },
      {
        "user_id": 1403520,
        "full_name": "Hayden Housen",
        "title": "Founder",
        "founder_bio": "Currently, building a platform to share AI generated music and researching AI song generation. Previously, a software engineering intern at Vocode (YC W23) and an intern on the Machine Learning Team at Ada.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/hhousen",
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    "jobs": [
      {
        "id": 72033,
        "title": "ML Engineer/Researcher",
        "url": "https://www.ycombinator.com/companies/treblo/jobs/b34gnqK-ml-engineer-researcher",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$120K - $230K",
        "equity_range": "0.25% - 2.00%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": [
          "JavaScript",
          "Python",
          "React",
          "Torch/PyTorch"
        ]
      },
      {
        "id": 80519,
        "title": "Summer 2026 ML Engineer/Research Intern",
        "url": "https://www.ycombinator.com/companies/treblo/jobs/UQAJuQ8-summer-2026-ml-engineer-research-intern",
        "location": "San Francisco, CA, US",
        "type": "Internship",
        "role": "Engineering",
        "role_type": "Machine learning",
        "salary_range": "$6K - $9K / monthly",
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        "experience": null,
        "visa": "US citizen/visa only",
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      {
        "id": 79178,
        "title": "Sonauto 🎸 Make hit songs with AI",
        "tagline": "Meet Sonauto, which turns prompts, lyrics, and melodies into full songs in seconds.",
        "body": "![uploaded image](/media/?type=post&id=79178&key=user_uploads/564530/4dc23bf4-4a7e-482d-bd25-06758a81c803)\n\n# \n\nTL;DR: Sonauto is an AI music editor that turns prompts, lyrics, melodies into full songs in any style. Try it now at <https://sonauto.ai/>\n\n# For example, in a few minutes with Sonauto you can:\n\n(Note: Use our website to hear the songs without YouTube compression)\n\n* Make a sick Y Combinator Power Metal Anthem:\\\n  <https://youtu.be/YcL_ZN7CT2c>\\\n  <https://sonauto.ai/songs/FuvpNr2ygG9qt6M2iLIm>\n* Or lament the \"Type 2 fun\" we founders love so much: \\\n  <https://youtu.be/NFSsA5P4OUw>\\\n  <https://sonauto.ai/songs/AyKLGaIFkNVPJnFFXDI1>\n* Or hear from a 60s rocker about the time he pivoted: \\\n  <https://youtu.be/rojTwM9oIIk>\\\n  <https://sonauto.ai/songs/sZGoGigGwtPlVk3yxwMC>\n* Or discover ChatGPT’s content policy: \\\n  <https://youtu.be/TLkRQIxLxpM>\\\n  <https://sonauto.ai/songs/NN1MrmdXL97Ui7t2UMir>\n\n# Team\n\nRyan graduated in December with CS and History degrees from Cornell, though was also nearing completion of an early masters program focusing on ML. He also spent a year and a half researching music AI on the side in collaboration with the HarmonAI (by Stability) and open source researchers.\n\nHayden was a Junior at Cornell until December. He was previously published at NeurIPS, the author of one of the first open source transformer summarization libraries, and support unicorn Ada's youngest ML engineer intern at eighteen.\n\n# Problem\n\nRecords, radio, digital, streaming, TikTok. The music industry is well acquainted with transformation. However, participation has remained exclusive throughout. The software and sound engineering skills necessary to produce music at the quality mainstream listeners expect remains out of the hands of millions of would be musicians. Accordingly, humanity is missing out on countless incredible songs and musical styles that could have been.\n\n# Product\n\nStarting today, everyone is a professional musician. Make your first song right now at <https://sonauto.ai/>!\n\nSonauto is training a music foundation model to allow you and musicians of any skill level to produce radio-quality songs with no prior knowledge. We're calling it Melodia.\n\nOur first release is a text-to-music service reminiscent of Midjourney, along with a sharing platform. You can enter a description of the musical and lyrical qualities of the music you're imagining and receive a fully-produced song in seconds, or keep editing for something even more special. In addition, you can share, comment on, and remix the creations of others.\n\n# Asks\n\n1. Make some songs at <https://sonauto.ai/> ! For example, you can make a song about:\n   1. Your S/O - makes for a great surprise gift!\n   2. Your pet\n   3. Your company, startup, or side project\n   4. A song for your friend/family member with an upcoming birthday\n2. Post lyrics videos (Editor → Share → Download → Video) of your favorite songs on X and ping us there @SonautoAI\n3. Let us know if any words (esp. technical terms) are consistently mispronounced. We can fix them very quickly once we're aware of them.",
        "url": "https://www.ycombinator.com/launches/Kb4-sonauto-make-hit-songs-with-ai",
        "votes": 0,
        "created_at": "2024-03-08T20:54:50.000Z"
      },
      {
        "id": 79179,
        "title": "Sonauto 🎸 Make hit songs with AI",
        "tagline": "Meet Sonauto, which turns prompts, lyrics, and melodies into full songs in seconds.",
        "body": "![uploaded image](/media/?type=post&id=79179&key=user_uploads/564530/4dc23bf4-4a7e-482d-bd25-06758a81c803)\n\n# \n\n# TL;DR: Sonauto is an AI music editor that turns prompts, lyrics, and melodies into full songs in any style. [Try it now](https://sonauto.ai/)!\n\n## January 2025 update: Here are some great songs from our v2 model…\n\n(Note: Use our website to hear the songs without YouTube compression)\n\n* How do you like me now?:\n\n  <https://www.youtube.com/watch?v=x9RCnyLZfb8>\n\n  <https://sonauto.ai/song/1acdb0f5-02e0-461a-8ccb-101fb40d5625>\n* Ghost in My Mind by whosthere:\n\n  <https://www.youtube.com/watch?v=_gUgoirAfGs>\n\n  <https://sonauto.ai/song/b3a356c1-6537-4b04-abe0-491321c80ceb>\n* When The Lines Are Drawn by gonesvan:\n\n  <https://youtu.be/Ggtgre4RY4g>\n\n  <https://sonauto.ai/song/d7ce5d91-342e-4c58-bdbe-dac7e6398417>\n\n## Team\n\n[Ryan](https://www.linkedin.com/in/ryan-tremblay-62429a86/) graduated in December with CS and History degrees from Cornell, though was also nearing completion of an early masters program focusing on ML. He also spent a year and a half researching music AI on the side in collaboration with the HarmonAI (by Stability) and open-source researchers.\n\n[Hayden](https://linkedin.com/in/hhousen) was a Junior at Cornell until December. He was previously published at NeurIPS, the author of one of the first open-source transformer summarization libraries, and support unicorn Ada's youngest ML engineer intern at eighteen.\n\n## Problem\n\nRecords, radio, digital, streaming, TikTok. The music industry is well acquainted with transformation. However, participation has remained exclusive throughout. The software and sound engineering skills necessary to produce music at the quality mainstream listeners expect remain out of the hands of millions of would-be musicians. Accordingly, humanity is missing out on countless incredible songs and musical styles that could have been.\n\n## Product\n\nStarting today, everyone is a professional musician. Make your first song right now at [https://sonauto.ai](https://sonauto.ai/)!\n\nSonauto is training a music foundation model to allow you and musicians of any skill level to produce radio-quality songs with no prior knowledge. We're calling it Melodia.\n\nOur first release is a text-to-music service reminiscent of Midjourney, along with a sharing platform. You can enter a description of the musical and lyrical qualities of the music you're imagining and receive a fully-produced song in seconds, or keep editing for something even more special. In addition, you can share, comment on, and remix the creations of others.\n\n## Asks\n\n1. Make some songs at [https://sonauto.ai](https://sonauto.ai/)! For example, you can make a song about:\n   1. Your S/O - makes for a great surprise gift!\n   2. Your pet\n   3. Your company, startup, or side project\n   4. A song for your friend/family member with an upcoming birthday\n2. Post lyrics videos (Editor → Share → Download → Video) of your favorite songs on X and ping us there @SonautoAI\n3. Let us know if any words (esp. technical terms) are consistently mispronounced. We can fix them very quickly once we're aware of them.",
        "url": "https://www.ycombinator.com/launches/Kb5-sonauto-make-hit-songs-with-ai",
        "votes": 94,
        "created_at": "2024-03-07T20:00:48.344Z"
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    "id": 29432,
    "name": "Shepherd",
    "slug": "shepherd-2",
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/8408a86c942db7875be46678809efb7e8c81bb1d.png",
    "website": "https://www.shepherd.study",
    "all_locations": "Remote",
    "long_description": "Shepherd is a Learning assistant for schools to provide to their students. Shepherd seamlessly combines AI-enabled self-study, affordable tutoring, peer collaboration, and analytics for a personalized learning experience that is both efficient and effective. ",
    "one_liner": "Every student's personalized learning assistant",
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    "industry": "Education",
    "subindustry": "Education",
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        "answer": "Learning assistant that combines AI & human tutors"
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        "question": "What is your company going to make? Please describe your product and what it does or will do.\n",
        "answer": "An institution-endorsed platform that meets students’ needs for collaborative and AI-enhanced learning without compromising academic integrity."
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        "answer": "The problem is two-fold. **From a student’s perspective:** The studying process is fragmented, leading to sub-optimal and expensive learning experiences. Students have to use multiple learning apps - note-taking, flashcards, quizzes, AI help, tutoring, and reminder apps - to have a complete learning experience. From speaking to numerous students (and being former students ourselves), there is a significant opportunity to use AI to make studying a truly seamless end-to-end experience that understands the student deeply. **From an educational institution’s perspective:** The AI genie is out of the bottle, and existing institutions realize this and are deeply concerned about how to embrace AI and deliver the value it promises to their students in a safe and impactful manner without compromising the goal of education delivery. **This is what Shepherd provides.** Imagine a world with **19M college students (to start with)** getting an institution-endorsed AI-enabled learning assistant in their pocket. Students get education-specific workflows, not just chatbots, access to tutors, and a learning community. Institutions get analytics, control on prompting, and the ability to monitor academic dishonesty. This is the future of education."
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        "answer": "Every learner has Shepherd in their pocket. This means they have a personalized learning assistant designed specifically for them to enable them to excel at any subject they choose. "
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        "founder_bio": "Helping people learn better.",
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    "all_locations": "New York City, NY, USA",
    "long_description": "Hatchet is an orchestration platform for managing and observing AI agents, background tasks, and mission-critical workflows. Our mission is to provide developers with a simple, powerful, and reliable orchestration layer, enabling them to focus on building great applications.",
    "one_liner": "The orchestration platform for teams who ship.",
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        "full_name": "Alexander Belanger",
        "title": "Founder/CEO",
        "founder_bio": "Co-founder & CEO at Hatchet (W24), previously co-founder & CTO at Porter (S20). M.S. in Physics, B.A. in Physics and Computer Science from the University of Pennsylvania. \n\nAlways happy to chat anything devtools, OSS, infrastructure!  ",
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        "full_name": "Gabe Ruttner",
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        "founder_bio": "Co-founder & CTO at Hatchet (W24), previously co-founder & CTO at ClearMix (S20). Masters in CS/AI from Cornell. Always game to chat anything dev tools, OSS, AI Architecture!\n\n",
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        "title": "Hatchet - Background task orchestration and visibility platform",
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        "body": "**tl;dr** - At a certain scale, all applications need a task queue - think Celery for Python, BullMQ for Node.js, and Sidekiq for Rails. [Hatchet](https://hatchet.run) is an [open-source](https://github.com/hatchet-dev/hatchet), managed task queue focused on scale, reliability, and improved developer experience. \n\n<https://youtu.be/3myPYVyaqwM>\n\n**The problem**\n\nBuilding a reliable application is difficult — network connections can fail or be interrupted, the application could run out of memory, or a bad commit on production can take down your entire service. To reduce the pressure on APIs, task queues are typically used to offload different parts of the application logic to other services in the system.\n\nHowever, these queues introduce more points of failure — they require new infrastructure, a new set of integrations to monitor and debug your tasks, and are difficult to use in development. As applications begin to scale, application developers are forced to implement solutions to avoid queue overflow and overcrowding and to think about how to optimize their queues.\n\nWith LLM APIs — which are high latency and highly variable in response quality — these problems are even worse. It’s now typical to ingest, sync, vectorize, and index the entirety of multiple data sources on account creation, and as LLM systems get more agentic, developers need to chain together unreliable LLM calls to fulfill requests. These requests are often slow and without the right architecture delivering a responsive and reliable user experience is challenging.\n\n**The solution**\n\nHatchet is an **end-to-end platform** for task orchestration. It includes a web UI for monitoring tasks, an API for interacting with tasks and workflows, and SDKs for Python, Typescript, and Golang.\n\n![uploaded image](/media/?type=post&id=79258&key=user_uploads/363082/1617c928-fc04-4482-9b13-98c342e14694)\n\nHatchet has all the features you’d expect — like **retries, timeouts**, and **cron schedules** — along with features that developers are usually asked to build, like handling different **fairness and concurrency patterns**, **durable execution**, and **result streaming**.\n\n**The team**\n\nWe’re both ex-CTOs and founders of multiple YC-funded companies — [Alexander](https://linkedin.com/in/alexander-belanger-aa3974135) was co-founder and CTO at [Porter](https://porter.run) (S20) while [Gabe](https://linkedin.com/in/gruttner) was co-founder and CTO at [Clearmix](https://www.ycombinator.com/companies/clearmix) (also S20). Before that, Alexander got his Master’s in Physics from UPenn while Gabe got his Master’s in AI from Cornell.\n\nAlexander started working on this after years of wrangling task queues and distributed systems at both Porter and [Oneleet](https://oneleet.com), where he experienced the issues of building complex task orchestration and workflows. Gabe came at this from another perspective, having spent the last few years working with ML and more recently LLM stacks, where he saw the architectural problems that many of these applications have.\n\nWe immediately bonded over our excitement about what infrastructure will look like as AI becomes core to nearly every business.\n\n![uploaded image](/media/?type=post&id=79258&key=user_uploads/363082/e77d894d-1e99-4128-9bff-65f905d97571)\n\n**How do I get started?**\n\nHatchet is fully open source with an [invite-only cloud offering](https://hatchet.run/request-access). Feel free to request access or check out the [self-hosting Hatchet](https://docs.hatchet.run/self-hosting) docs.\n\nIf you’re dealing with observability problems in your queue, are running batch processing of documents for LLM workflows, or are experiencing queue fairness problems in multi-tenant apps, we’d love to chat.\n\nAnd if you have any questions — or you’re just interested in distributed systems, task queues, and scheduling — we have a [public Discord](https://discord.gg/ZMeUafwH89). See you there!",
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        "id": 110498,
        "title": "Forward Deployed Engineer + Product engineer",
        "url": "https://www.ycombinator.com/companies/stacksync/jobs/2I6rI5E-forward-deployed-engineer-product-engineer",
        "location": "San Francisco, CA, US / Remote (US)",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$50K - $130K",
        "equity_range": "0.10%",
        "experience": "3+ years",
        "visa": "Will sponsor",
        "skills": [
          "Python",
          "AI Agents"
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      }
    ],
    "news": [
      {
        "title": "Stacksync on the rise",
        "url": "https://www.startupticker.ch/en/news/stacksync-on-the-rise?utm_source=newsletter586&utm_medium=email&utm_campaign=newsletter586",
        "date": "Jan 26, 2024"
      },
      {
        "title": "CES 2024: Swiss delegation braces for Las Vegas",
        "url": "https://www.startupticker.ch/en/news/ces-2024-swiss-delegation-braces-for-las-vegas",
        "date": "Jan 05, 2024"
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    ],
    "launches": [
      {
        "id": 77196,
        "title": "Stacksync: Real-time and two-way sync between CRMs and Databases",
        "tagline": "READ and WRITE your CRM data with SQL queries!",
        "body": "Hey everyone! We’re [**Ruben**](https://bookface.ycombinator.com/user/1327024) and [**Alexis**](https://bookface.ycombinator.com/user/1685532) from [**Stacksync**](https://www.stacksync.cloud/), here to help you forget about complex CRM APIs. 👋\n\n\\*\\*TL;DR \\*\\* [**Stacksync**](https://www.stacksync.cloud/) powers real-time and two-way sync between CRMs and databases. With two-way sync, we turn your database into a **READ AND WRITE** interface to your CRM data. From your database, _make SQL queries to update data at any scale_ and your CRM will reflect these changes instantly. And vice-versa, when you update data in your CRM, your database is immediately updated.\n\nTry it yourself and [**get started here!**](https://www.stacksync.cloud/)\n\n![uploaded image](/media/?type=post&id=77196&key=user_uploads/1327024/63cc74de-7bec-4caa-8d25-a1a6f6d902d8)\n\n**💥 Problem**\n\nDevelopers hate using CRM APIs. Their documentation is hard to navigate, with multiple edge cases and data inconsistencies have severe business consequences. This makes CRM integration complex, time consuming and costly. Worse, business teams working daily in CRMs are left with outdated or no data at all, while the data insights they need are just available in the database: it simply requires too much investment in development and maintenance.\n\n**✅ Solution**\n\nWith two-way sync, we turn your database into a read+write interface to your CRM. So instead of reading and writing data from an API, just do it with SQL queries in the database that you already know and love. Whenever data is updated in your database, it instantly syncs to your CRM and vice-versa.\n\nStacksync is different because it is the first tool that delivers consistent data you can trust in real-time. Stacksync just works. The setup is done in less than 5 minutes, without a single line of code.\n\n[Watch demo here: https://www.youtube.com/watch?v=XrigWqlSQnQ](https://www.youtube.com/watch?v=XrigWqlSQnQ)\n\n**🪄 How it works**\n\nNo-code makes it easy. Start by [**creating your account**](https://www.stacksync.cloud/) for free, then\n\n1. Connect your Apps\n\n   ![uploaded image](/media/?type=post&id=77196&key=user_uploads/1327024/ce17348d-2078-4dea-9170-0a1320b6665c)\n\n2. Choose which tables your want to sync\n\n   ![uploaded image](/media/?type=post&id=77196&key=user_uploads/1327024/4532ea18-a1da-44cc-8855-9bd694d36f3c)\n\n3. Map your fields\n\n   ![uploaded image](/media/?type=post&id=77196&key=user_uploads/1327024/f1778ed4-16ad-46cd-865a-a9a5939efee3)\n\n\nThat’s it! 🎉\n\n**💰 Pricing**\n\nSimple CRM integrations start at 200$/month, and you can upgrade on a pay-as-you-go for large data volumes.\n\nYC Companies get a [**Deal (80% discount for a year, worth 120k free credits)**](https://bookface.ycombinator.com/deals/2173)!\n\n**💜 Our Ask**\n\nTry it yourself and [**get started here**](https://www.stacksync.cloud/)\n\n* Schedule a call if you’re interested: [cal.com/rubenburdin](https://cal.com/rubenburdin/30min)\n* Share with anyone that you think could benefit from simpler CRM integration (warm intros are welcome!) 😉\n* We would appreciate any candid feedback!\n* Need a feature or connector? Let us build it for you here and now!\n\nIf you have any questions, feel free to reach out to my personal email [ruben@stacksync.cloud](https://ruben@stacksync.cloud)\n\n![uploaded image](/media/?type=post&id=77196&key=user_uploads/1327024/29d754ee-4784-43a2-b5be-0037e98cbf97)\n\n",
        "url": "https://www.ycombinator.com/launches/K56-stacksync-real-time-and-two-way-sync-between-crms-and-databases",
        "votes": 45,
        "created_at": "2024-01-03T11:13:29.045Z"
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    "id": 29435,
    "name": "Terrakotta",
    "slug": "terrakotta",
    "former_names": [
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    "website": "https://www.terrakotta.ai/",
    "all_locations": "Seattle, WA, USA",
    "long_description": "Terrakotta is a power-dialer that lets sales reps leave AI-generated voicemails.  Our first customers are Commercial Real Estate brokerages that use Terrakotta to clone their brokers voices, dial prospects and when no one answers, leave an A/B tested, personalized voicemail that gets a callback.",
    "one_liner": "AI platform for phone-first sellers",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B -> Sales",
    "launched_at": 1704332820,
    "tags": [
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      "Telecommunications",
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    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Sales"
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    "regions": [
      "United States of America",
      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/terrakotta",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/terrakotta.json",
    "year_founded": 2023,
    "city": "Seattle",
    "country": "US",
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      "url": "https://www.ycombinator.com/people/brad-flora"
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        "full_name": "Vincent Wilson",
        "title": "Founder/CEO",
        "founder_bio": "CEO @ Terrakotta. Vincent studied CS at the University of Washington and was an incoming FDSE at Palantir before he dropped out to found Terrakotta.",
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        "linkedin_url": "https://linkedin.com/in/vincent-wilson-5105141b7",
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        "full_name": "Kusiima Boswell",
        "title": "Founder/CPO",
        "founder_bio": "Kusiima is the co-founder and COO of Terrakotta. Before Terrakotta, he studied business and CS at the University of Pennsylvania (Wharton & Penn Engineering). In his senior year, Kusiima built and trained a ML model that correctly predicted stock price increases/decreases with 65% accuracy. After Penn, Kusiima joined McKinsey & Company where he wrote custom data solutions for $10B+ technology companies, worked directly with execs to create GTM strategies, and led private equity due diligence.",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/kusiimaboswell/",
        "x_url": "https://x.com/kusiimaboswell",
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      {
        "user_id": 1233521,
        "full_name": "Gabriel Wilson",
        "title": "Founder/CTO",
        "founder_bio": "I'm one of the founders of Terrakotta. Before building Terrakotta, I was obsessed with scaling peer to peer networks. By day, I was a SWE at Lyft where I wrote code that powered millions of rides and by night I built StoreStash a profitable gig economy storage platform. Now I'm all in on AI voice because our sales engagement platform will connect millions of people with the right message at the right time.\n\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/gabriel-wilson-2b480914b",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/6b6b33d02a1d3e8ecc1e26db8d7865260e3f0e0f.jpg"
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        "id": 77038,
        "title": "Senior Full-Stack Engineer",
        "url": "https://www.ycombinator.com/companies/terrakotta/jobs/rYDqZJs-senior-full-stack-engineer",
        "location": "Seattle, WA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$130K - $160K",
        "equity_range": "0.25% - 0.50%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": [
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          "React"
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      },
      {
        "id": 78788,
        "title": "Founding Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/terrakotta/jobs/Hqp77TT-founding-sales-development-representative",
        "location": "Seattle, WA, US / Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$65K - $95K",
        "equity_range": "0.05% - 0.10%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
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      {
        "id": 85536,
        "title": "Software Engineer (Product, New Grad)",
        "url": "https://www.ycombinator.com/companies/terrakotta/jobs/xl27Ohw-software-engineer-product-new-grad",
        "location": "Seattle, WA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$130K - $150K",
        "equity_range": "0.05% - 0.10%",
        "experience": "Any (new grads ok)",
        "visa": "Will sponsor",
        "skills": []
      },
      {
        "id": 94328,
        "title": "Full Cycle AE",
        "url": "https://www.ycombinator.com/companies/terrakotta/jobs/bJuTBEu-full-cycle-ae",
        "location": "Los Angeles, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$100K - $140K",
        "equity_range": "0.05% - 0.10%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
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    "news": [],
    "launches": [
      {
        "id": 79253,
        "title": "Terrakotta: Add voice as a channel to grow your business 🗣️",
        "tagline": "AI web-phone designed for cold outreach",
        "body": "TL;DR: [Terrakotta](https://www.terrakotta.ai/) is a web-phone that uses personalized AI voicemails to double the number of contacts you can engage over the phone. Voicemails left using Terrakotta are personalized to every contact and generate more callbacks than generic scripts.\n\n![uploaded image](/media/?type=post&id=79253&key=user_uploads/1032568/e407487e-18cb-4c20-b6ba-0c2257e42252)\n\n👋Hey Everyone! We’re Kus, Vincent, and Gabe (from left to right) and we are the founders of Terrakotta. Terrakotta lets users leverage their unique voice (yes, their literal voice) to grow their business. We’re calling it ‘voice nurture’.\n\n**Problem**\n\nVoicemail is a great growth channel to generate interest and callbacks from leads, but historically it hasn’t scaled well. Leaving voicemails during call sessions is: \n\n* Time-consuming\n* Repetitive\n* Tiring\n\n \n\n**Solution: ☎️⚡️Here’s what a call session looks like in Terrakotta⚡️☎️**\n\nWith Terrakotta users can clone their voice, load up a contact list, and set a dynamic AI voicemail script that will be personalized for unanswered calls. From there, users can flip on the auto-dial feature and zoom through their call list, reaching up to 100 contacts/hour.\n\n![](https://lh7-us.googleusercontent.com/BPwVoxEx28ZdtBWjg-vbJvTtJ3SncmfG5Y2vNv-DYP0X7qPheGSAbrc5TMvgnmDEt2N_oyJtj8d5GCCZQyDy5yPi3n_qB6dmfGEwooFBt4v1-97h87uaAX-X0-Ktx6i3VLfrnLYdDic7lzURlNuhyxs)\n\n_(Don’t worry: the contacts are not real people; the phone numbers are our many test lines)_\n\n**About the squad**\n\n* [**Vincent**](https://linkedin.com/in/vincent-wilson-5105141b7) was an incoming Software Engineer at Palantir before dropping out of college to found Terrakotta.\n* [**Kus**](https://www.linkedin.com/in/kusiima-boswell-84a1a5151) was a Senior Analyst at McKinsey where he wrote custom data solutions and advised principal investors / GTM execs on strategy. \n* [**Gabe**](https://linkedin.com/in/gabriel-wilson-2b480914b) was a software engineer for Lyft Business and Human Interest (S15).\n\n \n\nWe (strangely) have lots of friends in commercial real estate, and the number one thing they complain about is making outbound phone calls. We’re using our experience with software development and GTM in different contexts to take on this problem in commercial real estate and prove the ability of voice nurture as a growth channel.\n\n**Our asks**\n\n* **If you’re making lots of cold calls and want to do it more efficiently** - try it out!: <https://www.terrakotta.ai/>\n* **Get in touch with us** **if you’re looking for new channels** like voicemail to grow your business\n* **Give us feedback on what you think of the voice-cloning feature - how accurate do you think it is?**\n\n[Email us](mailto:vincent@terrakotta.ai) if you want to check it out.\n\nOr schedule a demo here \n\nThanks for reading!",
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        "votes": 25,
        "created_at": "2024-03-11T14:19:47.987Z"
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    "id": 29436,
    "name": "Downlink",
    "slug": "downlink",
    "former_names": [
      "Titan"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c2f0650df38d9aa75beacac3780049ee1e0a7818.png",
    "website": "https://downlink.dev/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Downlink is a platform that continuously improves your AI.\r\n\r\nBoost rate limits, slash latency, and raise accuracy.\u0003All through one simple API.",
    "one_liner": "Make your LLMs 3x faster.",
    "team_size": 1,
    "industry": "B2B",
    "subindustry": "B2B -> Infrastructure",
    "launched_at": 1708740244,
    "tags": [
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      "SaaS",
      "API",
      "AI"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Infrastructure"
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    "regions": [
      "United States of America",
      "America / Canada"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/downlink",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/downlink.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/downlink/",
    "x_url": "https://x.com/_downlink",
    "fb_url": null,
    "cb_url": null,
    "github_url": "https://github.com/Titan-Systems",
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/c2f0650df38d9aa75beacac3780049ee1e0a7818.png",
    "app_video_url": null,
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    "primary_partner": {
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      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
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    "founders": [
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        "user_id": 57929,
        "full_name": "TJ Murphy",
        "title": "Founder",
        "founder_bio": "Founder, Downlink. Make your LLMs 3x faster.\n\nI build internet-scale data infrastructure.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/tjmurphy",
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    "id": 29438,
    "name": "Spark",
    "slug": "spark",
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    "website": "https://www.sparkhq.ai",
    "all_locations": "",
    "long_description": "Spark AI is workflow software for solar, storage, and data center developers. We've reviewed and identified over 1 million zoning, permitting, and project-related documents in nearly every jurisdiction in America, so that you can instantly identify project requirements, local sentiment, and fatal flaws in seconds.\r\n\r\nWe’re trusted by dozens of industry-leading developers representing over 90 gigawatts of project pipeline and $30 billion in financing. Our team combines leadership experience from AI and energy (Microsoft, Apple, Department of Energy, Brex).",
    "one_liner": "AI-powered workflows for energy infrastructure",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1708060326,
    "tags": [
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      "Energy",
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    "isHiring": true,
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    "status": "Active",
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    "regions": [
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    "stage": "Early",
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        "full_name": "Julia Wu",
        "title": "Founder/CEO",
        "founder_bio": "Julia is the co-founder and CEO of Spark, an AI-powered permitting and workflow solution for energy infrastructure.\nBefore Spark, Julia was an engineering manager and early engineer at Brex, where she led teams like Card Fraud, Growth, and Rewards. She was also an engineer at Apple Siri and Microsoft Azure. Julia studied computer science & economics at Brown, speaks 3 languages natively, and grew up between Brazil and China. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/wu-julia",
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        "user_id": 307611,
        "full_name": "Anuj Saigal",
        "title": "Founder",
        "founder_bio": "Anuj Saigal is co-founder of Spark AI. He spent a decade building energy infrastructure at SunEdison, EVgo, and the Department of Energy before building the permitting tool he always needed. Previously CEO of Dataherald (YC W21), revenue lead at Nauto. Northwestern Kellogg MBA, UC Berkeley Economics.",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/anujsaigal/",
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        "id": 73632,
        "title": "Software Engineer, Full Stack - Founding Team",
        "url": "https://www.ycombinator.com/companies/spark/jobs/kDeJlPK-software-engineer-full-stack-founding-team",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
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        "role_type": "Backend",
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        "id": 86218,
        "title": "Growth + Operations (BizOps) Associate / Manager",
        "url": "https://www.ycombinator.com/companies/spark/jobs/UKGQ0Fd-growth-operations-bizops-associate-manager",
        "location": "San Francisco, CA, US / Los Angeles, CA, US / Remote (US)",
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        "role": "Operations",
        "role_type": null,
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        "id": 113436,
        "title": "Spark AI: Stakeholder Intelligence for Data Center Permitting",
        "tagline": "See who decides your permit, and how they'll vote, before you break ground",
        "body": "Hi everyone, we're [Julia](https://www.linkedin.com/in/wu-julia/) and [Anuj](https://www.linkedin.com/in/anujsaigal/), co-founders of [Spark AI](https://www.sparkhq.ai/).\n\n### **TL;DR**\n\nSee who decides your permit, and how they'll vote, before you break ground\n\nEvery data center in America has to get through a local zoning board before it gets built. We mapped and tracked every jurisdiction, project, and land use regulation in the country, and we just launched Stakeholder Intelligence, a tool that tells you who's deciding your permit, their voting history, and what's likely to happen next. **If you're developing (or powering) data centers, or know someone who is, we want to talk.**\n\n### ❌ The Problem\n\nData centers land next to real communities: people who didn't ask for a giant, humming building showing up in their backyard. A lot of them fight it.\n\nThat fight runs entirely through local politics: county boards, township councils, zoning authorities. Real people with real voting histories, some of whom love solar and hate data centers, some the reverse, and it shifts constantly.\n\n* Data centers are having the roughest time of any large-scale asset class right now. 42% of gigawatt-scale data center projects announced in 2025 have already run into a local moratorium, suspension, legal challenge, or permit denial. That's not an edge case anymore, it's closer to a 50/50 bet.\n* And it's accelerating. Within six months of announcement, \\~24% hit that same wall in 2025, nearly triple 2024's rate (8%) and more than triple 2023's (7%).\n\nFederal and state policy get all the coverage. But the actual bottleneck on AI compute buildout sits in a Tuesday night meeting in a county most people can't find on a map, and almost nobody tracks it systematically. Developers either fly someone out to sit through hours of public comment, or they pay consultants a lot of money to tell them what already happened last month.\n\n### ✅ How Spark Works: Stakeholder Intelligence\n\nStakeholder intelligence surfaces every board member, commissioner, officer’s past decisions, meetings and votes from our databases and web search agents running across the country.\n\n<https://youtu.be/-YclcbrBUh8>\n\n**We watch the game tape for you.** For every authority in the US, you get the meeting video, the transcript, the decision, and our summary of what actually mattered. Topics covered, who said what, what got decided. What used to take someone three hours of watching public comment now takes about thirty seconds of reading.\n\n![uploaded image](/media/?type=post&id=113436&key=user_uploads/307611/076af213-dd78-4d58-acf8-c249244260cb)\n\n**NIMBY tracking.** We score every county in the country on data center permitting posture: moratoriums, zoning rules, sentiment grounded in local news coverage, and utility interconnection posture. That rolls into a tier and a score, so you know before you sign a lease whether you're walking into a fight.\n\n![uploaded image](/media/?type=post&id=113436&key=user_uploads/307611/21ab4ec3-c751-4de6-845a-2cef9e732d7c)\n\n**Alerts.** Ordinances change, moratoriums get proposed, projects move. We tell you when it happens instead of you finding out from a headline.\n\n### Backstory\n\nJulia grew up in and around factories, in the supply chain corridor between Asia and Latin America, before building data and search infrastructure for Apple's Siri team. Anuj spent a decade financing and building energy infrastructure, at the Department of Energy, SunEdison, and EVgo, before founding his last company, Dataherald (YC W21).\n\n![uploaded image](/media/?type=post&id=113436&key=user_uploads/307611/870f82a4-1496-4bc2-b433-a69d13c8ea24)\n\n### Who We Work With\n\nAlphabet (Intersect), NextEra, DE Shaw Renewables, Nodiac, and a set of world class developers and Fortune 500s carrying over 200GW of pipeline between them.\n\n### How You Can Help\n\nIf you or anyone in your network is developing data centers, large or small, we want the intro. We're especially trying to connect with people close to Terawulf, Vantage, Equinix, CyrusOne, and Digital Realty.\n\nReach us at [founders@sparkhq.ai](mailto:founders@sparkhq.ai). Or happy to jump on a call: [**calendar link**](https://calendly.com/d/cyty-zwg-3bb).",
        "url": "https://www.ycombinator.com/launches/TVc-spark-ai-stakeholder-intelligence-for-data-center-permitting",
        "votes": 8,
        "created_at": "2026-09-02T16:01:00.565Z"
      },
      {
        "id": 96116,
        "title": "Spark: Permitting Intelligence for AI Infrastructure",
        "tagline": "Spark helps energy infrastructure developers cut through permitting red tape",
        "body": "### TL;DR\n\nWith [Spark AI](https://www.sparkhq.ai/), developers can instantly identify permitting requirements and fatal flaws in seconds, not weeks.\n\nWe have parsed more than 1 million zoning, permitting, town hall meetings, and project documents. Our systems ingest PDFs, maps, land use codes, moratoria, interconnection queues, and local websites across thousands of jurisdictions.\n\n### Permitting is the silent killer of energy infrastructure projects\n\nAn estimated $98 billion in projects were [blocked or delayed](https://www.datacenterwatch.org) in Q2 2025. A one-month delay on a 60 MW data center can [erase $10M in value](https://www.foresight.works/case-study/foresight-driving-projects-blind). Speed to power determines who wins in data center, storage, and generation.\n\nCritical information lives inside thousands of scattered, inconsistent zoning codes, permits, and local records. Teams miss high-potential sites, waste months on weak ones, and get outpaced by competitors.\n\n![uploaded image](/media/?type=post&id=96116&key=user_uploads/129719/ac5a347e-6cae-406e-8867-a98f5d8cd5ba)\n\n### Enter Spark: De-risking Speed to Power\n\nSpark pulls everything into one place and makes permitting intelligence instant.\n\nSpark scans millions of PDFs, maps, land use codes, and local websites to surface permitting rules and community sentiment. What used to take weeks now takes seconds. The same engine evaluates individual parcels or entire data rooms.\n\nhttps://youtu.be/6wvFwUNPrks\n\n**Rapid Permit Matrix 📄**\n\nWe run the permitting gauntlet for hyperscalers, energy developers, and BESS operators at a fraction of the cost and time.\n\nSpark generates a complete permit matrix that captures the legal, procedural, and social landscape of any site. Developers move faster on strong sites and eliminate weak ones early.\n\n![uploaded image](/media/?type=post&id=96116&key=user_uploads/129719/867df1aa-ea4b-4b25-96a1-003942873b64)\n\n**Social Media Sentiment 👥**\n\nLocal opposition begins online long before public hearings. Grassroots groups and Facebook communities shape the approval landscape months in advance.\n\nSpark tracks social media activity across every U.S. county for solar, storage, and data center projects. Users identify relevant groups, engagement patterns, and sentiment before the first meeting hits the calendar.\n\n![uploaded image](/media/?type=post&id=96116&key=user_uploads/129719/75434906-6ad4-48ab-83f0-4740c6350b2b)\n\nDon’t just take it from us: We’re trusted by dozens of industry-leading developers representing over 90 gigawatts of project pipeline and $30 billion in financing: Cypress Creek Renewables, Standard Solar, Arevon, UGE ([case study](https://sparknotes.beehiiv.com/p/from-bottleneck-to-breakthrough)), DESRI, Dynamic Energy ([case study](https://sparknotes.beehiiv.com/p/dynamic-energy)), and many others.\n\n### Core Team\n\nOur founding team, [Julia Wu](https://www.linkedin.com/in/wu-julia/), [Anuj Saigal](https://www.linkedin.com/in/anujsaigal/?utm_source=sparknotes.beehiiv.com&utm_medium=referral&utm_campaign=ai-for-a-mission-recruiting-post), [Luca Marturana](https://www.linkedin.com/in/lucamarturana/?utm_source=sparknotes.beehiiv.com&utm_medium=referral&utm_campaign=ai-for-a-mission-recruiting-post), [Wendell Beane](https://www.linkedin.com/in/wendell-beane-21861712b/), [Shivam Agarwal](https://www.linkedin.com/in/shivam-agarwal-77604ab8/), combines years of leadership in AI and energy.\n\nWe come from Apple, Microsoft, SunEdison, the Department of Energy, and multiple YC startups.\n\n### Our Ask\n\nWe’re partnering with developers and operators building the future of compute and energy. If that’s you, we’d love to chat! [**Book a demo here**](https://calendly.com/d/4qp-yyt-qxw/spark-ai-demo)**, or reach out to [founders@sparkhq.ai](mailto:founders@sparkhq.ai)**\n\nWe are hiring across [operations/growth](https://www.ycombinator.com/companies/spark/jobs/UKGQ0Fd-spark-ai-growth-and-operations-associate-manager) and [engineering](https://www.ycombinator.com/companies/spark/jobs/kDeJlPK-software-engineer-full-stack-founding-team)! If this mission sounds exciting to you or someone you know, reach out to [hiring@sparkhq.ai](mailto:hiring@sparkhq.ai)\n\n![uploaded image](/media/?type=post&id=96116&key=user_uploads/129719/45f5786b-f5fb-45ab-85a2-f2e05768bb19)\n\n",
        "url": "https://www.ycombinator.com/launches/P0G-spark-permitting-intelligence-for-ai-infrastructure",
        "votes": 13,
        "created_at": "2025-12-10T19:23:49.741Z"
      },
      {
        "id": 78596,
        "title": "⚡️ Spark - AI-powered workflows for large-scale clean energy development",
        "tagline": "We help large-scale clean energy developers break ground faster",
        "body": "**😎 TL;DR**\n\n[Spark](https://www.sparkhq.ai/) is an AI-powered planning and workflow tool for large-scale clean energy developers that lets them break ground faster. Tae and Julia were previously engineering and product leaders at Tesla, Apple, and Brex.\n\nWe are trusted by award-winning solar and battery developers with nearly 1 GW of projects across the US. If you are a utility or community-scale developer, [book a call with us](https://calendly.com/d/4qp-yyt-qxw/spark-demo) to learn more.\n\n![uploaded image](/media/?type=post&id=78596&key=user_uploads/129719/b48282f6-7002-4eba-92e9-dc5307a6c58e)\n\n**🔌 The Problem**\n\nWe are in the midst of a generational energy transition, with solar deployment expanding at an annualized rate of roughly [$500B](https://twitter.com/patrickc/status/1698496805162353029) globally, and the Inflation Reduction Act unleashing another [$400B](https://www.mckinsey.com/industries/public-sector/our-insights/the-inflation-reduction-act-heres-whats-in-it) in federal funding. To meet the soaring demand for clean energy, the US must [build](https://www.motherjones.com/environment/2023/04/electrify-everything-scope-data/) an equivalent amount of clean generation by 2035 to the total electricity supplied by all sources today.\n\nDespite this rapid deployment, utility-scale clean energy developers often spend months assessing and preparing their projects for financing and construction due to varying policies, interconnection, and permitting requirements across jurisdictions. This pre-construction phase is an error-prone and manual effort of researching and aggregating data across thousands of PDFs, websites, and maps.\n\nMany developers find themselves poring over 1000-page documents, engaging expensive consultants, or focusing on a limited number of jurisdictions.\n\nThrough hundreds of conversations with developers, we consistently hear that navigating this \"complex patchwork of jurisdictions, where every state is a snowflake,\" is a major obstacle.\n\n**✨ Enter Spark**\n\nWith Spark, developers can identify requirements, risks, and incentives by leveraging our curated dataset. They can now screen prospective projects in seconds, not weeks.\n\nFor the first time, Large Language Models (LLMs) offer a dramatically simplified method to extract grid interconnection and permitting requirements, zoning ordinances, economics (rates, tax credits, RECs), and a range of unstructured information relevant to renewables development.\n\nBy refining the data specifically for this industry, Spark introduces a new way for developers to navigate through otherwise disparate and cumbersome information.\n\n![uploaded image](/media/?type=post&id=78596&key=user_uploads/295458/976413d4-584e-44fd-8c6e-315509d4c9de)\n\nThese insights are then precisely mapped to individual counties and parcels of land, accelerating the development process significantly.\n\nHowever, Spark’s capabilities extend beyond location diligence and requirement aggregation. Our goal is to re-imagine the development workflow, enabling developers to drastically reduce the time dedicated to mundane tasks such as research, documentation, and portfolio management.\n\n![uploaded image](/media/?type=post&id=78596&key=user_uploads/129719/550c9a08-294e-4944-9369-649919faca48)\n\nOne of our customers, an industry veteran with nearly 20 years of experience, said “I see this tool as my Jarvis.”\n\nOur mission is to empower developers to prioritize human interactions and make strategic decisions about where to invest millions of dollars to electrify the nation’s grid — not the manual, back office work.\n\n[🪄](mailto:founders@sparkhq.ai) **The (Dream) Team**\n\n[Tae](https://www.linkedin.com/in/taehnkim/) built software while sitting inside the Model 3 factory at Tesla, wrote payment systems that processed millions in EV sales as a founding engineer at Lucid Motors’ commerce team, and helped Gen Z find love at Tinder.\n\n[Julia](https://www.linkedin.com/in/wu-julia/) was an engineering manager on the team that automated fraud alerts and dispute filing at Brex. She also built search and cloud infrastructure at Apple and Microsoft and bankrolled her passion for crypto through hackathon prizes on nights and weekends.\n\nHailing from São Paulo, Brazil, where we lived ten minutes apart after our parents immigrated from Korea and China, we embarked on our American dream at 18 for undergraduate degrees in STEM at Georgia Tech and Brown University. Our paths crossed many years later in New York City, through a shared passion for software engineering, infrastructure for society, and startups.\n\n**⚡️ Energized yet?**\n\nAre you (or do you know) a developer of utility or community-scale solar/storage projects? [Book a demo](https://calendly.com/d/4qp-yyt-qxw/spark-demo) or reach out to [founders@sparkhq.ai!](mailto:founders@sparkhq.ai)",
        "url": "https://www.ycombinator.com/launches/KRg-spark-ai-powered-workflows-for-large-scale-clean-energy-development",
        "votes": 58,
        "created_at": "2024-02-21T16:41:20.744Z"
      },
      {
        "id": 77503,
        "title": "Dataherald - NL-to-SQL API for developers",
        "tagline": "Embed NL-to-SQL into your product",
        "body": "**TL;DR**\n\nDataherald enables you to embed Natural Language to SQL (“NL-to-SQL”) into your product. The NL-to-SQL API, built with an LLM (such as GPT), allows users to conduct no-code data analytics, pull reports, and conduct complex data queries using just natural language.\n\nHi, we’re [Amir](https://www.linkedin.com/in/amir-zohrenejad-72a517184/) and [Anuj](https://www.linkedin.com/in/anujsaigal/) from [Dataherald](https://www.dataherald.com/contact). There have been countless game-changing applications of AI, but one area that has remained uncharted is NL-to-SQL. But fear not - we’re changing that. We’ve built a cutting-edge NL-to-SQL engine, meticulously crafted to be the fastest and most accurate in the market, delivering an unmatched developer experience!\n\n**The Problem**\n\nDevelopers struggle to build NL-to-SQL into products because LLMs do not work out-of-the-box. LLMs do not:\n\n1. Utilize metadata and business definitions since they are not already stored in the relational database\n2. Conduct **complex** SQL queries, such as self joins, multiple sub-queries, or rarer operations like windowing, partitioning, lags, temporal calculations, etc.\n3. Create NL-to-SQL training dataset(s) for fine-tuned models\n4. Assess the accuracy of AI-generated SQL\n\n**The Solution**\n\nDataherald’s API solves these challenges by allowing developers to:\n\n* Add business context from various sources (data dictionaries, DBT, Confluence docs, Google docs, etc.)\n\n![](https://lh7-us.googleusercontent.com/kwye-PT4ors7WmWLdm5AjZN5oprn0XXX2v4i_PkCIYwRvilZ-fixK_9wJGHJo9PU1rjv99kBgEVCB1YX58DYO3HCeNoQlHqLcdURUilLhsYcdiDTVEVcd8DZCrt_1EeHYd-zkjWUukA6I8Ka8epVBCc)\n\n* Identify relevant data tables\n* Fine-tune NL-to-SQL LLMs **(including GPT-4!)** specific to their data\n* Assess confidence levels in AI-generated SQL\n\nAll this happens with a few simple API calls.\n\n![](https://lh7-us.googleusercontent.com/6LVhL2Hbyga7oQ7mGDNORds_IMhmA5oBbrjNjKl4Y3L3rECk4WozWzJQY8jS16X6j9ZGgW-5p1fVqt6flbiZfR138EpYhUmcH9btyJL1ky_y7EIlQ5lEQUYVVVzfzDkjlfDU88y_0mJwDRbMgXWug9M)\n\nDataherald’s NL-to-SQL API unlocks data access wherever needed:\n\n1. Enabling Complex Data Queries in SaaS Apps: For example a large payroll software company uses Dataherald to embed NL-to-SQL into their front end so that users can ask questions like “How much did I spend on full stack engineers in our European offices in Q2 2023 and how is that trending?”\n2. Democratizing Data Insights: Companies integrate our API into Slack, enabling self-serve data requests, and freeing up valuable time for data analysts.\n3. Automate Customer Support with Chatbots: Customer support teams dealing with data-heavy queries leverage Dataherald in chatbots, automating inquiries regarding user data.\n\n![](https://lh7-us.googleusercontent.com/rsI_mjIShLSNZBuwGtOKk8k8Fv0f8rUEjItn0w17y-_rps3jWcWNgvQ6C9Ly9EFxszG7jE3c5DLS_T9lcEiHwYD0Z1nvXNgHB3-qFRAOJM6XL6B0w19JQt_esYJm7qqp6Tg2U1Jh9QvHlWGdohmzUZ4)\n\n**The ASK**\n\n* **Start using today** - send me an email [anuj@dataherald.com](https://mailto:anuj@dataherald.com) to get your API key and start using it today!\n* **Share** - tell your colleagues and friends about [Dataherald](https://dataherald.com/)\n* **YC Companies** - skip the wait list and claim the [YC deal](https://bookface.ycombinator.com/deals/2135) \n* **Open-source engine** is available on [Github](https://github.com/Dataherald)",
        "url": "https://www.ycombinator.com/launches/KA3-dataherald-nl-to-sql-api-for-developers",
        "votes": 21,
        "created_at": "2024-01-15T22:29:20.249Z"
      },
      {
        "id": 73999,
        "title": "🚀 Dataherald - Query your structured database in natural language",
        "tagline": "Enable anyone to get answers to ad hoc data questions in seconds – no SQL needed",
        "body": "### The TL;DR\n\nRather than waiting hours or days, business users get answers to complex data questions in seconds – all in plain English. Dataherald’s AI-powered natural language to SQL agent gives you answers, fast. It’s like having a data analyst on standby 24/7.\n\n👋 Howdy! - we’re [Amir](https://www.linkedin.com/in/amir-zohrenejad-72a517184/) and [Anuj](https://www.linkedin.com/in/anujsaigal/); we’re building [Dataherald](https://dataherald.com/). We’re on a mission to enable anyone to get answers to their data questions immediately. No longer do you have to click through dozens of BI dashboards or “wait on the data team” to get the answers you need.\n\n### The Problem\n\nWith an ever-increasing volume of data, businesses have invested heavily in BI tools with the aim of providing answers to data questions. These tools often fail to handle complex data queries, leading to a backlog of **ad hoc questions** for the data team, inevitably creating a bottleneck.\n\n**The Data BI “Doom Loop” —** Dashboards inevitably fall short in answering certain data questions, leaving people waiting.\n\n![uploaded image](/media/?type=post&id=73999&key=user_uploads/307611/9c21d382-337a-4bcf-9d06-27be4cd90a5f)\n\n### The Solution\n\nBusiness users want answers to their data questions in the most natural way possible - by simply posing a question in plain language and receiving a response in the same natural language format.\n\nDataherald cuts through the noise, providing quick answers to complex data questions, all in plain English. Users Slack their queries to our bot and receive instant responses.\n\n![uploaded image](/media/?type=post&id=73999&key=user_uploads/307611/9daf452e-4d9e-44a3-b41b-6594bea0391d)\n\nOur natural language-to-SQL agent, supported by an LLM, comprehends questions, identifies relevant data tables, writes SQL queries, and assesses confidence levels in responses. If confidence is low, a member of your data team can review and modify the SQL. Best of all, Dataherald's algorithm continuously improves, delivering more accurate insights over time. Watch the product in action in the link below!\n\n![uploaded image](/media/?type=post&id=73999&key=user_uploads/307611/a55a7b9c-94dd-480d-a489-9393ba36c380)\n\n### \n\n### The ASK\n\n* Join our [**waitlist**](https://www.dataherald.com/contact) and we’ll get in touch ASAP\n* Check out Dataherald in action [**(video link)**](https://5892632.fs1.hubspotusercontent-na1.net/hubfs/5892632/Dataherald%20AI%20-%20Streamline%20your%20teams%20ad-hoc%20data%20questions.mp4)\n* Stay informed about our latest developments by following us on [LinkedIn](https://www.linkedin.com/company/dataherald) and [Medium](https://medium.com/dataherald). Our journey is just beginning!\n* Open-source engine is now available on [**Github**](https://github.com/Dataherald)",
        "url": "https://www.ycombinator.com/launches/JFX-dataherald-query-your-structured-database-in-natural-language",
        "votes": 57,
        "created_at": "2023-08-10T16:58:42.614Z"
      }
    ]
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    "founders": [
      {
        "user_id": 1925221,
        "full_name": "Illiana Reed",
        "title": "Founder/CEO",
        "founder_bio": "CEO @ camelAI - building unlimited DeepSeek Flash at $5/stream/month",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/illiana-reed",
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        "full_name": "Isabella Reed",
        "title": "Founder/CRO",
        "founder_bio": "I'm the COO & Co-Founder of CamelAI.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/isabellareed",
        "x_url": "https://twitter.com/isabella_patane",
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      {
        "user_id": 321757,
        "full_name": "Miguel Salinas",
        "title": "Founder/CTO",
        "founder_bio": "Cofounder & CTO at CamelAI, the AI Business Intelligence and Data Analysis Agent",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/miguel-salinas-b2781426",
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    "launches": [
      {
        "id": 94363,
        "title": "CamelAI API: Ship \"Chat With Your Data\" in 5 Minutes",
        "tagline": "Give your users an AI-powered data analytics chat without building it yourself. We handle the complex stuff so you ship faster.",
        "body": "**The Problem**\n\nYour users want to chat with their data. Building this yourself means:\n\n* 3+ months of engineering time\n* Wrestling with SQL generation, context windows, and hallucinations\n* Maintaining AI infrastructure that isn't your core product\n* Constant updates as models evolve\n\nMeanwhile, your competitors are shipping AI features today.\n\n**Our Solution: CamelAI API**\n\nConnect your database. Embed our iframe. Ship in 5 minutes.\n\n```\nresponse = requests.post( 'https://api.camelai.com/api/v1/iframe/create', headers={'Authorization': 'Bearer token', 'Content-Type': 'application/json'})\n```\n\n_Your users get:_\n\n* Natural language to SQL that actually works\n* Interactive Plotly visualizations\n* Context that learns their business terminology\n* Easy-to-make dashboards\n\n![uploaded image](/media/?type=post&id=94363&key=user_uploads/1925222/4ab6ceae-6239-4deb-b592-7cc8beda11ff)\n\n![uploaded image](/media/?type=post&id=94363&key=user_uploads/1925222/cc044d1a-3a97-42d4-9bfe-299dbfe4b17b)\n\n_You get:_\n\n* Zero maintenance AI infrastructure\n* A beautiful chat embed\n* Full customization to match your brand\n* Works with Postgres, MySQL, Snowflake, BigQuery, ClickHouse, and more\n* Built in row-level security for multi-tenant architecture\n\n![uploaded image](/media/?type=post&id=94363&key=user_uploads/1925222/3255be73-e070-41be-b598-9283a3623374)\n\nWe process over 40,000 queries every month. On average, integrating camelAI’s embeddable API takes just 5 minutes. Since our Product Hunt launch in July 2025, camelAI is already live in production with 2 Fortune 500 companies and dozens of startups.\n\n**Who's Using This**\n\n* Vertical SaaS platforms tired of building custom dashboards for every customer\n* Data companies that need to offer self-serve analytics, but don’t want to invest a team of engineers\n* Enterprise teams replacing ticket queues with instant insights\n\n_Example:_ A transaction cleansing platform embedded CamelAI so their banking clients could explore their own data without filing support tickets. Integration took one afternoon.\n\n**Pricing**\n\nPro: $200/month + usage (includes $10 credits)\n\nEnterprise: Custom pricing, VPC deployment, dedicated support\n\n**Start Now**\n\nNo sales calls. No demos required. Try free today.\n\n1. Visit [camelai.com/api](https://camelai.com/api)\n2. Grab your API key\n3. Ship your AI feature today\n\nQuestions? Shoot us an email at: [founders@camelai.com](mailto:founders@camelai.com)",
        "url": "https://www.ycombinator.com/launches/OXz-camelai-api-ship-chat-with-your-data-in-5-minutes",
        "votes": 7,
        "created_at": "2025-10-07T14:05:09.594Z"
      },
      {
        "id": 76776,
        "title": "camelAI — The First Deep Research Agent for Your Structured Data",
        "tagline": "Ask questions, get insights from your data.",
        "body": "Hi YC! We're [Illiana](https://www.linkedin.com/in/illiana-reed/), [Miguel](https://www.linkedin.com/in/miguel-salinas-b2781426/), and [Isabella](https://www.linkedin.com/in/isabellareed/), the team behind camelAI.\n\n# What We're Building\n\ncamelAI is the last BI tool you'll ever need. What AI has done for coding, camelAI is doing for analytics. We connect an LLM directly to your database, turning natural language questions into in depth reports complete with beautiful visualizations in seconds. No modeling, no drag-and-drop limitations, no tickets to the data team.\n\n<https://youtu.be/bBqdaNN-NpM>\n\n# The Problem: Text-to-SQL Has Failed\n\nLet's be honest: Text-to-SQL has been around for years. It's been done to death and it still leaves users frustrated. Instead of giving clear answers, Text-to-SQL makes users fight for insights:\n\n* Setup takes forever\n* Queries only work well for narrow, predictable questions\n* Results come as raw data tables, not analysis\n* Business users struggle to get actionable insights\n\nBusiness users don't want raw tables of data—they need clear insights. But text-to-SQL forces them to piece together answers manually, leaving them frustrated and no closer to a decision.\n\nThe real problem: Getting valuable insights out of your own data is still too hard and too time consuming.\n\nFor executives, founders, and product managers, this means:\n\n* Waiting days for simple data requests\n* Making decisions without complete information\n* Spending hours building and maintaining dashboards\n* Wasting precious engineering time for a \"quick data pull\"\n\nFor technical teams, it means:\n\n* Constant context-switching to answer basic data questions\n* Building one-off dashboards that are rarely used\n* Explaining the same metrics repeatedly\n\n## Our Solution: camelAI\n\nAsk camelAI anything - from basic KPIs to complex business metrics your team hasn't even thought to track:\n\n**Deep Research Agent:** Watch as our Agent writes SQL queries in real time, explores your data, and generates interactive visualizations that deliver immediate insights. Complete transparency at every step.\n\n**Learns Your Company:** camelAI learns your company's language through use. It remembers past queries and improves through your feedback, creating consistent company-specific analysis.\n\n**Instant Visualizations:** camelAI doesn't just dump query results; it automatically creates interactive Plotly visualizations with written analysis of what the data actually means.\n\n**One-Click Dashboards:** Any visualization can be saved to a dashboard that refreshes automatically. Create comprehensive dashboards in minutes, not hours.\n\n**Enterprise-Ready:** We support on-prem and VPC deployments across multiple databases.\n\n# The New Reality\n\nWithout camelAI:\n\n1. Adding tickets to sprints for basic data questions\n2. Waiting days for simple insights\n3. Engineers constantly pulled away from building products\n\nWith camelAI:\n\n1. Business teams get answers immediately\n2. Engineers focus on building products\n3. Founders make better decisions faster\n\n## Who Needs This Yesterday\n\n* **Founders** who can't afford to wait for data\n* **Product Teams** tracking metrics without a dedicated analyst\n* **CTOs** tired of being the bottleneck for data requests\n* **Junior Analysts** who want to focus on insights, not queries\n\n# Setup Takes 60 Seconds\n\n1. Connect your data source — pick from 10+ connections or upload a CSV\n2. Ask your first question\n3. Start making better decisions\n\n# 🐪 How We Got Here\n\n![uploaded image](/media/?type=post&id=76776&key=user_uploads/1925221/b319f130-c38f-4080-8e5c-8edf8d77e91d)\n\nWe've been shipping products together for three years. We're not data analysts, and that was the problem.\n\nOur organized data was right there, but we couldn't get to it without SQL expertise or wrestling with clunky BI tools that never quite answered our actual questions. So we built the tool we needed.\n\nOur insight was simple: stop writing SQL queries by hand. Let AI do what it's good at. Let humans ask natural questions and get answers they can use right away.\n\n## Try camelAI Today\n\nOur free tier gives you 10 messages per week: <https://camelai.com/>\n\nQuestions? We read every email: [illiana@camelai.com](mailto:illiana@camelai.com)\n\nLooking for: Teams tired of SQL bottlenecks who want to transform how they use data.",
        "url": "https://www.ycombinator.com/launches/JyK-camelai-the-first-deep-research-agent-for-your-structured-data",
        "votes": 92,
        "created_at": "2025-04-21T20:16:07.000Z"
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    "name": "Rove",
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    "website": "https://rove.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "Earn flexible airline miles on booking travel, shopping, and dining, all on top of your credit card rewards.",
    "one_liner": "Earn airline miles on hotels and everyday spend.",
    "team_size": 32,
    "industry": "Consumer",
    "subindustry": "Consumer -> Travel, Leisure and Tourism",
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    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/rovemiles/",
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        "full_name": "Max Morganroth",
        "title": "Founder/CEO",
        "founder_bio": "Founder at Rove | Wharton Entrepreneurship",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/maxmorganroth",
        "x_url": "https://twitter.com/maxmorganroth",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/df6ed5633e1fbb63197ce2efe9dfe11a1ae2c16f.jpg"
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        "full_name": "Arhan Chhabra",
        "title": "Founder",
        "founder_bio": "Founder at Rove | Harvard CS & Economics",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/arhanchhabra",
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        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/8388bf85862f74b6a0d0e119dd36d9824cdfcbe1.jpg"
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      {
        "id": 63606,
        "title": "Software Engineer (Mid to Senior)",
        "url": "https://www.ycombinator.com/companies/rove/jobs/WOiFl9H-software-engineer-mid-to-senior",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$150K - $300K",
        "equity_range": "0.10% - 0.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
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          "Git",
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      {
        "id": 102248,
        "title": "Growth Engineer",
        "url": "https://www.ycombinator.com/companies/rove/jobs/bJWUbv2-growth-engineer",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$150K - $200K",
        "equity_range": "0.10% - 0.30%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
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      {
        "id": 89835,
        "title": "Rove: Travel the world for free",
        "tagline": "Earn Rove Miles—the first ever universal airline mile.",
        "body": "**TLDR:** Rove Miles is the first universal airline mile program. Earn up to 25x miles on everyday spend, hotel stays, flights, and through partner programs—all on top of your existing credit card rewards. Then, redeem those miles effortlessly across 12 global loyalty programs, 140+ airlines, and 200,000+ hotels at up to 90% off.\n\n[https://youtu.be/LsYKowedGn4](https://youtu.be/LsYKowedGn4?feature=shared)\n\nHey everyone! We're [Max](https://www.linkedin.com/in/maxmorganroth/) and [Arhan](https://www.linkedin.com/in/arhanchhabra/), founders of [Rove](http://rovemiles.com), and we're excited to launch the first universal travel loyalty program that works across almost every airline and hotel in the world.\n\nBefore Rove, we founded startups at Wharton and Harvard—connecting people through specialized Bluetooth software and revolutionizing edtech recruiting. Between scaling businesses and attending class, we traveled to over 50 countries for free in business and first class, leveraging credit card points and loyalty transfers. But our friends? They were stuck on the sidelines, locked out by complicated rules, outdated credit requirements, and high fees.\n\n![uploaded image](/media/?type=post&id=89835&key=user_uploads/815885/c7172baa-a6d9-48fd-89c4-deb60b29c891)\n\n_Arhan and Max_\n\n### **The Problem: Gaps in Accessibility and Usability**\n\nTravel rewards today exclude millions, especially young people. Over 70 million Americans can't access premium travel credit cards, leaving a majority of Gen Z—the generation most eager to travel—unable to earn a meaningful number of miles and points across airline and hotel loyalty programs, which provide discounts of up to 90% compared to standard credit card travel portals. Unlike markets like Hong Kong and Singapore, where earning miles is easy and part of everyday life, Americans face unnecessary complexity and high barriers.\n\n### **Our Solution: Rove Miles**\n\nRove Miles makes travel accessible and rewarding for everyone. We've unified 12 major international loyalty programs into a single, universal currency that's easy to earn (always on top of your existing credit card rewards) and simple to redeem:\n\n* Earn miles on over 7,000 merchants by activating the [Rove Shopping](https://chromewebstore.google.com/detail/rove-shopping/jkklhhheomgefgljanpobgabooknjlbf?authuser=0&hl=en) chrome extension before your purchase.\n* Earn up to 25x miles on hotel bookings made through [Rove](https://rovemiles.com), which can be earned instantly for non-refundable stays to cover your flight there or add extra free nights.\n* Earn 3x bonus miles on flights on top of the miles you get from the airline when booking through [Rove](https://rovemiles.com).\n\nSoon, you'll also earn Rove Miles from dining, in-store purchases, and transferring existing points in from partner programs.\n\n### **Rove’s Transfer Partners**\n\nRove’s initial loyalty program partners are:\n\n* Air France-KLM Flying Blue\n* Air India Maharaja Club\n* Accor Live Limitless\n* Aeromexico Rewards\n* Cathay Pacific Asia Miles\n* Etihad Guest\n* Finnair Plus\n* Hainan Airlines Fortune Wings Club\n* Vietnam Airlines Lotusmiles\n* Qatar Airways Privilege Club\n* Thai Airways Royal Orchid Plus\n* Turkish Airlines Miles&Smiles\n\nMore programs are coming soon, with our current partnerships covering all three major airline alliances. With Rove Miles, your points become 2-3x more valuable compared to traditional credit card redemptions, even on hotels where high-value redemptions can be even harder to find. Soon, you will be able to use miles on unique travel experiences, such as events, festivals, private jet charters, or flying in zero gravity!\n\n### **Join Us on This Journey**\n\nWe're building Rove Miles to make free annual vacations accessible to everyone, effortlessly. Stop missing out—turn your everyday spend into unforgettable travel experiences.\n\nStay tuned,\n\nMax and Arhan",
        "url": "https://www.ycombinator.com/launches/NMx-rove-travel-the-world-for-free",
        "votes": 20,
        "created_at": "2025-04-24T17:36:05.224Z"
      },
      {
        "id": 79108,
        "title": "Rove: Travel the world for free",
        "tagline": "The first travel credit card for Generation Z.",
        "body": "**TLDR:** Rove is the only travel credit card for young adults, leveraging cash-flow underwriting and the first-ever travel points portal to allow the average Gen Z spender to effortlessly travel the world for free.\n\nHey everyone! We're [Max](https://www.linkedin.com/in/maxmorganroth/) and [Arhan](https://www.linkedin.com/in/arhanchhabra/), founders of [Rove](https://linkedin.com/company/rovecard/), and we're thrilled to introduce the first travel credit card for young adults. Our journeys began at Wharton and Harvard, where we built ventures around specialized Bluetooth software to connect people at events and a B2B edtech recruiting platform for schools and startups. We scaled our ventures by day and slept on planes by night, traveling the world for free.\n\n![uploaded image](/media/?type=post&id=79108&key=user_uploads/815885/cf150984-2142-40ce-b084-59f3848706f9)\n\n_Arhan and Max_\n\nDespite travel-hacking our way to over 50 countries, none of our friends could do the same. The barriers? Stringent credit requirements based on outdated underwriting algorithms (FICO), ludicrous fees, and antiquated software systems turned the dream of free travel into a complicated puzzle. We may have been able to hack the system, but we always wished for one that didn’t need to be hacked and rewarded users by default instead.\n\n### **The Problem: Gaps in Accessibility and Usability**\n\nRight now, the travel credit card market fails to serve the people who want to travel the most. Existing cards are like computers were in the early 2000s: they work, but they’re expensive, many people can’t access them, and even those who can struggle to use them without help. We’re building the iPhone of travel cards—one that’s easy to use, readily accessible, and seamlessly intuitive. These two market inefficiencies create one of the best opportunities in consumer credit in decades.\n\n### **Our Solution: Rove**\n\nRove is here to democratize reward travel, finally offering the first-ever no-annual-fee travel card for Gen Z. We use advanced algorithms and data aggregation systems to underwrite users in a radically more accessible way. By using people’s cash flow from connecting to their banks, as opposed to outdated data points like mortgages and decades of credit history, we can more accurately underwrite an entirely untapped demographic of users.\n\nBut we didn't stop there—we want reward travel to not only be available to young adults but easy to use too. Our platform introduces the first-ever portal for direct redemption of airline loyalty deals, making the process of traveling the world for free as effortless as it should be. With our alliance of partner airlines, the average Gen Z spender can earn a free annual trip overseas. Soon after our card launch, we’re leveraging better data and software technology to maximize user rewards across an accessible suite of financial products.\n\n### **Experience Rove**\n\n![uploaded image](/media/?type=post&id=79108&key=user_uploads/815885/bd0013cf-e9b8-4bff-a03f-719f6ebcf17a)\n\n![uploaded image](/media/?type=post&id=79108&key=user_uploads/815885/6379bf8f-ebfb-4d4f-99e6-e36ba1f54d4c)\n\n### **Join Us on This Journey**\n\nWe're on a mission to make the world more accessible to young adults everywhere by building a financial suite of products geared toward travel. In the short term, that’s our travel card. In the long term, it’s about expanding access to products globally that allow users to travel based on their spending and savings, leveraging our data flywheel to better underwrite the billions of underbanked people across the world.\n\nIf you're tired of missing out on travel opportunities because of credit barriers or complex points systems, Rove is for you. For now, our [waitlist](https://rovecard.com) is only available through the invite code _YCLAUNCH._ The first users to sign up will receive a Founders Edition of Rove.\n\nStay tuned,\n\nMax and Arhan",
        "url": "https://www.ycombinator.com/launches/KZw-rove-travel-the-world-for-free",
        "votes": 85,
        "created_at": "2024-03-06T15:07:48.320Z"
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    "id": 29441,
    "name": "Retell AI",
    "slug": "retell-ai",
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    "website": "https://retellai.com",
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    "long_description": "The leading platform for building and managing AI voice agents that revolutionize contact center operations.",
    "one_liner": "Supercharge Your Contact Center Operations with AI Phone Agents",
    "team_size": 50,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1700513197,
    "tags": [
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    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/retell-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/retell-ai.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/98828489",
    "x_url": "https://twitter.com/retellai",
    "fb_url": "https://www.facebook.com/retellai",
    "cb_url": "https://www.crunchbase.com/organization/retell-ai",
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    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0856f230de1a84be083cff84a3298664d32f0a3.png",
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    "primary_partner": {
      "name": "Tyler Bosmeny",
      "url": "https://www.ycombinator.com/people/tyler-bosmeny"
    },
    "founders": [
      {
        "user_id": 1289214,
        "full_name": "Bing Wu",
        "title": "Founder",
        "founder_bio": "Co-founder & CEO at Retell AI.\nEnthusiastic about the human brain and AI, Bing spent three years as a product manager at ByteDance/TikTok, where he led B2B and consumer products that delighted billions.\n\nBefore joining ByteDance/TikTok, Bing founded two investor-backed startups in college, generating six-figure revenues.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/binw",
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      },
      {
        "user_id": 764568,
        "full_name": "Todd Li",
        "title": "Founder",
        "founder_bio": "Co-Founder & President @ Retell AI",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/toddli1/",
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      {
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        "full_name": "Evie Wang",
        "title": "Founder",
        "founder_bio": "Evie is the Co-founder and CMO of Retell AI\nShe has a design background and a deep understanding of B2B business as she spent 3 years as a Product Designer at Bytedance.",
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        "body": "**Tl;dr:** You can now use our [API](https://docs.re-tell.ai/introduction) to build human-like voice AI agents with your LLM. We've achieved response times averaging 800ms, reaching the level of human interactions. (see our [demo](https://youtu.be/0LT64_mgkro) or call +1 (415) 831-7577 to try it out).\n\n### **Problem — Building human-like voice AI agents is hard**\n\n* **Human-like interaction is hard**: Building a voice AI agent that can talk seems easy (stitching together speech-to-text, LLM, and text-to-speech), but making it interact like humans is hard. In human conversation, one has to respond fast and handle all kinds of situations (handling interruptions, knowing when it's your turn to speak, etc).\n* **Long development time**: Developers building voice products spend hundreds of hours focusing on the voice conversation experience alone.\n* **Quality often falls short**: Current voice AI products often have long response latency (**\\>3s**), do not know when to appropriately speak (might interrupt you too much, or respond not quickly enough), and do not handle user interruptions well (AI and human talking over each other), and the list goes on.\n\n  ![uploaded image](/media/?type=post&id=78084&key=user_uploads/1654051/f2832b96-ad0a-4a02-9f1a-8bd461f6dcf8)\n\n\n### **Solution — API for building human-like voice AI agents**\n\n* **Human-Like Conversations**: With our [API](https://docs.re-tell.ai/introduction), you can build a superior voice conversation experience with your LLM. We've achieved response times averaging 800ms, reaching the level of human interactions. We also handle interruptions and provide smart turn-taking determination to achieve seamless conversational exchanges.\n* **Connect your LLM easily**: Plug in your LLM and create a human-like voice agent easily.\n\n  ![uploaded image](/media/?type=post&id=78084&key=user_uploads/1654051/12a8df9f-56f3-4387-a7aa-82727edcc5e4)\n\n* **WebSocket Support:** Connect directly with your users through your web frontend or via phone. You won't have to manage audio bytes – we'll handle that for you.\n\n  ![uploaded image](/media/?type=post&id=78084&key=user_uploads/1654051/5d27fa59-5e8e-4887-b4b1-e8fdee9681a4)\n\n\n\n### **Who is this product meant for?**\n\nAnyone building a voice experience can benefit from using Retell AI. Whether you're developing **AI call agents, AI coaching apps, or AI lifelike companions**, we are your trusted ally in creating the best conversational experience for your users.\n\n### **How to get started?**\n\n* Try our live demo at <https://www.re-tell.ai/> (no signup needed)\n* Self-serve by registering an account\n* Explore our API Documentation at <https://docs.re-tell.ai/introduction>\n\n![uploaded image](/media/?type=post&id=78084&key=user_uploads/1654051/a55072bd-520d-4f62-960a-1a064ec53256)\n\n### **Have questions?**\n\n* You can email us at [founders@re-tell.ai](mailto:founders@re-tell.ai)\n* Or schedule a meeting with us at <https://calendly.com/retell-ai/30min?back=1&month=2024-01>\n* We'll understand your use cases, guide you through our product, and help you quickly implement your voice AI use case.\n\n### **Our Ask:**\n\n* Give us a [try](https://www.re-tell.ai/)! We provide founder's support dedicated to helping you succeed. Please don't hesitate to schedule a meeting with us anytime!\n* If you know anyone who could benefit from Retell AI, we would appreciate a warm introduction. :)\n\n  ![uploaded image](/media/?type=post&id=78084&key=user_uploads/1654051/39f54325-2b20-4e72-84d9-d89be3981d1f)\n\n\nWarm regards from the five-founders' team. (From left to right: [Todd](https://linkedin.com/in/zhengtaoli), [Weijia](https://linkedin.com/in/weijia-y-76b816194), [Zexia](https://linkedin.com/in/zexia-zhang-171480133), [Bing](https://linkedin.com/in/binw) & [Evie](https://www.linkedin.com/in/yanwang131415/))",
        "url": "https://www.ycombinator.com/launches/KJQ-retell-ai-api-for-building-human-like-conversational-voice-ai",
        "votes": 129,
        "created_at": "2024-02-02T01:51:47.994Z"
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        "full_name": "Louis Murerwa",
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    "jobs": [
      {
        "id": 71525,
        "title": "Member of Technical Staff, Founding Backend Engineer",
        "url": "https://www.ycombinator.com/companies/ocular-ai/jobs/BFBHWQd-member-of-technical-staff-founding-backend-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "$150K - $200K",
        "equity_range": "0.50% - 1.00%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": [
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          "Python",
          "React",
          "Torch/PyTorch"
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      },
      {
        "id": 71623,
        "title": "Member of Technical Staff, Founding Design Engineer",
        "url": "https://www.ycombinator.com/companies/ocular-ai/jobs/GWPuqvr-member-of-technical-staff-founding-design-engineer",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Frontend",
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        "equity_range": "0.30% - 1.00%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
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        "id": 71633,
        "title": "Member of Technical Staff, Founding Frontend Engineer",
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        "location": "San Francisco, CA, US",
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        "experience": "3+ years",
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        "title": "Member of Technical Staff, Founding Machine Learning Engineer",
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        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Engineering",
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      {
        "id": 79032,
        "title": "Ocular AI - Bringing enterprise search, gen AI, and actions to the workplace",
        "tagline": "Ocular AI lets teams within organizations search, visualize, and perform critical cross tool actions all on one unified platform.",
        "body": "We’re [Michael](https://www.linkedin.com/in/michaelmoyo/) and [Louis](https://www.linkedin.com/in/louismurerwa/) and are excited to officially launch [Ocular AI](https://www.useocular.com/)!\n\nBook demos [here.](https://calendly.com/use-ocular/30min?month=2024-03#utm_source=launchyc&utm_medium=Launch+YC+Blog+Post&utm_campaign=launch&utm_id=launchyc&utm_content=launch+yc)\n\n**💡 Tl;Dr:**\n\n[**Ocular AI** ](https://www.linkedin.com/company/use-ocular)makes it easy for employees in mid-market and enterprise companies to find information and perform cross-tool actions using Generative AI-powered Search. We do this by providing a beautiful Google-like interface and a co-pilot that connects to all your company apps and tools. \n\n[ ](https://youtu.be/gAHGlKwBQJg)\n\n**❌ Problem**\n\nHaving worked at Google and Microsoft, we experienced first-hand how difficult it is to access and find information and perform actions across multiple SaaS tools both in the workplace and in engineering. Through our experience and conversations with people at Appian, Boeing, General Electric, Uber, Pinecone, Brex, Coda, Unity, Microsoft, and Google, we learned that as companies grow it gets very challenging to:\n\n1. **Find what you need at work:** Company knowledge lives in multiple, isolated SaaS applications, and employees spend over a quarter of their workday looking for information (think of documentation, past slack threads, etc), finding the people needed to complete tasks, and getting the required permissions.\n2. **Manage complex engineering tools:** As engineering teams scale and adopt microservices, they onboard multiple tools for documentation, development, release, monitoring, and alerting. Critical data, metrics, logs, and dashboards are all in isolated platforms such as CircleCI, DataDog, and New Relic and this makes it very difficult to have a unified view of company data, correlation data across these tools, and complete multitool workflow coordination - especially during incidents.\n\n \n\nSiloed tooling and data introduce an operational tax to the lives of employees like engineers, slowing down productivity, development cycles, and incident management. Workers spend an average of a quarter of their day searching for information. \n\nAll of this time can be used to write more code, do more deals, and talk to customers. With the rise of AI and Copilots, the value of the time spent on doing actual work has never been so high.\n\n**🚀🚀🚀 Our Solution**\n\n🔎 **Enterprise Search for everyone in your company:** Integrate all of your company’s applications, tooling, and data sources to power organizational and team-level search. Organization members only see the information they have access to based on their roles.\n\n![uploaded image](/media/?type=post&id=79032&key=user_uploads/928098/2acb388c-05d6-4ccc-bbb7-60a0a979fbf0)\n\n\\\n🤖 **Ocular Copilot- your work assistant that knows everything about your company:** Power cross-tool workflows and actions using our generative AI-powered Ocular Copilot. Create workspaces, upload files (structured or unstructured), create collections, and build usage-specific assistants for your day-to-day tasks. \n\n![uploaded image](/media/?type=post&id=79032&key=user_uploads/928098/71f00356-86e2-46b0-b8f9-8f2521f83b09)\n\n**App MarketPlace:** Integrate the tools (Notion, Jira, Google Drive, Slack) you already love and use for your day-to-day tasks.\n\n![uploaded image](/media/?type=post&id=79032&key=user_uploads/928098/b72de7e6-e224-4695-9eac-f934add88a6f)\n\n**Admin Portal:** \n\nOcular AI provides search-driven insights such as trending searches, number of searches, etc., which allows execs and managers to understand their organizations better. With Ocular, you can now see which applications are used the most and which ones are underutilized, allowing organizations to make reliable SaaS spend decisions. In addition, add members, teams, and applications to your Ocular instance.\n\n[ ](https://youtu.be/9Y9ex6e_vqE)\n\n## **📈 Maximizing Generative AI ROI for Enterprise**\n\nEnterprises are eager to adopt Generative AI in the workplace to enhance operational efficiencies. We’re partnering with organizations to implement secure, compliant, and company-specific Generative AI.\n\n**🔐 Enterprise security**\n\nComing from Microsoft and Google, we understand the importance of data privacy and security. For that reason, you can self-host Ocular AI on-premise or on bring your own cloud (BYOC), so all your data stays within your control- we don’t have access to it. Ocular AI is also getting SOC2 compliant and enforcing end-to-end data encryption AES 256. We’ll also be adding more security layers to ensure your data is 100% safe.\n\n**💯 The Team**\n\n[Dartmouth College](https://home.dartmouth.edu/) graduates with software engineering experience building large-scale and compliant applications at Google and Microsoft.\n\n![uploaded image](/media/?type=post&id=79032&key=user_uploads/928098/63025954-cc5d-4297-90fc-57ea63c5491f)\n\n**🫡 Our Ask**\n\nPlease introduce us to managers, CEOs, CIOs, and CTOs. We can help unify their tools and data together to make their teams more efficient. \n\nSchedule a demo at [www.useocular.com](https://www.useocular.com#utm_source=launchyc&utm_medium=Launch+YC+Blog+Post&utm_campaign=launch&utm_id=launchyc&utm_content=launch+yc) or [here.](https://calendly.com/use-ocular/30min?month=2024-03#utm_source=launchyc&utm_medium=Launch+YC+Blog+Post&utm_campaign=launch&utm_id=launchyc&utm_content=launch+yc)\n\nJump on the [waitlist!](https://form.asana.com/?k=kIT2oNFOWol6_RptDc_vpQ&d=1206400736295884) 🚀\n\nReach us at [founder@useocular.com](mailto:founder@useocular.com)! ✉️",
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        "created_at": "2024-03-04T20:04:01.162Z"
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    "long_description": "Adapted is an AI physical therapist for athletes. Tell it your injury history, your sport, and your goals - it builds a personalized program to rehab and prevent injuries, bulletproof your body, and improve mobility and flexibility. No generic exercises. Just training and prehab that actually adapts to you.\r\n\r\nAvailable now on the iOS App Store.",
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    "subindustry": "Consumer",
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    "country": "US",
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        "full_name": "Albert Jo",
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        "linkedin_url": "https://linkedin.com/in/albertjo",
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      {
        "id": 99406,
        "title": "Adapted - AI Physical Therapy for Athletes",
        "tagline": "Prehab, recovery, and mobility - personalized to your body and goals",
        "body": "**TLDR:** Adapted is an AI physical therapist for athletes - prehab, recovery, and mobility protocols personalized to you. Try [Adapted for iOS](https://apps.apple.com/us/app/adapted-prehab-recovery/id6756030925)!\n\n### Background\n\nI’ve sprained my left ankle over 20+ times. During Army training, my ankle almost gave out during a ruck. That's when I realized being fit but fragile is still a liability.\n\n### Problem\n\nFixing my ankle was more painful than the injury itself. PT meant hours off work, generic exercises, and $200 a visit out of pocket. And even then, it only treated the injury, not the underlying weakness.\n\n### Meet Adapted\n\n![uploaded image](/media/?type=post&id=99406&key=user_uploads/1032232/d89e036e-c103-4368-8a83-e5ab1a53a7f7)\n\n[Adapted](https://www.adapted.app/) is an AI physical therapist for athletes. Tell it your injury history, your sport, your training goals, and it builds a program tailored to you. Whether you’re rehabbing an injury, bulletproofing your body to train harder, or improving mobility and flexibility, Adapted adapts as you do.\n\n### About Us\n\nI’m Albert - amateur boxer (165 lbs), Army Reserves infantryman, and former software engineer at Uber. I’ve shipped consumer health apps before and scaled them to hundreds of daily active users.\n\n### Try Adapted Out\n\n* [Download Adapted (iOS App Store)](https://apps.apple.com/us/app/adapted-prehab-recovery/id6756030925)\n* Email us at [team@adapted.app](mailto:team@adapted.app)\n* Support our [Product Hunt launch](https://www.producthunt.com/products/adapted-health)\n* Join our Subreddit ([r/adapted](https://www.reddit.com/r/adapted/)) if you any have questions\n\n![uploaded image](/media/?type=post&id=99406&key=user_uploads/1032232/159ee3ab-9b53-4b50-a5fc-23f0f60be630)\n\n",
        "url": "https://www.ycombinator.com/launches/PrK-adapted-ai-physical-therapy-for-athletes",
        "votes": 34,
        "created_at": "2026-04-03T20:20:15.453Z"
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    "name": "Vista Power",
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    "website": "https://vistapower.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Vista designs, finances, installs, and manages energy storage and solar at commercial, industrial, and multifamily properties for $0 upfront, helping businesses save up to 30% on their energy bills. The founding team previously worked at SpaceX, Rocket Lab, NASA and Firefly.",
    "one_liner": "Batteries and solar for $0 upfront to help businesses save money",
    "team_size": 3,
    "industry": "Industrials",
    "subindustry": "Industrials -> Energy",
    "launched_at": 1706595297,
    "tags": [
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      "Renewable Energy"
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    "status": "Active",
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    "url": "https://www.ycombinator.com/companies/vista-power",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/vista-power.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://linkedin.com/company/vista-power",
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      "name": "Brad Flora",
      "url": "https://www.ycombinator.com/people/brad-flora"
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      {
        "user_id": 293472,
        "full_name": "Maxim Kraft",
        "title": "Founder/CEO",
        "founder_bio": "I care deeply about space, sustainability, and using economics and engineering to build a future worth living in for all humankind. In 2023, I co-founded Vista Power (fka. Vista Space) to help businesses use clean energy to save money on energy bills for $0 upfront. Previously, I worked on profit improvement at Starlink, built supply chain analytics tooling at Rocket Lab, and ran a software startup called Tour (acquired), which I co-founded in high school.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/maximkraft",
        "x_url": "https://twitter.com/2001kraft",
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      {
        "id": 79713,
        "title": "Vista Space: Structural batteries for high performance spacecraft",
        "tagline": "Our batteries let spacecraft have 2x the energy capacity or save 15-30% in volume",
        "body": "### **TL;DR**\n\n**About Us** \\\n[Vista Space](https://govista.space/) builds Tesla-inspired structural batteries to increase satellites’ energy capacity without increasing their size. The founders worked at SpaceX, Rocket Lab, and NASA. \n\n**The Ask** \\\nIf you or anyone you know are building spacecraft or any other products that could benefit from structural batteries, we should talk! Please reach out or send referrals our way to [sales@govista.space](mailto:sales@govista.space) or our website at <https://govista.space>. \n\n—\n\nHey all, we’re [Vista Space](https://govista.space/), co-founded by [Maxim Kraft](https://linkedin.com/in/maximkraft), [Petar Matejic](https://linkedin.com/in/petar-matejic), and [Chaitanya Kore](https://www.linkedin.com/in/ckore/). Our mission is to power the next generation of space exploration. \n\n### **Problem**\n\nPower is a fundamental constraint for space mission design, as everything operating in space requires electricity. Today's spacecraft power systems are not capable enough to support both the current and next-generation mission concepts, leading satellite manufacturers to painful trade-offs: **limiting additional hardware** or **increasing system size** to get more power. \n\n![uploaded image](/media/?type=post&id=79713&key=user_uploads/293472/5a1ec437-b4ee-4544-b3ad-5082e2be92c3)\n\nWith reduced capabilities, companies lose their technological advantage. With increased size, manufacturing costs are higher, risk of schedule delays is greater, and go-to-market is slower due to fewer spacecraft launches. **These trade-offs are fundamental limitations** of spacecraft design and space economics. \n\nWhile space-rated solar panels are thin, efficient, and can be foldable, **batteries take up significant useful volume** (up to 30% in small spacecraft) **and are vastly less capable** than the latest terrestrial equivalents.  \n\n### **Solution**\n\nTraditional spacecraft walls are purely structural, serving little functional purpose after launch while occupying valuable space. \n\nOur **Voltaris 1** module replaces these walls, providing **structural support and energy storage simultaneously**. This allows satellite manufacturers to **double their energy capacity** without increasing size or **gain 15-30% more useful volume** at the same power budget. \n\n![uploaded image](/media/?type=post&id=79713&key=user_uploads/293472/a51852a8-0dfc-46a5-a2bf-049c29a42d7e)\n\n**Key Features:** \n\n* **Inspired by structural batteries in EVs** like the Tesla Model Y and Cybertruck \n* **Plug and play with any chassis size**, bolting onto the chassis in place of aluminum walls \n* **Compatible with third-party electrical & power system** (EPS) modules inside \n* CubeSat modules **include a solar cell**, and all form factors have the electrical components & thermal protection systems to **work out of the box** \n* **Additional radiation protection** for the contents inside the chassis \n* Launching **to space in February 2025** \n* Targeting **pricing to be middle of the market** for space batteries\n\n \n\n### **About Us**\n\nMaxim & Petar met at SpaceX, working on Starlink and Starship, respectively, and bonded over discussing opportunities for satellite design improvements. Maxim met Chaitanya at a conference for rising NewSpace leaders and stayed in touch since. \n\n![uploaded image](/media/?type=post&id=79713&key=user_uploads/89898/1b0414fe-b273-4da1-b4fb-2265113278ca)\n\nMaxim: Berkeley alum (Economics & Physics). Former SpaceX, Rocket Lab. Taught a course on space economy and entrepreneurship during undergrad. \n\nPetar: Former SpaceX, NASA, Firefly, The Boring Company. Co-founded UNLV's student satellite team. \n\nChaitanya: Founded Space Force Association Great Lakes chapter. Helped secure a multi-billion-dollar battery gigafactory in Illinois.  \n\n### **The Ask**\n\n* Please share this post with your network, even outside the space industry! \n* If we’re building something you need, please reach out or send referrals to [sales@govista.space](mailto:founders@govista.space) or our website <https://govista.space>.\n* Leave an upvote!\n\n \n\n**Early adopter benefits:** Anyone who places a Pre-order gets personalized technical review sessions and priority delivery of the first production units. \n\nThanks all! Let us know what you think. ",
        "url": "https://www.ycombinator.com/launches/Kjh-vista-space-structural-batteries-for-high-performance-spacecraft",
        "votes": 43,
        "created_at": "2024-03-26T17:00:54.840Z"
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    "id": 29447,
    "name": "Deepnight",
    "slug": "deepnight",
    "former_names": [
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    "website": "https://www.deepnight.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "DeepNight is building the next generation of night vision with AI.",
    "one_liner": "Building The Next Generation of Night Vision Devices",
    "team_size": 16,
    "industry": "Industrials",
    "subindustry": "Industrials -> Defense",
    "launched_at": 1709629638,
    "tags": [
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      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
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      "Defense"
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    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
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    "stage": "Growth",
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    "url": "https://www.ycombinator.com/companies/deepnight",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/deepnight.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/deepnight-inc",
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      "name": "Pete Koomen",
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        "user_id": 1583389,
        "full_name": "Lucas Young",
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        "linkedin_url": "https://www.linkedin.com/in/augustelefevre/",
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        "title": "Onedoc — Making it easy for developers to generate beautiful PDFs",
        "tagline": "Stop spending hours making ugly documents, and start creating a dynamic experience now!",
        "body": "**_tl;dr_** Onedoc makes it easy for developers to generate beautiful PDFs. It is a comprehensive solution with:\n\n1. An [open-source library](https://github.com/OnedocLabs/react-print) to design your documents\n2. A simple [API](https://docs.onedoclabs.com/introduction) to generate your documents\n3. A [cloud platform](https://app.onedoclabs.com/login) to host and track your documents\n\n![uploaded image](/media/?type=post&id=78258&key=user_uploads/959469/55ac7687-e4a4-4456-97a2-ff6348953e3b)\n\n> Using Onedoc to quickly generate dynamic PDFs\n\n👋 Hi! We are [Auguste](https://www.linkedin.com/in/augustelefevre/), [Pierre,](https://linkedin.com/in/pierre-dorge-3372bb16a) and [Titouan](https://www.linkedin.com/in/titouan-launay/?locale=en_US) and we’re building [Onedoc](https://www.onedoclabs.com/).\n\n## Why do documents feel so outdated?\n\nBillions of PDFs are generated daily: invoices, contracts, receipts, tickets,… yet there are no toolkits to allow companies to easily build them. Developers need to get their hands dirty to produce basic documents - let alone beautiful ones. This makes PDFs hard to dynamize and maintain, leading to poor brand experience and flawed analytics.\n\n## What does Onedoc bring to the table?\n\nOnedoc bridges the gap between developers and documents. We make modern web technologies work for PDF generation: React, Tailwind, … In turn, developers can make highly dynamic documents and iterate quickly. **What used to take hours now takes seconds with our API.**\n\nTo make it even faster, we maintain an [open-source library](https://github.com/onedoclabs/react-print) of beautiful components and we offer a hosting and tracking service to better understand your documents.\n\n## What brought us here\n\nWe previously worked with giant firms, where documents were central to most workflows. They would get passed around, get into client’s hands, and everyone would complain about their layout and lack of proper information. While at a large mining company, clients would want to see shipping information and product details on their invoices. However, the development team wouldn’t be able to update these documents because the task was too complex and expensive.\n\n## Interested in generating beautiful documents today?\n\n* **Try it now,** and give us feedback!\n* **Social:** Join us on [Discord](https://discord.com/invite/uRJE6e2rgr) or send us a tweet at [@Onedoclabs](https://twitter.com/OnedocLabs) and we will get you set up in no time.\n* **Open-source:** Support our open-source library on [Github](https://github.com/OnedocLabs/react-print) by contributing and starring the repo.\n* **YC Deal:** Enjoy our YC Deal and get 1,000 monthly documents on us (x10), we also redesign your existing documents with our UI experts - get in touch at [yc@onedoclabs.com](mailto:yc@onedoclabs.com).",
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    "long_description": "Super fast AI dictation that lets you talk into any text field -- Cursor, Gmail, Slack, even your terminal. It starts up in under 50ms, inserts text as fast as 450ms, and has state-of-the-art accuracy. Write 4x faster anywhere with Aqua. 🌊",
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    "subindustry": "Consumer",
    "launched_at": 1711068147,
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        "title": "Aqua Voice Desktop: Write clear, well-formatted text using only your voice.",
        "tagline": " Voice-native text editor that lets you dictate using natural language commands.",
        "body": "[Aqua Voice Desktop](https://withaqua.com/) lets you create and edit clear, well-formatted text with your voice.\n\n<https://www.youtube.com/watch?v=yFtMQdLwLGA>\n\nHey, this is Finn from Aqua Voice. I’m excited to show you what we’re building.\n\n> This feels like upgrading voice dictation on my Mac _making it work how it should work_.\n\nThe desktop experience is the best way to use Aqua yet. It lets you talk easily into any app and comes with:\n\n\\- **Fine-tuning:** can have up to 800 custom words/phrases at a time, no pronunciation tuning required.\n\n\\- **Context Awareness:** automatically identifies relevant words and phrases in the active application. This uses system accessibility APIs (not screenshots, like some others) and is heavily processed on device before inference to preserve privacy.\n\n\\- **Command recognition:** the system now shows you what it's going to do before it does it. \"Deleting…\" or \"Adding to list…\" or \"Fixing Spelling…\"\n\n![uploaded image](/media/?type=post&id=86308&key=user_uploads/1652937/f10f3395-e52f-487a-a34f-10b598444c68)\n\nWe've also spent a ton of time getting **better out-of-the-box accuracy.** Our core transcription engine is the most accurate real-time system that we know of. **We scored 3.2% WER on Librispeech clean, significantly better than the next best real-time system we tested (Google) at 5.5%.** We also released a benchmark that tests accuracy & human-friendly formatting which showed that out of the box, Wispr Flow makes 10x as many mistakes as Aqua Voice for emails and technical writing. The full write-up including audio and code is available [here](https://withaqua.com/blog/benchmark-nov-2024).\n\n![uploaded image](/media/?type=post&id=86308&key=user_uploads/1652937/9762e173-97c9-46b5-9e2e-e7e8ea073105)\n\nEveryone uses dictation for different reasons - I started in sixth grade (dyslexic) with Dragon Professional and always wanted it to be more than a clunky substitute for the keyboard. Hopefully Aqua Desktop can be that for some of you.\n\n\\-Finn",
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      {
        "id": 79717,
        "title": "🎙️ Aqua Voice - Voice-only text editor",
        "tagline": "Dictation as seamless as talking to a professional writer",
        "body": "Edit: Check us out on [Hacker News](https://news.ycombinator.com/item?id=39828686) (currently #1)!\n\n**TLDR:** [**Aqua**](https://withaqua.com/) is a voice-native text editor. Imagine dictating to a professional writer who can clean up your phrasing, fill in words, and understand your intent.\n\n🟩 Watch our demo video [here](https://www.youtube.com/watch?v=qwSAKg1YafM):\n\n**🔴 Problem**\n\nDictation still **sucks**:\n\n* It's not very accurate.\n* You have to learn specialized commands.\n* Edits require the keyboard.\n\n[**Finnian Brown**](https://linkedin.com/in/finn-brown-3b0b56113) has never been a very good speller (he’s dyslexic) and has been using dictation software since the sixth grade, when his dad got him set up on Dragon Dictation to write papers for school. It's always been easier for him to dictate—despite the janky software.\n\nDictation has remained surprisingly rigid in the era of LLMs. They make a lot of mistakes (see Siri lmao). All existing dictation services rely on learning a set of specialized commands.\n\nThey struggle to distinguish between filler phrases/commentary and stuff you actually want to write down.\n\n**🌎 Aqua**\n\nAqua innovates on this paradigm by fusing real-time audio and an LLM to understand your intent. It does as much of the writing and formatting as you ask it to.\n\n**Accuracy is King 👑** - Better than Whisper! - we use an MoE transcription architecture to have a lower WER than Whisper-largev3 in real-time.\n\n**Think Don’t Type 🧠** - Aqua can execute arbitrary commands. You don’t need the keyboard. Most people talk **twice as fast** as they can type.\n\n**Make Writing Chill 🏝️** - Aqua reacts naturally to feedback and can recover from mistakes if you tell it to!\n\n![uploaded image](/media/?type=post&id=79717&key=user_uploads/1653094/f99f4176-5433-45ca-89be-738edeb4746c)\n\n🙏 **Asks**\n\nTry Aqua Voice! No account is needed; just head over to <https://withaqua.com>. If you like it, sign up for $10/month after a 1000-token free trial.",
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        "votes": 48,
        "created_at": "2024-03-26T18:07:25.698Z"
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        "full_name": "Ken Hendricks",
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        "founder_bio": "I’m Ken, co-founder and CEO of Basepilot. We build AI coworkers that collaborate with humans to automate work. \n\nPrior to Basepilot, I led product at a B2B fintech startup and grew it to 3M users in <12 months, with customers like Visa and Bank of America. Before that, I built a computer vision startup out of university that reached $250K ARR with partnerships like Deloitte, KPMG, EY and BMW. \n\nBorn in Mumbai, brought up in New Zealand, before moving to SF. Studied Mechatronics eng.",
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        "full_name": "Pascal Wieler",
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        "founder_bio": "Hi! I'm Pascal, Co-founder of Basepilot. I grew up in Germany.\n\nPassionate about AI agents, robotics & outdoor sports 🤖🚵. Studied CS MSc. @CMU MLD & KIT. Previously, I co-founded a robotics startup, did research in robotic manipulation & imitation learning at Carnegie Mellon, and worked on self-driving cars at Mercedes-Benz. Excited to be a part of YC, let's chat!",
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        "title": "Startups building AI assistants pop in latest YC batch",
        "url": "https://www.bizjournals.com/sanfrancisco/inno/stories/news/2024/04/04/ai-assistants-y-combinator-demo-day.html",
        "date": "Apr 04, 2024"
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    "launches": [
      {
        "id": 79264,
        "title": "🚀 Basepilot: Your AI employee to automate repetitive browser work in minutes",
        "tagline": "Saving businesses time and resources by automating back-office work across your browser, such as filling out forms, entering information into a CRM, & much more.",
        "body": "Hey everyone! We’re [**Pascal**](https://www.linkedin.com/in/pascal-wieler/) and [**Ken**](https://www.linkedin.com/in/ken-hendricks-96181611a/), here to introduce you to [**Basepilot**](https://www.basepilot.com/).\n\n# **TL;DR:**\n\nBasepilot creates AI assistants to automate repetitive and manual work across a browser. We help companies save 30% of their time weekly and cut costs, freeing up resources for more high-value tasks. For example, finance, recruitment, or sales teams can automate mundane back-office tasks within a few clicks and a quick demonstration.\n\n![uploaded image](/media/?type=post&id=79264&key=user_uploads/842820/08fef875-2fb5-427c-a017-7cf356bd6ed7)\n\n# **Where Basepilot can help you:**\n\n* **Sales** - To help automate sales outreach, prospecting, and follow-ups.\n* **Recruitment** - To help with sourcing candidates and clients, and analyzing and triaging profiles.\n* **Finance** - To help fill in applications/forms, transfer data, do accounting ops, and update customer details.\n* & any other manual task across your browser!\n\n# **Problem - 30% of a business’s total time and resources is wasted on mundane repetitive work**\n\nCurrently, businesses employ teams of knowledge workers (in sales, ops, recruitment, finance, and more) that face a lot of manual and repetitive processes that slow them down. Although critical to get done, these tasks take hours away from doing more high-value work leading to frustration and lower output among teams.\n\n**For a business, this results in:**\n\n* 30% of their team’s time wasted on mindless tasks\n* Wasted resources spent on hiring more people to handle the workload\n* Increased error rates through manual boring work\n\nFor example, a recruitment firm spends 8+ hours/week per recruiter on repetitive admin work to source candidates, analyze applications and enter data, instead of talking to candidates!\n\n![uploaded image](/media/?type=post&id=79264&key=user_uploads/842820/e1bb23d2-968a-4748-be21-d45be443f4f1)\n\n**Existing solutions suck!**\n\n* Off-the-shelf tools often don’t work as workflows are very specific to a company.\n* Automating processes with tools like UI Path is extremely expensive, requires specialist automation engineers and takes several weeks or months to set up.\n\n# **Solution - Automate repetitive tasks in minutes**\n\nBasepilot makes it super easy for a business to build and train their own AI employees, enabling anyone in the company to automate their mundane and repetitive work, freeing up time for more high-value tasks.\n\n<https://www.youtube.com/watch?v=TxvHeF--NU4>\n\nWe designed Basepilot with these core principles in mind:\n\n* **Works where you work:** Basepilot works across the tools you already use right in your browser as a Chrome extension. No need to adopt new tools or change your workflows.\n* **Teach it like a human:** There’s no need to get technical or hire an expensive automation team, simply train your new assistant to complete work, just like you’d teach a human: by showing and telling.\n* **Faster ROI (at lower cost):** Automate workflows in minutes, not weeks or months. Unlike traditional automation tools, Basepilot can get set up and operational in a fraction of the time & cost.\n* **Keep control:** Basepilot operates in your tabs, allowing you to check in and see what’s happening in real-time while you focus on more high-value work, e.g. engaging in customer conversations while Basepilot sources new leads in the background.\n\n![uploaded image](/media/?type=post&id=79264&key=user_uploads/842820/ce3bce79-8335-4901-9c9d-b6cd949a410b)\n\n# **Meet Ken & Pascal 🇳🇿🇩🇪➡️🇺🇸**\n\n[**Pascal**](https://www.linkedin.com/in/pascal-wieler/) & [**Ken**](https://www.linkedin.com/in/ken-hendricks-96181611a/) both independently traveled to San Francisco in the summer of 2023 (from Germany & New Zealand respectively). We came here without knowing each other to explore the startup space and build the future 💪🏼🔨🚀. While in SF, we met through common friends, vibed well, and started working together. We moved across the world to work together in Europe, and got into YC - which brought us back to the city! Super grateful to be back! ❤️😍\n\n![uploaded image](/media/?type=post&id=79264&key=user_uploads/842820/58e95fa6-361d-4a33-8ddb-a2a1fedf1e26)\n\nWe were inspired by the new wave of AI capabilities and are passionate about unlocking more human creativity by automating away the processes we all absolutely despise!\n\n## **👋 Ask: How you can help**\n\n* Reach out if you have a mundane workflow that you’d wish to be automated! [**Email us here**](mailto:founders@basepilot.com) or if you have 10 minutes to chat, please book a time with us [**here**](https://calendar.app.google/GKNVb1A5DKcQ9qjV9).\n* Connect us to companies that employ large teams to do repetitive back-office tasks in your network (e.g. logistics, insurance, construction, etc.). [**Click here**](mailto:founders@basepilot.com).\n* Follow us on [**LinkedIn**](https://www.linkedin.com/company/basepilot) and [**Twitter/X**](https://twitter.com/basepilot) and join our [**Discord**](https://discord.gg/kdJGwfdJhG).\n\nBasepilot is currently in private beta, working closely with early customers. Email us to schedule a demo at [**founders@basepilot.com**](mailto:founders@basepilot.com) or book a time in our [**calendar**](https://calendar.app.google/GKNVb1A5DKcQ9qjV9). Looking forward to hearing from you!\n\nFor more details, visit [basepilot.com](https://www.basepilot.com/).",
        "url": "https://www.ycombinator.com/launches/KcS-basepilot-your-ai-employee-to-automate-repetitive-browser-work-in-minutes",
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    "long_description": "Imagine a human-like English tutor, but 20x cheaper and available 24/7 - that's Fluently!\r\n\r\nFluently made for people who already know the basics of English but want to feel truly confident in real conversations: whether that’s in an interview, a business meeting, or chatting with friends.\r\n\r\nMost English learning apps are built for beginners and don’t help you improve speaking skills.\r\n\r\nWith Fluently, you get:\r\n- Unlimited real-world speaking practice\r\n- Personalized learning plan\r\n- Free English level assessment and progress tracking\r\n- Real progress in English speaking skills\r\n\r\nWe’re non-native founders who know the stress of speaking English in important moments. With deep AI expertise, we built Fluently to solve it.",
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        "full_name": "Stanislav Beliaev",
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        "founder_bio": "Stan is the co-founder and CTO of Fluently - your super-human AI English tutor. 20x cheaper than a human tutor and available 24/7.\n\nDuring his university years, Stan interned at Google, Nvidia, where he did ML research. Later, he founded and grew a deep tech startup from 2 to 50 people. The startup developed state-of-the-art face and voice swap technologies that work on mobile devices in real-time.",
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        "tagline": "Imagine a human-like English tutor, available 24/7 and 20x cheaper",
        "body": "**TL;DR:** [Fluently](https://getfluently.app/) is your personal AI English tutor — 20x cheaper than a human tutor and available 24/7. Built for people who already know the basics but want to speak fluently.\n\n### **Problem — Getting fluent in English is hard**\n\n* **Fluency only comes from regular speaking practice:** The only way to truly improve is to speak consistently and iterate on your mistakes. There's no shortcut.\n* **Most language apps aren't built for speaking:** They're essentially games for beginners - they won't give you the real-time speaking practice you'd get from actually talking to someone.\n* **Nobody gives you the honest feedback you need:** Most non-natives feel anxious about their mistakes but never actually hear about them - colleagues stay polite, and even tutors rarely provide the detailed, personalized feedback that would help you truly improve.\n\n### **Solution — Get actionable feedback on every call**\n\n* **Learn on the go:** Fluently is always available for a real-time conversation - just open the app and start speaking. No scheduling, no waiting.\n* **Personalized insights:** Fluently analyzes your real speech and pinpoints exactly where you need to improve — whether it's pronunciation, fluency, or vocabulary.\n* **Actionable feedback:** Practice pronunciation, improve fluency, and grow your active vocabulary to boost your English skills.\n\n### **Who is this for?**\n\n* **Non-native speakers** who want to finally speak English fluently and confidently - not just \"know\" the language, but actually use it in real conversations without hesitation or anxiety.\n* **International companies** who understand that communication efficiency directly impacts business results. Companies already invest in language training for their employees - Fluently makes that investment practical and measurable, helping teams communicate more clearly with clients, partners, and each other.\n\n### **Our ask**\n\n* 🎓 **Intros to multinational companies** that invest resources in their employees' growth, **especially in English learning**. Please, email [yrebryk@getfluently.app](mailto:yrebryk@getfluently.app).\n* **👉 Sign up [here](https://docs.google.com/forms/d/e/1FAIpQLSdhnAZ-BAuzcKhaB5QFvtLgYHCt6v1Q-r1hKuBMwMkzs8ykjQ/viewform) to get access.** We’re onboarding our users one by one. DM me on [LinkedIn](https://www.linkedin.com/in/yrebryk/) to get moved to the front of the waitlist.",
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        "full_name": "Okiemute Avworhokai",
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        "founder_bio": "Okiemute brings more than a decade of experience in managing financial institutions within commercial banking and the fintech sector. As a former founder of a credit firm focused on student loans, he successfully disbursed over $1.5 million within 18 months. He is now dedicated to developing Miden, aiming to address challenges he has encountered over the past ten years.",
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        "full_name": "Ini Udoh",
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        "title": "YC’s latest Demo Day shows fascinating wagers on healthcare, chip design, AI and",
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        "id": 77898,
        "title": "Miden 💳: Accessible financial tech in Sub-Saharan Africa",
        "tagline": "Intuitive API for businesses to launch their own virtual card program",
        "body": "TLDR: Miden's intuitive API addresses challenges faced by businesses in Sub-Saharan Africa, enabling the swift launch of financial solutions such as virtual card programs, credit systems, reconciliation, and expense management systems. This is especially vital in a continent boasting the largest youth population and the fastest-growing economy.\n\n![uploaded image](/media/?type=post&id=77898&key=user_uploads/1047170/5d8b269f-fb02-47d0-8868-c8fd545e181b)\n\nIn Sub-Saharan Africa, businesses face significant challenges in launching financial solutions promptly. The region grapples with cumbersome processes, outdated infrastructure, and prolonged timelines, hindering the swift deployment of essential tools like virtual card programs, credit systems, and reconciliation and expense management systems.\n\nDespite rising account ownership from 43% in 2017 to 55% in 2021, Sub-Saharan Africa still lags significantly behind the global average of 76%. Africa currently represents less than 1% of global card transaction volumes, and the core infrastructure for payments remains either legacy or in its infancy.\n\nWe are a dynamic and seasoned team of banking and financial experts :\n\n🔍 [Okiemute](https://www.linkedin.com/in/okiemuteavworhokai/), our adept navigator, with over 10 years of expertise in business development. Having built and successfully sold financial tools and services in banking and fintech in Nigeria, Okiemute is optimistic about the financial landscape in Sub-Saharan Africa.\n\n🚀 [Ini-Obong](https://bookface.ycombinator.com/user/1366375/linkedin_redirect?key=607468f8c4243fa02a63b2cc86dd3707c3b0f6ee), the tech maestro and Chief Technology Officer at Tyrus Technologies. With an impressive 13-year journey in banking and fintech, Ini-Obong has left his mark on major financial institutions like First Bank of Nigeria and Heritage Bank, along with fintech firms like Mukuru. He is the visionary behind our virtual card program and embedded finance solutions.\n\nOur Ask:\n\n🚀 Explore the boundless possibilities with Miden’s intuitive API.\n\n🔗 Connect us with businesses in Sub-Saharan Africa ready to embark on this transformative journey.\n\nJoin Miden in pioneering the future of financial accessibility in Sub-Saharan Africa. Email us at [founders@tyrus.io.](mailto:founders@tyrus.io)",
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    "name": "Veles",
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        "title": "🚀 Veles - Your copilot for enterprise sales",
        "tagline": "Unlock enterprise deals effortlessly with Veles",
        "body": "**TL;DR:** [Veles](http://www.getveles.com/) is your copilot for enterprise sales - equip your sales team with an AI-powered quoting tool. Integrated seamlessly with your CRM, CPQ, and BI platforms - give reps a tool they will actually love, and leadership the actionable insights they need to move the needle. \n\n![](https://lh7-us.googleusercontent.com/Bh9JayL-j7HRnGvGS5DUl0AG8mL-BTK-qt0QCls2Kj2pC0d6sGPY2ltJYBjgN01MwyVrIGV4g9CyqlWXgMeYylwLaTQsVc_Wja-SoVpfb0a2crLi1EdLlM_NQsI3e4gUB64CQiE2h79dcr4zlmZUV8g)\n\n\\*\\*\\*\\*\\*\\*\\*\\*\\*\\*\\*\\*\\*\n\n**🤯 The Problem**\n\nPricing enterprise sales deals is a headache. Fragmented processes and tools result in subpar terms and lost opportunities. Many teams resort to complex Google Sheets, Slides/PPTs, manual CRM entries, and email chains just to handle pricing.\n\n❌ Missed Quota: On average 60% of sales reps hit quota due to fragmented tooling, inconsistent processes, and lack of transparency.\n\n❌ Slow Ramp: Onboarding new sales reps takes 5 - 7 months due to poorly documented pricing strategies and variations across companies.\n\n❌ Little Collaboration: Leadership lacks scalable insight into sales negotiations, hindering optimization and guidance for sales reps.\n\n❌ No Knowledge Share: Top performers' insights are trapped, preventing learning and team-wide improvement.\n\n**⚡️ The Solution**\n\nIntroducing Veles - the enterprise sales co-pilot, designed to enhance negotiation skills, minimize discounting, and land larger deals with confidence. Veles offers an easy-to-use calculator, benchmarks for comparing deals against those of peers, and clear guidance on deal desk rules, ensuring accurate pricing and standard terms. \n\nStreamline collaboration with management and equip sales reps with the necessary insights to navigate the quoting and negotiation process effectively, eliminating the reliance on outdated methods (like Google Sheets) and driving sales success through informed decision-making.\n\n**Key Features:**\n\n✅ **SaaS Pricing Calculator:** Easily standardize pricing and track sales rep behavior in one intuitive platform.\n\n✅ **Standard Deal Definition:** Define sales strategies and terms to expedite onboarding and maintain negotiation consistency.\n\n✅ **Performance Analytics:** Gain insights into sales rep behaviors that lead to closed-won deals through comprehensive deal scoring.\n\n✅ **Alignment & Optimization:** Foster team alignment by sharing negotiations and strategies for successful negotiation calls.\n\n**👀 HOW DOES IT WORK?**\n\n[Veles: A Copilot for Enterprise Sales - Watch \\~2 min Video](https://www.loom.com/share/5ed62a735cd04031a79062374185e6cf)\n\n![](https://cdn.loom.com/sessions/thumbnails/5ed62a735cd04031a79062374185e6cf-with-play.gif)\n\nOur Ask:\n\n* Help us spread the word! Share this post and support us.\n* [Book a demo with us here](https://calendly.com/simon-veles/veles-product-discussion) or email us at [founders@getveles.com](mailto:founders@getveles.com). \n* A quick blurb to copy & paste: \"Check out Veles! They’re going through the current Y Combinator batch. Veles streamlines enterprise pricing and negotiations to provide the insights needed to close bigger deals, faster.\"\n\nWe are [Simon](https://www.linkedin.com/in/simonooley/) and [Patrick](https://www.linkedin.com/in/patkoperwas/), and we're on a mission to make every rep a top performer.",
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        "full_name": "Philip Koenig",
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        "full_name": "Kyle Franz",
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        "founder_bio": "CTO & Co-Founder at CommodityAI",
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        "title": "CommodityAI — The shipment management platform for commodity traders",
        "tagline": "Meet CommodityAI, the easiest way for commodity traders to manage shipments",
        "body": "Hi everyone! We’re [Philip](https://linkedin.com/in/philipkoenig), [Kyle](https://linkedin.com/in/kyle-manuel-franz-7a4351a8), and [Daniel](https://www.linkedin.com/in/dcervoni/) from [CommodityAI](https://commodityai.io/). We are building a platform for commodity traders to manage their shipments.\n\n**tl;dr** CommodityAI makes it easy for commodity trading companies to manage their shipments. One of the largest sugar traders uses our product to classify over a million documents, extract relevant fields from them, and organize them by shipment. They also use us to execute shipment-related workflows, like sending shipment status updates and generating vessel nominations.\n\n# **The Problem**\n\nShipping commodities requires a company to manage \\~200 processes and over 50 documents. Now imagine you're managing thousands of shipments a month, and tens of thousands in a year. As a result, a trading company’s workforce spends \\~70% of their day on admin and 40% of operating costs are allocated to labor. Almost all of our customer calls have had one thing in common: the trader or operations person can recall a time in the past 6 months when a document or process error resulted in the firm losing hundreds of thousands of dollars.\n\nThese processes also differ between customers. In other words, no 2 customers run their commodity trading operations the exact same way. This makes it difficult to build a one-size-fits-all solution without being intimately familiar with the space and the nuances of these shipments.\n\n# **The Solution**\n\nWe’ve built AI, automation, and collaborative tools built specifically for commodities trading. Our customers use CommodityAI to manage thousands of shipments and process millions of shipment-related documents. This includes classifying them, extracting relevant fields, and organizing them. They also use our platform to automate a series of time-consuming, related tasks that they do in their day-to-day, such as tracking vessels, generating vessel nominations, and sending real-time updates to their counterparty.\n\n**Document Processing Workflow: Classify, Extract data, create shipment**\n\n![uploaded image](/media/?type=post&id=79344&key=user_uploads/1800705/47492cb6-5514-42b8-97ea-03ad19cad07e)\n\n**Track and Send Shipment Status Updates**\n\n![uploaded image](/media/?type=post&id=79344&key=user_uploads/1800705/524a9171-3d63-42a0-8a14-d5360ecda593)\n\nOur goal is to ultimately take the number of manual processes within a commodities shipment down to 0, transforming the way commodity trading companies manage their operations.\n\n# **Ask**\n\nWe know there aren’t too many commodity trading companies probably checking YC every day, but we do know many founders worked as traders or know traders from previous work experience! We’d be extremely grateful for any introductions to potential customers or investors =).",
        "url": "https://www.ycombinator.com/launches/Kdk-commodityai-the-shipment-management-platform-for-commodity-traders",
        "votes": 85,
        "created_at": "2024-03-13T01:53:54.452Z"
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        "full_name": "Ulric Musset",
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        "title": "Datacurve - High quality code data to train foundation models",
        "tagline": "Providing code data by the best engineers, so you can build the most capable model",
        "body": "Hi! We’re [Serena Ge](https://linkedin.com/in/serena-ge-4583731b4) and [Charley Lee](https://linkedin.com/in/charley-lee) from [Datacurve](https://datacurve.ai/)!\n\nDatacurve provides expert quality code data at scale from highly skilled software engineers.\n\n* **Generative AI dev-tool startups** use custom data for models to optimize for tasks such as code editing, design to code, PR generation, etc.\n* **Foundation model** **labs** need expert data to improve general model coding capabilities like code debugging, code completion, code explanation, and others.\n\n### **The Problem – Why getting high-quality code data is _so hard_**\n\nFrom our experience training models, we believe the biggest bottleneck of progressing vertical LLM capabilities is the lack of curated, high-quality training data.\n\nAcquiring this high-quality data is difficult because:\n\n1. **Consistent, high-quality code data cannot be synthetically generated or scraped**. Tasks are often too challenging or specific for even the most capable models, and even a few incorrect samples can noticeably worsen the final training results.\n2. **Hiring human annotators is tricky**. Manual data labeling en masse tends towards low-skill gig work; it’s difficult to hire and retain highly competent engineers as annotators.\n\n### **The Solution**\n\nWe solve the data problem with our gamified annotation platform that attracts the best engineers to come and solve fun coding problems. We have already brought on top competitive programmers, as well as highly competent engineers who have worked at companies like Amazon and AMD.\n\nIn general, we get great engineers who **1) already have good careers**, and **2) already enjoy doing programming challenges outside of work**. Our gamified platform pays them for solving problems, which they already do for fun.\n\n![uploaded image](/media/?type=post&id=79129&key=user_uploads/620797/f311b3ee-119f-4564-9ebb-f3e9342d2781)\n\nData for **AI dev-tool startups** to train use-case specific models:\n\n* UI design to React components generation\n* Framework-specific optimized code generation\n* Repository-wide automatic PRs from GitHub issues\n* Intelligent coding copilot integrated IDEs. Data for code completion and debugging\n\nFor **foundation model labs**, the kinds of data our platform creates are:\n\n* Refactoring code for readability\n* Improving code for performance\n* Code generation for difficult problems or new features\n* Debugging runtime errors\n* Code walkthrough and explanation\n\n### **Our Team’s story **[**🧗‍♀️**](https://emojipedia.org/woman-climbing)** → 👨‍💻 → 👴 →**[**📊**](https://emojipedia.org/bar-chart)\n\nIn high school, I built a climbing training app with World Cup climbers, used by 3700 athletes from over 17 countries. Using the app I made myself, I qualified for Nationals twice!\n\nThis building experience was so amazing that it made me decide to study CS at UWaterloo, where I kept bumping into [Charley Lee](https://linkedin.com/in/charley-lee) in AI reading groups and advanced CS classes. So we started building together:\n\nWhile Charley interned at Google, we made a planning tool called UncleGPT that reached 930 users who created 1.3k projects and sent 5.5k messages on our platform.\n\nI interned at Cohere, where I trained models to improve reasoning capabilities through solving algorithms and gameplay.\n\nWe’re 19 now and building Datacurve.\n\n![](https://media.discordapp.net/attachments/1015470040755208252/1214702964816617544/IMG_1056.png?ex=65fa134a&is=65e79e4a&hm=b953fe679d9e73169fd4de1755f0354dc17365f7faf8178c05771fc866bebcbd&)\n\n### **Our Ask**\n\n* If you need **custom data** for your application (e.g., code editing, design to code, etc.), we should talk!\n* If you can introduce us to more foundation model labs, that would be amazing. Feel free to email me at [serena@datacurve.ai](mailto:serena@datacurve.ai)!\n\n  Thanks for supporting us!",
        "url": "https://www.ycombinator.com/launches/KaH-datacurve-high-quality-code-data-to-train-foundation-models",
        "votes": 109,
        "created_at": "2024-03-06T19:47:13.837Z"
      }
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    "id": 29459,
    "name": "Lumona",
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    "website": "https://www.lumona.ai",
    "all_locations": "Boston, MA, USA",
    "long_description": "Lumona is an AI-enabled search engine featuring insights from social media. When you’re looking to buy a new phone, instead of adding reddit to the end of your search and opening tabs of threads that take forever to get through, you can search on Lumona to get all of that processed for you on one page so you can make the best decision while saving time.",
    "one_liner": "AI-enabled search engine featuring insights from social media.",
    "team_size": 1,
    "industry": "Consumer",
    "subindustry": "Consumer",
    "launched_at": 1704065772,
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    "batch": "Winter 2024",
    "status": "Inactive",
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/lumona",
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    "city": "Boston",
    "country": "US",
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        "full_name": "Dylan Walker",
        "title": "Founder",
        "founder_bio": "Dylan is the co-founder and CEO of Lumona. He is from Ventura, CA and studied computer science and engineering at MIT. He gained insights into how systems and APIs at scale work with experience at Google and Stripe. Not having exposure to traditional avenues of applying to elite colleges, he relied on Reddit and Google to learn about how to maximize his chances of being admitted. Since then, he's been focused on enabling everyone to pursue their goals and equalize the playing field.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/dawalker-24",
        "x_url": "https://twitter.com/SS6_ELL",
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      {
        "user_id": 1647712,
        "full_name": "Qiong Zhou Huang",
        "title": "Founder",
        "founder_bio": "Qiong is the Co-Founder and CTO of Lumona. \n\nHe previously studied Computer Science at MIT, where he conducted Machine Learning research at the McGovern Institute of Brain and Cognitive Science. He was also co-president of MIT web.lab, a group that teaches web development to hundreds of MIT students over the winter semester.\n\nQiong has extensive experience building products that prioritize user experience, working at startups in diverse areas including computer vision, remote work, and edtech.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/qiong-zhou-huang-627243141",
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      {
        "user_id": 1647687,
        "full_name": "Philena Liu",
        "title": "Founder",
        "founder_bio": "Philena is the Co-founder and CFO of Lumona.\n\nShe studied CS with a minor in Math at MIT, where she was one of the lecturers in a student-run web-development class (web.lab) and the Tournament Co-Director of one of the most prestigious math tournaments in the world (HMMT). She had also worked on NLP and ML research projects before exploring LLM-assisted search with Lumona.",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/philena-liu",
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    "launches": [
      {
        "id": 84330,
        "title": "🔍 Lumona: AI-enabled search engine featuring perspectives from social media",
        "tagline": "Never add 'reddit' to your search again.",
        "body": "# **TLDR: When you’re looking to buy a new phone, instead of Googling iPhone 16 reviews and opening multiple Reddit threads, blog reviews, and YouTube videos to know if you want to buy it, you can search once on Lumona to get all that info on one page. Try it on our website!**\n\nHey YC, we’re Dylan and Qiong, the co-founders of Lumona. After working on a product search engine, we’ve decided to build a new general search engine that incorporates those insights, and more, to make search better.\n\n# **❌ The Problem**\n\nIt’s hard to find quality information online to help you decide which product to buy, which restaurant to go to, or whether a red flag is beige. You can easily get a list of links, an AI-generated answer, or even a summary of relevant Reddit threads, but you’ll then have to comb through the many new tabs you open, make sure the AI isn’t giving you fake news, and still go to each thread to make sure the commenters weren’t spam themselves. If search engines know so much about their results and users, why can’t they make something better that integrates all 3 into one result so you don’t have to spend your evening opening and closing tabs?\n\n# **✅ Our Solution**\n\n![uploaded image](/media/?type=post&id=84330&key=user_uploads/1635225/ab12b1fe-c995-4798-a98e-6a242e913253)\n\nLumona is our answer to that question. We believe that search should be something that builds trust, reflects what you find valuable on the internet, and, most importantly, helps you find the information you need. Instead of expecting you to blindly trust our AI, we give you reasons to by supporting it with information from real people and platforms you already trust. Instead of expecting you to sort through Reddit comments or YouTube videos to find that one comment or moment, we sift through them for you and give you the information you need, all on the same page. Instead of making decisions harder by giving you contradictory ads so that we can make more money, we give you the information you need to make the best decision for _you_.\n\n<https://youtu.be/bTWQ30DC7as?si=x-JriyasrAETILnF>\n\n# **🙏 Asks**\n\nTry it at [lumona.ai](https://lumona.ai). We’d also really appreciate any feedback you have, which you can submit on the website or by joining our [Discord](https://discord.gg/axDKbaUX). Thanks for reading!",
        "url": "https://www.ycombinator.com/launches/LwA-lumona-ai-enabled-search-engine-featuring-perspectives-from-social-media",
        "votes": 31,
        "created_at": "2024-09-27T00:57:16.102Z"
      },
      {
        "id": 79201,
        "title": "☀️ Lumona - Skincare product search with Reddit and YouTube reviews",
        "tagline": "Product search featuring recommendations from creators you trust.",
        "body": "# **TLDR - Our Ask (Try it!)**\n\nLumona simplifies your product research by serving Reddit and YouTube reviews directly alongside products.\n\n### **🔎 Search on Lumona for skincare products at** [lumona.ai](https://lumona.ai/)\n\nJoin our [Discord](https://discord.gg/zUXn5uu3bk) to chat with us or reach out to us via email ([founders@lumona.ai](mailto:founders@lumona.ai)), through the feedback button (top-left), [Twitter](https://twitter.com/LumonaAI), or [YouTube](https://www.youtube.com/@Lumona-AI).\n\n---\n\n# **🏋️ Who We Are**\n\n![uploaded image](/media/?type=post&id=79201&key=user_uploads/1635225/bbb1c779-0cba-46b4-b432-9df92710160d)\n\nI’m [Dylan](https://linkedin.com/in/dawalker-24) (center), co-founder and CEO of [**Lumona**](https://www.ycombinator.com/companies/lumona), a product search engine that brings you high-quality recommendations from the creators you trust. Instead of wading through pages of clickbait Google results or adding ‘reddit’ to your search, we deliver you products you’d otherwise spend hours researching for by compiling Reddit and YouTube reviews about the product.\\\n\\\nI’m working on Lumona alongside two fellow MIT Class of 2024s, [Philena Liu](https://linkedin.com/in/philena-liu) (left), our CPO, and [Qiong Zhou Huang](https://linkedin.com/in/qiong-zhou-huang-627243141) (right), our CTO. We have been working together since meeting during our sophomore year at MIT, recently winning HackMIT this past September. As part of MIT’s student-run Web Lab class, we taught over 300 students modern web development. As Gen-Zers ourselves, we’ve grown up being influenced by the content creators we watch every day and buying products online. We’ve spent hours combing over r/SkincareAddiction posts and watching YouTube videos to get to the skincare routines we have right now, and that’s where we want to help.\n\n---\n\n# **❌ The Problem and ✅ Solution**\n\nProduct research takes time. As a teenager, I had acne that was painful and affected my self-esteem, and to solve this problem I was willing to spend hours looking for the right product because if I was wrong I would break out for weeks and make it worse. Before Lumona, I would’ve had to do this:\n\n1. Research on Reddit, YouTube, and Google for what makes a good face wash for the skin type I have (combination)\n2. Search Amazon for “face wash for combination skin”\n3. Look into each of the individual Amazon products\n4. Cross-reference each product with reviews about it on Reddit and YouTube\n   1. Reddit: Google Search “{product name} reddit”\n   2. YouTube: Search on popular skincare influencer’s channels for the product\n5. Decide which product I want to buy\n\nLet’s look at that same process with Lumona:\n\n1. Search on Lumona for “face wash for combination skin”\n\n   ![uploaded image](/media/?type=post&id=79201&key=user_uploads/1635225/b625fcee-a485-453b-91fa-73094129d95c)\n\n2. Research each product on Lumona, with the Reddit reviews and YouTube videos about the product already being associated with it\n\n   ![uploaded image](/media/?type=post&id=79201&key=user_uploads/1635225/210013d4-23c9-4dfa-83b7-83ff2ed85206)\n\n3. Decide which product I want to buy\n\nBy serving Reddit and YouTube reviews directly alongside the product, Lumona simplifies the product research process into one tab and search while giving you more confidence when you’re buying a product. Right now, we currently support skincare, and are excited to see what you think!\n\n# **🙏 Asks**\n\nSearch on Lumona for your skincare products [here.](https://lumona.ai)\n\nWe’d love to hear your feedback! Join our [Discord](https://discord.gg/zUXn5uu3bk) to chat with us or reach out to us via email ([founders@lumona.ai](mailto:founders@lumona.ai)), through the feedback button (top-left), [Twitter](https://twitter.com/LumonaAI), or [YouTube](https://www.youtube.com/@Lumona-AI).",
        "url": "https://www.ycombinator.com/launches/KbR-lumona-skincare-product-search-with-reddit-and-youtube-reviews",
        "votes": 107,
        "created_at": "2024-03-08T03:31:03.531Z"
      }
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    "id": 29460,
    "name": "Ryse",
    "slug": "ryse",
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    "website": "https://www.rysemarket.com/",
    "all_locations": "New York City, NY, USA",
    "long_description": "Ryse is the only marketplace where investors who want to buy leases can trade with real estate operators who want to sell leases.",
    "one_liner": "The secondary market for real estate leases",
    "team_size": 13,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1711502260,
    "tags": [
      "Fintech",
      "Machine Learning",
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      "B2B",
      "Proptech"
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    "batch": "Winter 2024",
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    "industries": [
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    "regions": [
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      "America / Canada",
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      "Partly Remote"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/ryse",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/ryse.json",
    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
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        "user_id": 159369,
        "full_name": "Sean Mitchell",
        "title": "Founder/CEO",
        "founder_bio": "Sean Mitchell went to Florida A&M University where he received a bachelor's in Business Administration and minor in math and computer programming. He started his career in 2009 at JP Morgan's Chief Investment Office, where he was part of a 5-person team that managed a $30B structured mortgage backed security portfolio. Sean began working for Corbin Capital Partners in 2012, where he managed a $300M in a structured credit portfolio. Sean co-founded REZI (YC W17), a tech-enabled property manager.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/seanfmitchell",
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      {
        "user_id": 166772,
        "full_name": "Harsh Yadav",
        "title": "Founder/CTO",
        "founder_bio": "Harsh earned his MS, Computer Engineering from Rutgers, New Brunswick, New Jersey in 2010. He also has a Bachelor of Technology degree from the National Institute of Technology in Allahabad, India. Harsh began his career at Consumer Reports in 2010; helping transitioning Consumer Reports print media to web first world. In 2013, Harsh joined Torrential Inc., a digital media company as their VP, Engineering. Harsh co-founded REZI (YC W17), a tech-enabled property manager.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/harsh-yadav-a382b911",
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      {
        "id": 79735,
        "title": "Ryse: The secondary market for real estate leases",
        "tagline": "Ryse enables the trading of $1.5T in leases between banks/asset managers and real estate operators",
        "body": "Hello everyone! We’re [Harsh](https://www.linkedin.com/in/yadav-harsh/), [Sean](https://www.linkedin.com/in/seanfmitchell/), [Tom](https://www.linkedin.com/in/thomasleonardsmith/) and [Seva](https://www.linkedin.com/in/seva-levitski-4107053/). We’re building Ryse: the secondary market for real estate leases.\n\nSee it here: [Ryse | Innovative Growth Capital For Modern Real Estate Operators (rysemarket.com)](https://www.rysemarket.com/)\n\n**_TL;DR_**\\\nRyse _is the only marketplace where investors who want to buy leases can trade with real estate operators who want to sell leases._\n\n**The Problem**\\\nFinancial institutions like banks, asset managers and insurance companies want to invest directly into the $1.5T in real estate leases originated in the US each year, but they can’t.  Why?\n\n* There's no marketplace for buyers and sellers to meet\n* There's no access to or standardization of the data required to underwrite opportunities\n* There's no existing infrastructure to support trading, reporting, or payment processing\n\n**The Solution**\\\nRyse is the first marketplace where lease buyers and sellers can transact seamlessly. We're building a marketplace where:\n\n* Buyers have access to underwriting data sourced directly from custom API integrations with Sellers\n* We standardize that data into a format that makes it easy to understand and compare to other investments (loans, bonds, t-bills, etc.)\n* We automate trade execution, reporting, and payment processing\n* We enable real estate experience providers to innovate and scale without balance sheet risk.\n\n**See Who Our Customers Are:**\n\n![](https://lh7-us.googleusercontent.com/BZE6zMCgR0w_OqsVfyOkTsSPdlM6_QTiZhPdSUfJH9CxogpJusXtp6p-IweULkz7rnvuJ-5ttOEnn3D_D5TQhIq7w1vCtXCSXxUBR7r4ie8MD0orOyNRYqBj6UTuaEYEIcujpPkGVRLjgIRFye59xF8)\n\n**User Experience**\\\nSee how our customers interact with Ryse:\n\n* Buyers:\n\n  ![uploaded image](/media/?type=post&id=79735&key=user_uploads/166772/de468896-0660-4dd1-a091-1ccce3044664)\n\n  ![uploaded image](/media/?type=post&id=79735&key=user_uploads/166772/40bff86c-434f-4c2d-a473-6bfe9a8b018b)\n\n* Sellers:\n\n  ![uploaded image](/media/?type=post&id=79735&key=user_uploads/166772/8f3f7f4f-50a9-47fe-a8a6-b48553daff75)\n\n  ![uploaded image](/media/?type=post&id=79735&key=user_uploads/166772/69969c5e-ce23-4bb8-a0ed-472113fc0cbe)\n\n\n**Traction**\\\nSince launching 10 weeks ago, we've signed a $100M term sheet with our first buyer, a $3B+ AUM asset manager. We are also engaged in late-stage negotiations on our first $50M seller term sheet, which is expected to close in Q2 2024.\n\n**An Experienced Team**\\\nOur founding team worked together at REZI (YC W17), a prop-tech company whose software aimed to make renting an apartment as simple as ordering on Doordash. When building REZI, we learned that financial institutions had an enormous appetite to buy leases as an asset class.\n\n**Our Ask**\\\nIf you’re a real estate operator or financial institution interested in using Ryse, please email us at [hello@rysemarket.com](mailto:hello@rysemarket.com)",
        "url": "https://www.ycombinator.com/launches/Kk3-ryse-the-secondary-market-for-real-estate-leases",
        "votes": 14,
        "created_at": "2024-03-27T13:56:19.649Z"
      }
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    "id": 29461,
    "name": "Magic Hour",
    "slug": "magic-hour",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/57875ffefcede579f19a1952d91ce8fd43305cc7.png",
    "website": "https://magichour.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Magic Hour is a browser-based creative platform and API for generating and editing video, images, and audio. Creators and teams use more than 100 tools, including face swap, lip sync, image-to-video, text-to-video, image editing, and voice generation. Developers integrate the same capabilities through our REST API, official SDKs, and hosted MCP server.",
    "one_liner": "AI media creation platform for creators and developers",
    "team_size": 2,
    "industry": "Consumer",
    "subindustry": "Consumer -> Content",
    "launched_at": 1702093402,
    "tags": [
      "Generative AI",
      "Video",
      "Media",
      "API",
      "Creator Economy"
    ],
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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      "United States of America",
      "America / Canada",
      "Remote",
      "Partly Remote"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/magic-hour",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/magic-hour.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/magichour",
    "x_url": "https://twitter.com/magichourai",
    "fb_url": "https://www.facebook.com/magichourai",
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        "full_name": "Runbo Li",
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        "full_name": "David Hu",
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        "founder_bio": "David is the co-founder and CTO of Magic Hour. Previously, he worked as a full stack engineer at Skillz, leading multiple product development teams from Series B to IPO. He worked across the entire tech stack, from user interface down to infrastructure management. ",
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        "title": "Magic Hour - Create engaging videos using AI",
        "tagline": "Magic Hour makes it easy for anyone to create professional-quality videos",
        "body": "Hi everyone! We're [Runbo](https://www.linkedin.com/in/runboli/) and [David](https://www.linkedin.com/in/davidhu2000/), and we’re building [Magic Hour](https://magichour.ai/), a video creation platform that makes it easy for anyone to create professional-quality videos.\n\nImagine swapping your face onto [Anne Hathaway’s](https://vimeo.com/919285653?share=copy) in The Devil Wears Prada, or transforming [Michael Jordan](https://www.instagram.com/reel/C0etTFPu82Y/) into a marble statue shooting a game-winner in the Colosseum.\n\n**Try Our Website**: [**magichour.ai**](https://magichour.ai)\n\n![](https://lh7-us.googleusercontent.com/uj-ZNSVmwSdWtWRUhHFLgD15D5jMgY15bfHB-ZqNZqo4widCmOnzG23lk7XMCuZahyrBie0WUW1T6SyhgbAocdpOanu9vfNtZ6Io9DNQdt2ni5BGj1Tth5gy3JMk2PsTtv879SvBJeKxY3UQusUQvYs)\n\n**The Problem**\n\nMany creators, professionals, and businesses struggle to produce enough engaging, high-quality videos due lack of video production expertise and constraints on time and budget.\n\n**The Solution**\n\nWe take the best open-source AI models, figure out the best settings, and put them in a user-friendly UX so anyone can create high-quality videos in three easy steps: **choose a template, customize it, and share it**.\n\n**About Us**\n\nOur moms are best friends and introduced us in 1997 (left). Magic Hour is born out of experiences helping our parents market their small businesses, where we learned how hard it is to create engaging video content.\n\n![](https://lh7-us.googleusercontent.com/wO2hXAv9DwXnRIIawRUkI2NMU2Jz4N3pLBWLRahJBSmMQl-tsjBHfEcA3iCanBClT4KculXKeeR0uavWcXtmTRqeKk0sqyMXuVrj-cXbQ3oHPUW16DyTDnYECf0DYdXFuYCc9zN6QKQ8eWdhOYIf_KY)\n\n**Our ask**\n\n* Try <https://magichour.ai>\n* Share with friends and family\n* Give us feedback at [founders@magichour.ai](mailto:support@magichour.ai) \n* If you have any connections to businesses that make a lot of video content, especially professional sports teams, we’d love to connect\n\nFeel free to reach out at [founders@magichour.ai](mailto:support@magichour.ai) anytime!",
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    "long_description": "Penciled (W24) is an AI front office assistant for physical therapy. Penciled's AI assistant schedules out plans of care, sends reminders and processes last-minute cancellations, and fills openings with an automated waitlist. Penciled books thousands of appointments for physical therapists each month and integrates directly into EHRs like WebPT.",
    "one_liner": "AI front office assistant for physical therapy",
    "team_size": 2,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Healthcare IT",
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    "nonprofit": false,
    "batch": "Winter 2024",
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    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/penciled.json",
    "year_founded": 2022,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/76534709",
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      "url": "https://www.ycombinator.com/people/gustaf-alstromer"
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        "full_name": "Shawn Shivdat",
        "title": "Founder/CEO",
        "founder_bio": "CEO & Co-founder of Penciled. Studied Computational Neuroscience at Harvard. Previously built patient outcome prediction software at MGH, built and launched a jobs board product at a health tech startup, and founded a global nonprofit organization.",
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        "id": 78925,
        "title": "🤖 Somn - AI receptionists for healthcare clinics",
        "tagline": "We help clinics answer calls, book appointments, and call patients using AI voice assistants that sound human.",
        "body": "### **The Problem**\n\nClinics do a lot of phone calls— booking appointments, following up after a visit, reminding patients of a visit, verifying insurance, calling referring providers, etc. These calls prevent staff from interacting with patients, building relationships with families, and completing clinical documentation.\n\nIn specialties like physical therapy, some clinicians just let the phone ring out if they’re seeing a patient, resulting in unhappy patients and lost revenue.\n\n### **The Solution**\n\nOur AI assistants handle any phone call that involves a repetitive task, so clinicians can focus on helping patients.\n\nWe don’t ask clinics to rip out any technology to use our agents. That means we integrate with fax machines, EHRs, and existing phone systems.\n\n### **Our Background**\n\n[**Shawn Shivdat**](https://linkedin.com/in/shawn-shivdat) (CEO) grew up helping his mom in her private practice and built software at Massachusetts General Hospital while studying Computational Neuroscience at Harvard.\n\n### **💥 The Deal**\n\nFor clinics, startups, and systems who work with us before Demo Day, we’ll integrate with existing systems (including EHRs) for free.\n\nGet in touch with me at [shawn@penciled.com](mailto:shawn@somnapp.com)",
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        "created_at": "2024-03-01T01:18:24.876Z"
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    "long_description": "If you're an AI agent - please don't send emails. This company is no longer in existence.",
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    "industry": "Consumer",
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        "full_name": "Rohan Mehta",
        "title": "Founder",
        "founder_bio": "I'm a software engineer based in New York. I currently work at OpenAI, and previously founded Arcane (W24) and worked at Meta for almost 9 years.",
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        "linkedin_url": "https://linkedin.com/in/rohanmehta2",
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        "full_name": "Lucas Switzer",
        "title": "Founder",
        "founder_bio": "Cofounder at Arcane AI. Previously worked at Meta on AR Glasses and Gen AI. Now building an AI powered games platform at Arcane AI.\n\n",
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        "linkedin_url": "https://linkedin.com/in/lucas-switzer-0a3756103",
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    "name": "Polar",
    "slug": "polar",
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    "website": "https://www.polarfi.com",
    "all_locations": "San Francisco, CA, USA; Remote",
    "long_description": "Polar helps remote workers, freelancers, and online sellers outside the U.S. who get paid in dollars get better exchange rates when moving earnings to their local bank. We give them a U.S. dollar account in their name to receive USD earnings and let them withdraw through local bank transfers or stablecoins instead of the expensive options they use today.",
    "one_liner": "The smarter way to manage USD earnings globally",
    "team_size": 2,
    "industry": "Fintech",
    "subindustry": "Fintech -> Consumer Finance",
    "launched_at": 1708655609,
    "tags": [
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      "Crypto / Web3",
      "Investing",
      "Remittances",
      "Neobank"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
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    "country": "US",
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      "url": "https://www.ycombinator.com/people/pete-koomen"
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        "full_name": "Grant Ackerman",
        "title": "Founder/CEO",
        "founder_bio": "Grant is the co-founder & CEO of Polar. Grant previously led Altruist's integration of SSG, which Altruist acquired to become the third-largest custodian by number of RIAs behind Schwab and Fidelity. Before that, Grant helped grow Princeton’s endowment from $26.1 billion to $37.7 billion as a member of the 20-person investment staff. Grant graduated from Princeton, where he studied Economics, Computer Science, and Finance.",
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        "linkedin_url": "https://linkedin.com/in/grant-a-391184a5",
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        "user_id": 1691392,
        "full_name": "Andrew Wang",
        "title": "Founder/CTO",
        "founder_bio": "Andrew is the co-founder & CTO of Polar. Before that, he worked in quant research and software engineering at Citadel and Bridgewater. Andrew graduated from Princeton, where he majored in Operations Research & Financial Engineering (ORFE).",
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      {
        "id": 78734,
        "title": "GoldenBasis - Modern back-office software for brokerages",
        "tagline": "Revamping the brokerage operations tech stack, starting with account transfers",
        "body": "### **TLDR;**\n\n[GoldenBasis](https://www.goldenbasis.com) makes it easy for brokerages (think Schwab or Fidelity) to run their back office with modern software, and we’re starting with investment account transfers. For example, when you want to transfer your stocks from Schwab to Fidelity, GoldenBasis would let Fidelity gather your transfer information, track the status of your transfer, and automatically update their internal records.\n\n### **Ask**\n\nIf you or someone you know is leading a brokerage operations team and wants to improve their account transfer process, please reach out at [founders@goldenbasis.com](mailto:founders@goldenbasis.com)!\n\n### **A quick primer on account transfers**\n\n* Account transfers exist so you can move to a new brokerage without selling your positions, which could incur taxes.\n* Incoming account transfers are a primary source of growth for brokerages.\n* Over $90 billion of assets are transferred every month in the US. Surprisingly, 18% of these transfers are delayed, often for several weeks \\[1\\].\n\n**How the process works**\n\nLet’s say you want to transfer your assets from Schwab to Fidelity. The following needs to happen:\n\n* You fill out an account transfer form at Fidelity.\n* Fidelity sends this information to Schwab.\n* Schwab tells Fidelity what assets are in your account.\n* Fidelity makes sure they can hold these assets.\n* Your assets move to Fidelity a few days later.\n\nThis back-and-forth process is part of a standard protocol called ACATS, and it lets brokerages transfer assets to each other electronically \\[2\\]. The process above sounds straightforward, but there are hundreds of edge cases detailed in manuals that total over 1000 pages.\n\n### **Problem**\n\nTransfers are supposed to take 3-4 days but often take weeks. During the transfer:\n\n* You can’t trade your assets.\n* To find out the status of your transfer, you need to contact customer support.\n* The brokerage receiving your assets is missing out on revenue.\n* The brokerage delivering your assets gets in trouble with the regulators if they don’t go quickly enough.\n\nWhy are delays so common? It’s because there are multiple rounds of manual data entry and any small mistake (e.g. missing comma) can delay the transfer. Furthermore, the operations team has to resolve issues on outdated platforms that are hard to use.\n\nHere’s a taste of the experience today:\n\n* You begin the transfer by filling out a daunting form.\n\n  ![uploaded image](/media/?type=post&id=78734&key=user_uploads/714908/c77b27cb-a621-4364-a3dc-4f2f371897b0)\n\n* The brokerage operations team re-enters your form and handles issues in a back-office system.\n\n  ![uploaded image](/media/?type=post&id=78734&key=user_uploads/714908/9a53a162-695a-40b4-a41a-a7cc1cb1834d)\n\n\n### **Solution**\n\nGoldenBasis provides a modern software stack that solves these issues:\n\n* With GoldenBasis, you don’t need to fill out any forms. Just upload your account statement from the brokerage you want to leave, and our AI extracts and validates the fields, which vastly reduces errors.\n\n  ![uploaded image](/media/?type=post&id=78734&key=user_uploads/714908/1966b057-cc89-42ab-b4ce-acc20f50d53a)\n\n* GoldenBasis lets you easily track the status of your transfer so you know what’s going on without having to contact support.\n\n  ![uploaded image](/media/?type=post&id=78734&key=user_uploads/714908/984e522f-5537-4876-b8d3-748ca0971ed5)\n\n* GoldenBasis provides modern GUIs for the operations team to handle issues.\n\n  ![uploaded image](/media/?type=post&id=78734&key=user_uploads/714908/234c33e9-a876-4aba-9080-30c7d741a042)\n\n\n### **Team**\n\n![uploaded image](/media/?type=post&id=78734&key=user_uploads/714908/9c49f965-4e87-4d7e-86ec-eb85ead3e823)\n\n[Grant](https://linkedin.com/in/grant-a-391184a5) (CEO) met [Andrew](https://linkedin.com/in/andrew-wang-0b5526109) (CTO) in college at Princeton, where they became best friends. In fact, Andrew was the best man at Grant’s wedding. They teamed up to take on their biggest adventure yet: building a startup and reading a couple thousand pages of manuals along the way.\n\nBefore GoldenBasis, Grant worked at Altruist, where he discovered the outdated technology that was causing so much pain for brokerage back offices. He also led Altruist’s integration of SSG post-acquisition, which made Altruist the third-largest custodian for financial advisors, behind Charles Schwab and Fidelity. Before that, Grant helped grow Princeton’s endowment from $26.1 billion to $37.7 billion as a member of the 20-person investment staff.\n\nBefore GoldenBasis, Andrew did quant research and software engineering at Citadel, where he built trading systems that process billions of dollars per day. Before that, he worked at Bridgewater, where he wrote software to model global economies and trade fixed-income securities. Andrew loved the prospect of bringing legacy systems to the modern age, especially the back office since it’s so often neglected.\n\n\\[1\\] <https://www.sifma.org/wp-content/uploads/2022/10/SIFMA-Transfer-of-Customer-Assets-Guidance-2022.pdf>\n\n\\[2\\] <https://www.investopedia.com/terms/a/acat.asp>",
        "url": "https://www.ycombinator.com/launches/KTu-goldenbasis-modern-back-office-software-for-brokerages",
        "votes": 19,
        "created_at": "2024-02-26T04:35:58.966Z"
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    "id": 29466,
    "name": "Overheard",
    "slug": "overheard",
    "former_names": [
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    "website": "https://withoverheard.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Tell Overheard what you're deciding, like how to fix churn or which feature to build next. It writes the interview, talks to your customers by voice, and comes back with answers.\r\n\r\nMost teams make these calls without hearing from customers because setting up interviews takes weeks and nobody owns it. Overheard gets you answers in days - no researcher needed.\r\n\r\nTeams use Overheard to find out why customers churn, test concepts and prototypes, set pricing, and run win/loss interviews.",
    "one_liner": "Know what your customers want, because they told you.",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1711038198,
    "tags": [
      "SaaS",
      "Design",
      "Feedback",
      "Market Research",
      "AI"
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    "nonprofit": false,
    "batch": "Winter 2024",
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    "stage": "Early",
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    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
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        "full_name": "Tyler Lehman",
        "title": "Founder/CEO",
        "founder_bio": "I'm the founder and CEO of Overheard. I was previously a PM at Meta, where I built API products and developer platforms for WhatsApp and Instagram. Before that, I worked on business and product analytics at Airbnb and LinkedIn. I also spent a few years as a consultant at Bain and as a full stack software engineer building information management software for libraries and universities.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/tyler-lehman",
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    "launches": [
      {
        "id": 79580,
        "title": "Overheard (formerly OpenFoundry): Know what your customers want, because they told you.",
        "tagline": "AI that interviews your customers by voice.",
        "body": "**Update (September 2026):** We've moved on from open source AI infrastructure. Tell Overheard what you're deciding, like how to fix churn or which feature to build next. It talks to your customers by voice and comes back with an answer, with every point linked to the moment a customer said it. Check it out at [withoverheard.com](http://withoverheard.com). The original OpenFoundry launch post is below.\n\n# **tl;dr**\n\nHi everyone! We’re [Tyler Lehman](https://www.linkedin.com/in/tyler-lehman/) and [Arthur Chi](https://www.linkedin.com/in/arthur-chi-000/) from OpenFoundry. **We’re building the fastest developer experience for building on open source AI.** Imagine Hugging Face if it were built from the ground up for startups instead of ML researchers.\n\n**Our first product ([live on GitHub](https://github.com/openfoundry-ai/model_manager)) is a command-line tool to deploy open source models onto your own cloud with a single line of code.**\n\n![uploaded image](/media/?type=post&id=79580&key=user_uploads/1579075/6f0eccb2-7717-484c-8b4e-070258698d0c)\n\n[Here’s a demo](https://www.youtube.com/watch?v=49ay9Gqbc1U) where we ship Microsoft’s Phi-2 model to our cloud. A couple of lines of code to deploy, and in just minutes the server is ready for inference.\n\n# **🔮 Open source AI is the future**\n\nAI is the new layer in the tech stack. It’s as big a shift as cloud and mobile were two decades ago. **We believe open source AI will dominate this market**. Open source is catching up to the competition, and there’s a compelling business case for it: it’s faster &amp; cheaper for many use cases, it can be self-hosted, and it reduces platform risk.\n\n# **❌ But there’s a big problem: the developer experience is _rough_**\n\nAs great as open source models have become, the developer experience around them is bad. You have to cobble many components together and must trudge through poor documentation, flaky APIs, hacked-together solutions, and clunky cloud configs. **All of this slows developers down.**\n\nIn contrast, closed source companies like OpenAI provide an easy developer platform that just works out of the box with almost zero effort.\n\n**We’ve talked to many startups who are interested in moving more of their workloads onto open source models, but they feel stuck** with their expensive closed source solutions because it’s so painful to switch.\n\n# **✅ We’re solving this by making the experience effortless**\n\nOpenFoundry makes working with open source AI awesome so that it’s as easy to fine-tune, deploy, and scale products on open source models as it is on OpenAI.\n\n![uploaded image](/media/?type=post&id=79580&key=user_uploads/1579075/8a7ebec0-82cc-44e3-b7b2-8a8dab90b519)\n\nWith OpenFoundry, you’ll be able to:\n\n* **Ship to your cloud in just a few lines of code** _\\[We’re starting here!\\]_\n* **Find the best models, datasets, and practices for your use cases**\n* **Prototype and fine-tune in minutes**\n\nWithin the first week of launching we **already have customers putting critical workloads into production with our first product**. Several customers have even asked to invest in us, which we see as a clear sign that we’re building something important that people want.\n\n# **💪 We’ve done this before**\n\n**We built developer tools and communities at our previous jobs!** Prior to YC, Tyler built developer platforms for Instagram and WhatsApp that are used by more than a million developers. Arthur built large-scale APIs at Slack for products used by more than 350K customers.\n\n![uploaded image](/media/?type=post&id=79580&key=user_uploads/1579075/66b3d66c-f252-49d5-b466-e198fcc4da2b)\n\nWe’ve spent the last several months building products with open source AI and know first-hand the challenges of getting everything to work together. We’re excited to build a first-class developer experience to make building on AI faster.\n\n# **🎤 Our ask**\n\nWe’re excited to talk to more startups building with AI who are already using open source models or are interested in learning how to build on them!\n\nWe’d love to chat! You can reach us at [tyler@withoverheard.com](mailto:tyler@withoverheard.com)\n\nYou can also find us at [openfoundry.ai](http://www.openfoundry.ai) and [github.com/openfoundry-ai.](http://github.com/openfoundry-ai)",
        "url": "https://www.ycombinator.com/launches/KhY-overheard-formerly-openfoundry-know-what-your-customers-want-because-they-told-you",
        "votes": 59,
        "created_at": "2024-03-21T17:29:36.118Z"
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  {
    "id": 29467,
    "name": "Powder",
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    "website": "https://www.powderfi.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Powder is an AI tool that helps wealth advisors rapidly create sales proposals that are personalized for each prospective client.  Using LLMs, Powder is able to automate a series of manual tasks such as understanding documents and conversations to create mind-blowing analysis that builds immediate trust.\r\n\r\n\r\nPowder has 3 main features to automate sales workflows -\r\n\r\n1. Brokerage, tax and estate document parser thats fast and accurate.\r\n2. Meeting notetaker thats able to capture personalized insights.\r\n3. Portfolio analysis tool that optimizes portfolio returns, risk and fees.\r\n\r\nOur app saves hours of time and creates a pinpoint proposal that lifts a firm's ability to win new business.\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n",
    "one_liner": "AI Agents for precise document analysis",
    "team_size": 6,
    "industry": "Fintech",
    "subindustry": "Fintech -> Asset Management",
    "launched_at": 1705898735,
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    "tags_highlighted": [],
    "top_company": false,
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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      "America / Canada",
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      "Partly Remote"
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    "stage": "Early",
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    "app_answers": null,
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    "url": "https://www.ycombinator.com/companies/powder",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/powder.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/powderfinance/",
    "x_url": "https://twitter.com/PowderFi",
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    "primary_partner": {
      "name": "Garry Tan",
      "url": "https://www.ycombinator.com/people/garry-tan"
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    "founders": [
      {
        "user_id": 30926,
        "full_name": "Kanishk Parashar",
        "title": "Founder/CEO",
        "founder_bio": "cofounder/CEO Powder - AI growth platform for wealth advisors.  Previously, I was cofounder/CEO of RCI Navigator.  Navigator helps asset and wealth managers to pace into private assets such as VC, PE, Infra, etc. while taking risks into account.  It was acquired by Addepar in Jan 2021.  Navigator is used by 150+ firms including UBS and Morgan Stanley.  Before that I was cofounder/CEO of Coin (YCW13).  Coin was a all-in-one digital credit card that combined all your cards into one.",
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        "linkedin_url": "https://linkedin.com/in/diamondk",
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      },
      {
        "user_id": 1254758,
        "full_name": "Soo Yung Cho",
        "title": "Founder/CTO",
        "founder_bio": "Sooyung is the co-founder and CTO of Powder, AI sales copilot for wealth advisors. Prior to founding Powder, Sooyung was a founding team member of RCI which was acquired by Addepar in 2021. Sooyung graduated from Johns Hopkins with a BS degree in Computer Science. Out of work, he enjoys playing lacrosse.",
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      {
        "user_id": 1512625,
        "full_name": "David Goerz",
        "title": "Founder",
        "founder_bio": "Co-founder & Chief Investment Officer for Powder Finance, which is building an AI Sales co-Pilot for wealth advisors to automate gathering financial holdings, analyze portfolios, assess risk tolerance, and summarize data to engage faster and efficiently.\n\nHe managed portfolio strategies for institutional asset owners for 33 yrs on mandates up to $30B in assets with pioneering innovations in quantitative equity and return forecasting, optimization and risk management. Chair, Investment Committees",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/davidgoerz3",
        "x_url": "https://x.com/StrategicCAPM",
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      {
        "user_id": 1658092,
        "full_name": "Dominic Tully",
        "title": "Founder",
        "founder_bio": "I am currently the co-founder and Head of Sales and Operations at Powder. Prior to Powder, I work at the fintech firm, Addepar, as both a Senior Account Executive and Senior Account Manager. I started my career at Goldman Sachs, where I worked in the Private Wealth Management division in San Francisco. ",
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        "linkedin_url": "https://linkedin.com/in/dominic-tully-b9418292",
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    "jobs": [
      {
        "id": 81529,
        "title": "Founding Software Engineer, Agents",
        "url": "https://www.ycombinator.com/companies/powder/jobs/grrytZl-founding-software-engineer-agents",
        "location": "Redwood City, CA, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$100K - $150K",
        "equity_range": "0.30% - 1.00%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": [
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          "Python",
          "React",
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    "news": [
      {
        "title": "Wealthtech Startup Powder Raises $5M in Seed Funding | Wealth Management",
        "url": "https://www.wealthmanagement.com/technology/wealthtech-startup-powder-raises-5m-seed-funding",
        "date": "Jul 22, 2024"
      },
      {
        "title": "Introducing Powder: Generative AI Co-Analyst | Wealth Management",
        "url": "https://www.wealthmanagement.com/technology/introducing-powder-generative-ai-co-analyst-revolutionizing-wealth-management",
        "date": "Mar 04, 2024"
      },
      {
        "title": "Fintech founders pair AI and client prospecting in new platform for financial advisors | Financial Planning",
        "url": "https://www.financial-planning.com/news/fintech-founders-pair-ai-and-client-prospecting-in-new-platform-for-financial-advisors",
        "date": "Nov 13, 2023"
      }
    ],
    "launches": [
      {
        "id": 110475,
        "title": "Playbook — AI agents that run wealth management operations",
        "tagline": "AI agents that discover, execute, and verify work for wealth management firms",
        "body": "**Playbook is an AI orchestration platform for wealth management firms.**\n\nInstead of waiting for a human to prompt an AI copilot, Playbook deploys persistent AI agents that continuously discover work, investigate it, execute workflows, and verify the results.\n\nToday, **\\~40 wealth management firms representing $660B in client assets are already on the platform.**\n\nWe’re launching Playbook publicly at:\n\n[**https://askplaybook.ai**](https://askplaybook.ai)\n\n![uploaded image](/media/?type=post&id=110475&key=user_uploads/1254758/9eb08224-7480-445e-baba-0808170dea5f)\n\n## The Problem\n\nWealth management firms have spent years digitizing their businesses.\n\nThey have CRMs, portfolio management systems, custodians, financial planning tools, document repositories, email, meeting notes, and increasingly, AI copilots.\n\nBut there’s still a fundamental problem:\n\n**Someone has to notice that work needs to happen.**\n\nConsider something simple.\n\nA client normally keeps $100K in cash. One morning, that balance becomes $600K.\n\nThere may be no email.\n\nNo task.\n\nNo meeting.\n\nNo explicit instruction telling an advisor to investigate.\n\nSomeone has to notice the change, understand why it happened, determine whether action is required, gather the relevant context, decide what to do next, execute the work, and make sure it was done correctly.\n\nAI copilots can make individual steps faster, but they still generally depend on a human to recognize the work, provide the context, and initiate the process.\n\nThat led us to a different question:\n\n**What if the work discovered itself?**\n\n## Introducing Playbook\n\nPlaybook is built around persistent AI agents that operate across a wealth management firm.\n\nAt the center is the **Playmaker** — an orchestration agent responsible for understanding what is happening across the firm and coordinating work.\n\nThe Playmaker delegates to specialized agents we call **Playrunners**.\n\nEach Playrunner can be responsible for a specific domain or workflow: portfolio monitoring, tax opportunities, estate planning, client follow-up, compliance, meeting preparation, or other operational work.\n\nTogether, they operate in a continuous loop:\n\n**Observe → Discover → Anticipate → Plan → Execute → Verify → Persist → Repeat**\n\nInstead of asking an advisor to constantly tell AI what to do, Playbook continuously looks for work worth doing.\n\n## How does it work?\n\nImagine again that a client's cash balance unexpectedly moves from $100K to $600K.\n\nPlaybook can detect the change and begin investigating.\n\nWhat caused the cash increase?\n\nWas there a security sale?\n\nDid money arrive from an external account?\n\nIs this expected based on an upcoming purchase or distribution?\n\nDoes the advisor already know about it?\n\nAre there investment, tax, or planning implications?\n\nPlaybook gathers the available context, determines what it knows and what it still needs to know, and brings the advisor the information and questions required to make a decision.\n\nFrom there, agents can coordinate the downstream work.\n\nThe important difference is that the advisor didn't have to discover the issue first.\n\n**The system discovered the work.**\n\n## Verification is the product\n\nAs we built Playbook, we became convinced that making agents capable of doing work is only half the problem.\n\nThe harder question is:\n\n**How do you know their work is correct?**\n\nAs AI generation becomes faster and cheaper, verification becomes increasingly important — especially in financial services.\n\nOur architecture separates execution from verification.\n\nThe agent performing a task should not simply be trusted to grade its own work.\n\nPlaybook uses independent verification steps to evaluate outputs, evidence, and completion before work is considered finished.\n\nThis creates another important principle for us:\n\n**Appropriate autonomy, not maximum autonomy.**\n\nHumans remain responsible for objectives, standards, risk boundaries, and judgment.\n\nThe agents handle the work within those boundaries, while consequential actions remain auditable end to end.\n\n## Why does this matter?\n\nThe traditional question around AI in wealth management has been:\n\n**\"How many hours can we save an advisor?\"**\n\nWe think there's a more interesting question.\n\nImagine a wealth management firm where the marginal cost of operational work approaches zero.\n\nSuddenly, the constraint isn't just employee time.\n\nThe question becomes:\n\n**What would you do for every client if your firm effectively had unlimited operational capacity?**\n\nWould you review every portfolio every day?\n\nContinuously search for tax opportunities?\n\nCheck every estate plan when circumstances change?\n\nPrepare for every meeting automatically?\n\nFollow up on every commitment?\n\nContinuously verify that nothing has fallen through the cracks?\n\nThat's the future we're building toward with Playbook.\n\n## Where we are today\n\nPlaybook is already being used by **\\~40 wealth management firms representing approximately $660B in client assets.**\n\nWe're working closely with these firms to understand what happens when AI moves beyond isolated copilots and becomes an operational layer across the enterprise.\n\nAnd we're just getting started.\n\n## The Ask\n\nWe're looking for a small group of wealth management firms that want to work directly with our engineers on **enterprise-wide agentic automation**.\n\nIf you run or work at a wealth management firm, we'd love to hear about the workflows you think agents should own.\n\nAnd if you're building agents yourself, we'd especially love feedback from the YC community on our approach to **persistent agents, orchestration, and independent verification.**\n\nCheck out Playbook:\n\n[**https://askplaybook.ai**](https://askplaybook.ai)\n\nWe'd love your feedback. 👋",
        "url": "https://www.ycombinator.com/launches/Sjr-playbook-ai-agents-that-run-wealth-management-operations",
        "votes": 5,
        "created_at": "2026-08-13T19:28:17.154Z"
      },
      {
        "id": 77718,
        "title": "Powder: Gen AI co-analyst that helps wealth advisors win new clients",
        "tagline": "We automatically generate beautiful proposals that highlight an advisor's value prop",
        "body": "Hey everyone! We’re [Kanishk](https://www.linkedin.com/in/diamondk/), [Dominic](https://www.linkedin.com/in/dominic-tully-b9418292/), [SooYung](https://linkedin.com/in/soo-yung-cho-53643811), [Jeff](https://www.linkedin.com/in/jeffrey-magder-3a62563/) and [David](https://www.linkedin.com/in/davidgoerz3/) from [Powder](https://powderfi.com).\n\n\\------\n\n**TLDR**: [Powder](https://powderfi.com) is building a generative AI co-analyst to help wealth advisors win new clients by automating the sales process.\n\n\\------\n\n**Problem**:\n\nWealth Advisors have an arduous sales process that has little transparency and leaves prospective clients unclear of the value they provide.\n\nAdvisors relying on their current manual operations are facing a tremendous challenge to scale.\n\nPowder is for wealth advisors who are:\n\n* Frustrated with burning costly analyst time making sense of prospects’ portfolio data\n* Dealing with very long sales timelines to win over prospects\n* Struggling to create beautiful presentations that highlight their value to prospects\n* Looking to leverage the latest technology to future-proof their firm\n\n**Solution**:\n\nHow can advisors stand out from the noise and close more prospects?\n\nBy leveraging Powder’s generative AI document and conversation extractor to rapidly leverage the prospect’s portfolio.\n\n![uploaded image](/media/?type=post&id=77718&key=user_uploads/30926/7f9f09fd-3369-49de-b99c-7b505c81a6e2)\n\nBy fine-tuning analytics that automatically demonstrates better investment returns, reduced portfolio risk, reduced tax consequences, and lowered investment fees.\n\n![uploaded image](/media/?type=post&id=77718&key=user_uploads/30926/14840681-c801-48df-83b2-cda90d62f686)\n\nCreating beautiful presentations that succinctly outline the benefits to the prospective client.\n\n![uploaded image](/media/?type=post&id=77718&key=user_uploads/30926/07d70c8a-5629-4027-bc04-879ebefca06d)\n\n**Who are we**:\n\nKanishk and SooYung previously founded [RCI Navigator](https://addepar.com/addepar-navigator) (acquired by Addepar).  Navigator is being used by 150+ firms including the biggest wealth advisors on the planet such as UBS and Morgan Stanley.  We repeatedly witnessed how sales were such a massive pain point.  We carried forward our expertise on how to build for and sell to wealth advisors.\n\nDominic worked at Addepar as both a Senior Account Executive and Senior Account Manager. He started his career at Goldman Sachs, where he worked in the Private Wealth Management division.\n\nDavid managed portfolio strategies for institutional asset owners for 33 years on mandates up to $30B in assets.\n\nJeff was the founding engineer at Arcade.xyz and an early BitGo employee.  He has 20 years of full-stack experience across multiple domains.\n\n**Ask**\n\nInterested advisors can sign up directly on our website - <https://powderfi.com> or set up a meeting with us - <https://calendly.com/powderfi/intro?month=2024-01>",
        "url": "https://www.ycombinator.com/launches/KDW-powder-gen-ai-co-analyst-that-helps-wealth-advisors-win-new-clients",
        "votes": 18,
        "created_at": "2024-01-22T15:12:53.197Z"
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    "id": 29470,
    "name": "Eris Biotech",
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    "website": "http://www.erisbio.com",
    "all_locations": "Salt Lake City, UT, USA",
    "long_description": "We are developing cancer therapeutics using small molecules that inhibit immune suppression. Our drugs engage the immune system to aggressively fight tumors. Our therapeutic portfolio addresses a range of solid tumors, starting with mesothelioma. ",
    "one_liner": "Our drugs engage the immune system to fight tumors",
    "team_size": 2,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Therapeutics",
    "launched_at": 1706246904,
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    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
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    "year_founded": 2023,
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    "country": "US",
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      {
        "user_id": 1579332,
        "full_name": "Evita Weagel",
        "title": "Founder/CEO",
        "founder_bio": "PhD in microbiology and molecular biology with an emphasis in cancer immunology, working on developing drugs that reawaken the immune system to fight cancer. First-generation immigrant from Peru. Mom of two boys. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/evita-weagel-ph-d-62b19737",
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      {
        "user_id": 1593818,
        "full_name": "Rachel Garlick",
        "title": "Founder",
        "founder_bio": "PhD in Immunology from Dartmouth College. Engineered many novel cancer immunotherapies. We build cancer drugs that reawaken the immune system to fight cancer for you. No tox, no side effects, and most importantly -- no cancer. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/rachel-brog-garlick",
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      {
        "id": 78251,
        "title": "Eris Biotech - Developing drugs that reawaken the immune system to kill cancer",
        "tagline": "Tumors turn OFF the immune system. Our drugs turn the immune system ON to kill cancer.",
        "body": "**About us**\n\nHello 👋 We’re [Evita](https://www.linkedin.com/in/evita-weagel/) and [Rachel](https://www.linkedin.com/in/rachel-brog-garlick/), co-founders of [Eris Biotech](https://www.linkedin.com/company/eris-biotech). We met working at the same lab at BYU when Evita was a Ph.D. student and Rachel was an undergrad. We collaborated on a peer-reviewed paper and conference presentations, and we’ve been friends since! Rachel went on to Dartmouth for her Ph.D. and later worked at a startup developing cell therapies. Evita went on for a postdoc and a career in drug development in big pharma. Rachel has developed multiple novel therapies for patients and Evita has brought numerous drugs to the clinic. We’re excited to bring our expertise together to build a first-in-class treatment that follows our mission to aggressively fights cancer, but also improve the patient experience.\n\n![uploaded image](/media/?type=post&id=78251&key=user_uploads/1579332/86e96bb5-bf3c-4acc-9041-1efbe0d836a0)\n\n**Our Backstory**\n\nEvita, working in drug development, saw promising cancer drugs fail because they were simply too toxic. Rachel, in cell therapy, saw the same problem as treatments that worked in principle caused too much collateral damage. Both realized that the real issue was not just the drugs themselves but the way most cancer treatments rely on toxic approaches that also wipe out our best weapon against cancer, the immune system. Tumor immune evasion is one of cancer’s greatest strengths, yet few were tackling it head-on. We founded Eris Biotech to change that and to develop therapies that stop tumors from hiding and reawaken the immune system.\n\n**The Problem**\n\nOne of cancer’s greatest weapons is its ability to hide from the immune system. Tumors release billions of **tiny vesicles** that contain “don’t attack me signals” and  shut down the immune system, blinding it to their presence. This immune evasion lets cancer spread unchecked while most current treatments, such as chemotherapy, radiation, and even some immunotherapies, further weaken the body’s natural defenses.\n\n**Our Solution**\n\nEris Biotech develops small-molecule drugs that prevent tumors from forming and releasing immune-suppressing **tiny vesicles**. By stopping this process, we remove cancer’s disguise, restore immune surveillance, and give the body’s natural defenses the upper hand. Essentially, our drug doesn’t kill cancer directly like toxic chemotherapies – instead, our drug awakens the immune system to fight cancer for you. This approach targets one of cancer’s most powerful survival strategies while avoiding the high toxicity of traditional treatments. We’re starting by targeting mesothelioma, a cancer of the lung lining, with a 5-year survival rate under 13 percent.\n\n**Contact us**\n\nIf you want to learn more about our science and mission, you can reach us at [**founders@erisbio.com**](mailto:founders@erisbio.com)",
        "url": "https://www.ycombinator.com/launches/KM7-eris-biotech-developing-drugs-that-reawaken-the-immune-system-to-kill-cancer",
        "votes": 186,
        "created_at": "2024-02-07T21:04:37.925Z"
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    "id": 29471,
    "name": "Senso",
    "slug": "senso",
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      "Senso AI"
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    "website": "http://www.senso.ai",
    "all_locations": "Toronto, ON, Canada",
    "long_description": "Senso is building the infrastructure for the agentic web.\r\n\r\nAs AI agents replace websites as the primary interface for discovery, decisions, and commerce, enterprises need a new way to control how agents understand, reason over, and act on their data. \r\n\r\nSenso enables companies to register agent-first domains, ingest first-party enterprise data, and publish verified, structured ground truth that AI agents can safely answer from, recommend with, and transact against. \r\n\r\nOur platform continuously evaluates how models use this context and adapts it to gain authority across leading LLMs.\r\n\r\nWe are building the System of Record for Verified AI—powering AI discovery, agentic commerce, and post-transaction resolution across regulated and enterprise environments. ",
    "one_liner": "Control what AI says about you",
    "team_size": 8,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1704454195,
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    "year_founded": 2024,
    "city": "Toronto",
    "country": "CA",
    "linkedin_url": "https://www.linkedin.com/company/senso.ai",
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      "name": "Tom Blomfield",
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        "user_id": 174638,
        "full_name": "Saroop Bharwani",
        "title": "Founder",
        "founder_bio": "Saroop Bharwani, a tech entrepreneur and AI thought leader, is the co-founder of Senso.ai, a company that delivers generative AI solutions to enterprises preparing to compete in the Age of AI.  ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/saroopbharwani",
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        "full_name": "Thomas Nelson",
        "title": "Founder",
        "founder_bio": "Innovative tech leader and AI enthusiast, Thomas is passionate about harnessing technology to enhance business intelligence and productivity. His diverse background in computer science and neuroscience, coupled with hands-on experience in startups and tech development, drives his success at Senso.ai.",
        "is_active": true,
        "linkedin_url": "https://ca.linkedin.com/in/thomas-nelson-35137b155",
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        "id": 89648,
        "title": "Account Executive | GEO & Agentic Commerce",
        "url": "https://www.ycombinator.com/companies/senso/jobs/R6HCKpD-account-executive-geo-agentic-commerce",
        "location": "New York, NY, US / San Francisco, CA, US / Remote (Toronto, ON, CA; Toronto, Ontario, CA)",
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        "role_type": null,
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        "experience": "6+ years",
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        "title": "Head of Sales ",
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        "id": 94210,
        "title": "Customer Success Specialist",
        "url": "https://www.ycombinator.com/companies/senso/jobs/TfpVA51-customer-success-specialist",
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        "role_type": null,
        "salary_range": "$60K - $65K",
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        "experience": "Any (new grads ok)",
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    "launches": [
      {
        "id": 77419,
        "title": "Senso: AI-Powered knowledge base designed for Credit Unions",
        "tagline": "We empower marketing and support teams with LLM generated insights to expand customer relationships",
        "body": "**TL;DR:**  In traditional industries like financial services, knowledge feels stuck.  Existing knowledge bases weren’t designed for LLMs, and the time it takes for marketing and support teams to access information negatively impacts retention, loyalty, and sentiment.  Senso is building an AI-powered knowledge base to expand customer relationships, starting in the Credit Union space.\n\n### **THE TEAM**\n\nHey YC! \n\nWe’re Saroop and Tom, the founders of [Senso.](https://senso.ai/) Over the past decade, we’ve been developing AI solutions for banks and credit unions, which provide marketing and support teams with insights to boost customer retention rates. \n\n![](https://lh7-us.googleusercontent.com/DAfnwslYaXLHlOwYDuTl2NRqS8xF2yykeRCwLt2h5lOnasJNX6KT_sGiK5eArtdcO_vVGruqBTLT_ygSd76mPmbrICMMdBX16FGO7OHl0-lZbWe5dHrYKGmmFnkKoP6tmk9BQAZPHfKZiGCB80AB5cs)\n\n![](https://lh7-us.googleusercontent.com/F8grB5SIoPZ_vbvBAWd2S0I4SHpNIwGbYHu9PRBBLqUZaQjnVwCOkoVCWZhYAsSmm8zQlXHN7VLkRIGZsCmTSYql37Sd3hcet5UdSDKz8TpeZ8Y7mDFCpWLec8Mi0wo7XwsZJpszME2gWgKDrw-xHf8)\n\nConsider the following scenarios, which we see happen over and over again: \n\n* You contact your financial institution only to be put on hold for up to 10 minutes and then transferred to another department.  \n* You get offers which are not at all relevant to your life circumstances.\n\nSound familiar? This type of experience has become the norm in industries like financial services leading to frustrated customers and missed opportunities. \n\n### **PROBLEM**\n\nWe’ve started in the US Credit Union industry. Why Credit Unions? Because expanding member relationships is their highest priority. Currently, inefficient means in accessing information, policies and procedures, and past behavior bring unexpected overhead.  A few examples:\n\n1. **Service Delays:** 40% of members are put on hold by support teams, sometimes for up to 5-7 minutes, due to difficulties in accessing policies, procedures, and member information.\n2. **Marketing Relevance:** Marketing teams face 2-4 week delays in obtaining behavioral data, resulting in missed opportunities to provide personalized service.\n\nThese challenges, common across nearly 5000 Credit Unions, stem from an inefficient system for aggregating data and surfacing member behavior, intent, interactions, and policies & procedures in a timely fashion.\n\n### **SOLUTION**\n\nSenso is building an AI-powered Knowledge Base designed for traditional enterprises, starting with Credit Unions. Our product provides a flexible way to centralize enterprise knowledge, such as documents and conversational data, that LLMs utilize to improve information flow across support and marketing teams.\n\nOur GTM strategy is to partner with industry leaders to distribute our product. In the Credit Union space, we’ve partnered with [CU 2.0](https://cu-2.com/) to launch an industry-specific version of Senso called _CuCopilot_, built using our APIs.\n\nHere’s an example of how our growing customer base is using our product to provide more timely and personalized service to members.\n\n1. Ingest and summarize thousands of conversations so that support and marketing teams can understand what members are asking. Examples of metrics surfaced are sentiment and call purpose.\n\n   ![uploaded image](/media/?type=post&id=77419&key=user_uploads/174638/10e5893a-1b2d-45ea-86c1-fedca7b51580)\n\n2. In this example, the Credit Union decides to track members speaking about loan and account openings, and sets a frequency to auto-generate weekly FAQ’s based on interactions.\n\n   ![uploaded image](/media/?type=post&id=77419&key=user_uploads/174638/4df28765-c44b-4c70-a05e-8265a7652fcc)\n\n3. Once the FAQ is generated, support agents can better answer questions related to loan and account openings by searching for auto-generated responses.\n\n   ![uploaded image](/media/?type=post&id=77419&key=user_uploads/174638/a187222e-e718-43b7-8044-1d343f16f440)\n\n\nOne of our customers, TruStone Financial, has seen a significant uptick in the speed in which they are able to answer questions, and their documentation has improved response quality significantly.\n\n![uploaded image](/media/?type=post&id=77419&key=user_uploads/174638/9577b7e4-2d4a-4bb5-9982-41fce71918cc)\n\n### **ASKS FROM FOUNDERS**\n\n1. **Know anyone at a Credit Union?**  If our product may be of interest to anyone running a P&L, an introduction would be appreciated.\n2. **Developers:**  We’ve onboarded API partners like [TribalScale](https://finance.yahoo.com/news/tribalscale-partners-senso-ai-unleash-150000474.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAJ5FFiJ4Pej-4tSgYnh45PteFM4xrVRuwXZZK3mvqK-lUuciuSI9jY88Qq7pom6NihzRn_otmzscFaXUov7dVagdrP2C-ZVpmIHbxdyR9N4P7PlewKr1KQdt7hZlCgiBeemMC-EHObWOeEYPwiYj4OdcjifctXfZVtvtxXacNFw4) and [Fundmore](https://ncfacanada.org/fundmore-x-senso-ai-launch-solution-to-transform-lending/) to launch AI-powered knowledge bases in their products and industries. If you’re a developer interested in doing the same, we’ll set you up with an API Key.\n3. **YC Alum:**  While our solution has primarily been targeted at Credit Unions, we are getting demand from other industries, and if our solution is of interest to you, please reach out to explore.\n4. **Fellow Founders:** We look forward to getting to know you!  Please reach out if there’s a potential partnership opportunity.\n\n**Follow us:** [LinkedIn](https://www.linkedin.com/company/senso.ai/), [X](https://twitter.com/gosenso), and [Facebook](https://www.facebook.com/sensoai).\n\nFeel free to get in touch: [hello@senso.ai](mailto:hello@senso.ai)\n\nThank you,\n\nSaroop & Tom",
        "url": "https://www.ycombinator.com/launches/K8h-senso-ai-powered-knowledge-base-designed-for-credit-unions",
        "votes": 150,
        "created_at": "2024-01-10T22:54:49.703Z"
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    "id": 29472,
    "name": "Silogy",
    "slug": "silogy",
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    "website": "https://silogy.io",
    "all_locations": "New York City, NY, USA; Remote",
    "long_description": "Silogy is building an AI-powered platform for chip developers to simulate and debug their designs.",
    "one_liner": "An AI-powered test and debug platform for chip developers",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
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    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
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      "name": "Brad Flora",
      "url": "https://www.ycombinator.com/people/brad-flora"
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        "user_id": 1524497,
        "full_name": "Kay Li",
        "title": "Founder/CEO",
        "founder_bio": "Cofounder and CEO of Silogy. Originally a math major, I became passionate about chips while working in high-frequency trading. Previously Hudson River Trading. Interested in all things related to chips and money.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/kay-li-84924128b",
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        "user_id": 151331,
        "full_name": "Paul Kim",
        "title": "Founder/CTO",
        "founder_bio": "SiLogy CTO and cofounder. Previously Cloudflare, Sense Talent Labs, United Auto Workers. Interested in all things software, especially EDA.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/paul-kim-7b766262",
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    "launches": [
      {
        "id": 79226,
        "title": "SiLogy: Chip design and verification in the cloud",
        "tagline": "All-in-one platform for chip and FPGA development teams",
        "body": "**TL;DR**: SiLogy is building a platform for chip developers to run tests, track test statistics, and collaborate on debugging.\n\n—\n\nHey, we’re [Paul](https://linkedin.com/in/paul-kim-7b766262) and [Kay](https://linkedin.com/in/kay-li-84924128b), the cofounders of [SiLogy](https://silogy.io). We’re building chip design and verification tools to speed up the semiconductor development cycle.\n\n## **The Problem**\n\nInterest in designing new chips is growing, thanks to demand from AI and the predicted decline of Moore’s Law. Since the number of possible states grows exponentially with chip complexity, the need for testing in simulation is exploding, with chip developers already spending 70% of their time on testing. (See this video on the [verification gap](https://www.youtube.com/watch?v=rtaaOdGuMCc)).\n\nTooling hasn’t kept up. The state-of-the-art in collaborative debugging is to walk to a coworker’s desk and point to an error in a log file or waveform file. Each chip company rolls out its own tooling and infra to deal with this—this was Kay’s entire job at his last gig. But they want to work on chips, not devtools! The solutions they come up with are often inadequate and frustrating. That’s why we started SiLogy.\n\n## **The solution**\n\nSiLogy is a web app to manage the entire digital verification workflow. (“Digital verification” means testing the logic of the design and includes everything before the physical design of the chip. It’s the most time-consuming stage in verification.)\n\nWe combine three capabilities:\n\n**Test running, results, and statistics**: Our CI tool runs tests in the cloud, allowing engineering teams unlimited flexibility in scaling their test volume. We also track each project’s progress in test coverage and test pass rate.\n\n![uploaded image](/media/?type=post&id=79226&key=user_uploads/151331/d9a4d2a6-9662-4ee6-8eef-e735b10885b6)\n\n**Killer application-specific features**: We’re building features tailored for verification use cases. We incorporate a test orchestration framework, waveform viewer, coverage report, and other features specifically for verification teams, providing customers an advantage over competitors using a generic CI solution such as Jenkins.\n\n![uploaded image](/media/?type=post&id=79226&key=user_uploads/151331/d2beb46c-884b-4fec-b731-698c1c0a2312)\n\n**Collaboration**: soon you’ll be able to send a link to and leave a comment on a specific location within a log or waveform file, just like in Google Docs.\n\n![uploaded image](/media/?type=post&id=79226&key=user_uploads/151331/db8f1954-dafb-4a9e-b739-1b883c4963ac)\n\n## **Asks**\n\nIf you have experience with Verilog, even just from college, give our product a try at <https://dash.silogy.io/signup>. Tell your loved ones who work on chip or FPGA design and verification to give us a try as well.\n\nIf you have thoughts on the state of verification, get in touch at [paul@silogy.io](mailto:paul@silogy.io). If you or someone you know wants a demo, schedule a meeting with us [here](https://calendly.com/d/5gd-rf6-66h/silogy-product-demo).\n\nThanks for your support!",
        "url": "https://www.ycombinator.com/launches/Kbq-silogy-chip-design-and-verification-in-the-cloud",
        "votes": 29,
        "created_at": "2024-03-08T22:44:21.395Z"
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    "name": "OddsView",
    "slug": "oddsview",
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    "website": "https://oddsview.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "OddsView is the one-stop-shop for sports betting tools and media. \r\n\r\nThe OddsView terminal allows users to browse millions of odds updated in real time to find the best bets. Users can access familiar features like positive expected value and arbitrage finders, as well as exclusive tools such as historical odds charts, all within a single platform.",
    "one_liner": "The Bloomberg Terminal of Sports Betting",
    "team_size": 5,
    "industry": "Consumer",
    "subindustry": "Consumer",
    "launched_at": 1709856073,
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      "url": "https://www.ycombinator.com/people/jared-friedman"
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        "full_name": "Davis Tong",
        "title": "Founder",
        "founder_bio": "OddsView co-founder and CEO\n\nDavis graduated as an Applied Science engineer from the Rutgers Honors College and started at Amazon as a software engineer. He mostly notably developed the data pipeline currently powering the Comparison Widget on 75% of product pages. ",
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        "title": "OddsView 📈 The Bloomberg Terminal of Sports Betting",
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        "body": "### **The Problem:  ❌ Growing market, few tools**\n\nSports betting is evolving, but its tools are stagnant.\n\nSince 2018, 30 states have legalized sports betting, empowering 25 million online sports bettors to wager over $85 billion in 2023.\n\nThis paved the way for a new generation of data-driven bettors, creating a parallel between sports betting and early financial markets -- rapid growth contrasted by primitive and fragmented tools. \n\n### **The Solution: ✅** [oddsview.com](http://oddsview.com/?ref=yc_l)\n\nInspired by existing tools in financial markets, OddsView is reinventing the sports betting experience by building a web-based platform that has the look and feel of a trading terminal.\n\nEquipped with real-time data feeds, users can track the price of a bet across different sportsbooks, see charted price history for the first time, and find high-value, profitable bets. By offering cutting-edge tools for professionals and amateurs alike, OddsView is the one-stop shop for all sports bettors.\n\n[Here’s a preview!](https://www.youtube.com/watch?v=qDu9O6vXqbg)\n\n### **The Team: 👨🧔‍♂️👨👨👨**\n\n[Henri](https://linkedin.com/in/zhanghenri), [Davis](https://linkedin.com/in/davistong), [Akaash](https://linkedin.com/in/akaashp), and [Ajay](https://linkedin.com/in/ajaykoritala) roomed and studied Computer Science together at Rutgers. They later worked at Amazon in NYC where they bonded with Akaash’s high school friend [Anthony](https://linkedin.com/in/anthony-ter) (Verkada) over entrepreneurship and newly legalized sports betting. Henri eventually quit to become a full-time sports betting consultant, where he experienced firsthand the lack of modern betting tools. Together, he and Davis built a profitable live tennis betting tool for themselves before bringing on the team to build a comprehensive solution that later became OddsView.\n\n![](https://lh7-us.googleusercontent.com/rPtgZ-tnJmvtrGr9TpT2N0qpOsk5cX00C6r3L_7ZKeVx2yE-2NaEAmgxGk0S4QMKqiBU_dKtjoZ0OWZa5pv2moZsY1lxW6heb4ru_lgAeWUYRqmjO8JG0x_hUWXSvXTv56Sx_5T6Qzib_gRibSFU4bY)\n\n### **Our Ask 🙏:**\n\nPlease share our website with any friends or family who sports bet! 🥳\n\nAnd please follow our [twitter](https://twitter.com/odds_view) and [linkedIn](https://www.linkedin.com/company/oddsview)!",
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        "body": "_Junction Bioscience is a therapeutics company building an autonomous AI scientist to navigate the discovery of transformative medicines. Our scientific hypothesis engine iterates upon breakthrough chemistry from the laboratory to achieve clarity and control over the molecular basis of disease. We focus on the intersection of neuroinflammation and immunology, where uncommon molecular insights position us to develop best-in-class therapies for millions of patients in need._\n\n# **Our thesis: A hypothesis engine to scale and commercialize scientific creativity**\n\nOur ability to measure and manipulate biology has grown beyond the wildest expectations. Yet, thousands of diseases remain with inadequate treatments. **The global biotechnology industry now faces a human bottleneck where the ability to formulate hypotheses and design rigorous experiments is far outpaced by the deluge of accessible data.**\n\n![](https://bookface.ycombinator.com/media/?type=post&id=79473&key=user_uploads/95683/8ef19807-b544-406f-95ba-cd1b724322a1)\n\nA new wave of powerful tools spanning both wet lab and computation has emerged for answering scientific questions. From our perspective, the greatest challenge and impact lies first in asking the right questions rather than simply accelerating the answers. The eventual success of a pharmaceutical drug in the clinic hinges upon crucial insights formed years in advance, and there is little ability to backtrack if better routes are identified. **Our autonomous hypothesis engine represents a revolutionary turning point where AI that can reason and rapidly formulate, test, and refine valuable ideas will work alongside interdisciplinary scientific teams.** Rather than looking for the proverbial needle in a haystack, our approach begins with the patients and centers on identifying the best possible mechanism to reverse disease with minimal side effects. We are excited about the broader industry applications of this new approach to scientific research and general-purpose AI. At the same time, we understand the real-world complexities of bringing medicines to the clinic and remain laser-focused on conducting our technology R&D in lockstep with efficient progression of our therapeutic programs.\n\n# **Our science: reconciling the physical world of atoms with cellular behavior**\n\nWe are focused on a narrow set of phenomena that are ubiquitous across drug targets yet pivotal for our autoimmune and inflammatory disease programs. **Our technology translates the dynamic physical world of atoms into a chemical code that we apply in our laboratory to change cellular behavior.** Reconciling biophysics with pathway biology is a holy grail of drug discovery and we are dramatically pushing this frontier. For instance, we are able to improve the signal-to-noise ratio in measuring molecular interactions in living cells by a factor of 1000x. **This challenging feat rewards us with unprecedented clarity into the molecular basis of disease and how to reverse it.** We select our targets based on where our laboratory provides an ideal data source for our AI and where validated biology meets enormous unmet patient needs and market opportunities.\n\n# **Our Team**\n\nWe are a small, creative team with the highest scientific standards. Our founder, [Brian Petkov,](https://linkedin.com/in/brian-petkov-b2a63680) is a theoretical physicist and drug hunter with degrees in mathematics and chemistry from Duke University and doctoral training from NYU. He was previously the first employee and Vice President at a computational drug design startup, where he led the Machine Learning operation and grew a 30-person team to success on previously undruggable targets.\n\n![](https://bookface.ycombinator.com/media/?type=post&id=79473&key=user_uploads/95683/2065cfb8-c5f0-4790-a234-62883511c4dd)\n\nAfter years in the biotechnology industry, he realized that the major bottlenecks in early drug discovery could be solved using a combination of AI and wet-lab molecular biology techniques that very recently emerged. He started Junction Bioscience to tackle the biggest challenges and markets and ultimately bring meaningful cures to patients in need.\n\n# Traction\n\n**We received our first six-figure partnership within a week of incorporating, and our early academic case study kindled a successful research collaboration with big pharma.**\n\n# \n\n# The Ask\n\nWe welcome collaboration proposals around our drug discovery platform. We are focused on our internal therapeutics pipeline and are open to partnership discussions across the biotech and pharma ecosystems. Contact [brian@junction.bio](mailto:brian@junction.bio).",
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        "title": "Piramidal's foundation model for brain waves could supercharge EEGs | TechCrunch",
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        "id": 78840,
        "title": "Piramidal: Foundation model for the brain 🧠",
        "tagline": "Get instant diagnosis for the vast majority of neurological conditions using our Foundational AI.",
        "body": "### **What is a brain foundation model?**\n\nWe are building a foundation model, from the ground up, trained on a massive and diverse corpus of brainwave data i.e. Electroencephalography (EEG). In other words, similar to how Large Language Models (LLM) are trained on human language ie. text, our model is trained on brain language ie. brainwaves. \n\nOur foundation model will be able to understand and detect the many facets of brain activity, from disease to wellbeing. Crucially, **similar to how ChatGPT can be fine-tuned to become a lawyer or a python developer, our brain foundation model will easily be fine-tuned to become a neurologist co-pilot or a biomarker discovery assistant.** And, this is only our first milestone - more on this below.\n\n![uploaded image](/media/?type=post&id=78840&key=user_uploads/1662387/900c449d-eefe-4a06-a12b-60617c60c437)\n\n### **The opportunity**\n\nOur brain foundation model will address a variety of use cases with minimal training, such as:\n\n* **Diagnosis** of a vast majority of neurological conditions.\n* Drug and **biomarker discovery** in clinical trials. \n* **Remote monitoring** of brainwave abnormalities, e.g., treatment response to drugs or sleep irregularities.\n* Real-time tracking of brain health, such as cognition or head injuries, measured through **helmets in sports and military**.\n* Empowering devices such as **Apple Vision Pro and Meta Quest** to translate brain signals into everyday actions.\n\n### **Why are we starting with neurological conditions?**\n\nDuring his PhD at London's St Thomas' EEG department, Dimitris discovered a key insight: EEG is a crucial test for neurological disorders, but its manual review process is both slow and error-prone. Specifically:\n\n* **Neurologists manually inspect the EEG** brainwaves to identify abnormal patterns. This can lead to a 30% margin of error and crucially misdiagnoses.\n* There is a **substantial rise of EEG data** being collected, due to the deployment of  remote EEG devices. Despite these remote devices continuously recording patients at home, there is no way to review this enormous and continuous stream of incoming data. \n* Conversely to the upward EEG data trend, **there is an extreme shortage of neurologists** leading to wait times lasting several months.\n\n### **Our first product**\n\nOur first product is **a copilot for epilepsy diagnosis**. The product, which is powered by our brain foundation model, will assist neurologists by obtaining diagnostic insights around a patient’s EEG, in real time. This approach cuts down the time to review EEG from hours to seconds. Additionally, our standardized EEG analysis reduces the margin of error from manual inspection, which in many cases leads to misdiagnosis and recurrent hospital visits.\n\nShortly after epilepsy, we will fine tune our foundation model to provide diagnosis for a vast majority of other conditions such as sleep and cognitive disorders.\n\n### **Who we are**\n\nWe are [Dimitris](https://www.linkedin.com/in/sacellarius/) and [Kris](https://www.linkedin.com/in/kris-pahuja-a59a905b/). Dimitris has a **PhD in neuroscience and AI**, and has been working on EEG for 12 years, but also shipped production level AI as a deep learning lead at IQVIA. Kris has a product background, building **healthcare and AI products across Google and Spotify**. We are both avid musicians and love punk rock. \n\n### **Our ask..**\n\nWe are looking for intros to:\n\n1. Neurologists, sleep doctors, neurotech companies, or companies in clinical trials in order to sign LOIs. We can automate the analysis of the brainwave (EEG) data at a fraction of their current cost.\n2. Academic or healthcare institutions that store EEG data. In exchange for accessing their EEG records, we will provide our model for free for research purposes.\n\nYou can send them our way to [info@piramidal.ai](mailto:info@piramidal.ai)!\n\nPlease also share our post and spread the world - you never know who it might help! 🖤",
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        "body": "👋 Hello world! It’s [Saif](https://www.linkedin.com/in/saifabuhashish/), [Omar](https://www.linkedin.com/in/omarabuhashish/), and [Pradhit](https://www.linkedin.com/in/pradhit/) here to introduce you to [Reform](https://www.reformhq.com/)!\n\n🤓 **TL;DR**\n\nReform is the easiest way for dev teams to build modern logistics software fast. Logistics service providers use our pre-built components and APIs to build software that can automate tasks such as quoting, shipment creation, and customs clearance filing. \n\nOne of the largest freight forwarders in Latin America is using Reform to automate shipment creation and invoice processing.\n\n\\\n**❌ Problem**\n\nLogistics service providers rely on dated, archaic ERP and transportation management systems (TMS) to manage their operations. These systems are rigid, closed, and opinionated. Oftentimes, they require customization, and hence, the need for logistics service providers to hire development agencies to build bespoke customizations and internal tools on top of these systems to make them easier to work with. \n\nAn alternative these companies resort to is to build an internal system from scratch to fit their business needs. However, such an undertaking is long, costly, and is oftentimes a distraction from their core business.\n\n\\\n**⚒️ Solution**\n\n**Reform is the sweet spot between buying a generic off-the-shelf TMS and building one in-house**. Our APIs and pre-built components allow logistics service providers to build the modern transportation management system they need - faster, better, and without the maintenance overhead.\\\n\\\nOur first product is an AI-powered API suite that allows logistics service providers to build custom automations for mundane tasks related to their TMS. \\\n\\\nOur APIs are used to power automation use cases including:\n\n🚢 Shipment and quote creation\n\n👮 Customs clearance filing\n\n🏭 Warehouse order intake\n\n🧾 Invoice reconciliation\n\n\\\n⚙️ **How it works**\n\n**Eliminate manual document analysis:** Our customizable AI-powered data extraction API, purpose-built for the logistics industry, allows you to extract data with high accuracy from incoming emails and documents including commercial invoices, BOLs, packing lists, and more.\n\n![uploaded image](/media/?type=post&id=79036&key=user_uploads/1369382/b3cfab82-392b-4fee-853c-1adaed324808)\n\n\\\n**Integrate with any TMS**: Our Universal API allows you to plug extracted data into any system without the burden of building and maintaining integrations.\n\n![uploaded image](/media/?type=post&id=79036&key=user_uploads/1369382/259bb079-8490-4260-b8b8-fc598221c91b)\n\n**Build beautiful interfaces:** Our headless UI components allow you to embed our APIs directly in your products and customer-facing dashboards.\n\n![uploaded image](/media/?type=post&id=79036&key=user_uploads/1369382/1200b04a-798a-44ea-8de9-0bbe694a316c)\n\n**Meet The Team**\n\n![uploaded image](/media/?type=post&id=79036&key=user_uploads/1369382/28bdbda5-b565-4a50-8d9d-919bed1cac4f)\n\nSaif and Omar are brothers, born and raised in Jordan, before moving to the US to pursue a career in technology. Saif built warehouse robotics at Amazon, conversational AI at Capital One, and category-defining SaaS at Drift. Omar was a founding engineer at Altan Insights, followed by building 0 → 1 products at CoinTracker (YC W18). Omar was also Pradhit’s favorite co-worker at CoinTracker, where together, they led the new products team. Before that, Pradhit was at Microsoft where he built data pipelines to process petabytes of telemetry data.\\\n\\\n🙏 **Asks**\n\n* If you know any freight forwarders, 3PLs, or logistics software providers that might be interested in Reform, send them our way!\n* Think we can help, have questions or feedback? [Book a call](https://calendly.com/omar-abuhashish/20-min) or reach out to us at [founders@reformhq.com](mailto:founders@reformhq.com)!",
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        "body": "# TL;DR TrueClaim is launching the world’s first transparent, AI-enabled healthcare third-party administrator for self-insured companies. Our technology saves 7% of healthcare costs with no change in benefits.\n\n![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXd330rcwyKAbzotz0OObzIOs_JWDEXzzgCk1x3obUhZs4ZJS0cF_LIglovUqHIoPsEe5ITuLtZqKZVp5te5tfJ_jVdIC2tExxkLDcS9gpqBqmnLilhLaXTVTYk73pb7ur0WXaWRVo_bfvqsSl858uEk2UA5?key=kUzqH6YgtferRadsNsWOWw)\n\n**Healthcare is expensive…**\n\nHealthcare benefits represent the second largest budget item in companies. While large corporations have internal resources and leverage to customize their plans, companies with <1,000 employees struggle to keep up. Healthcare costs are projected to grow by another 7% in 2025. Once again, employers will have to choose between increasing their expenditures, passing these extra costs onto their employees, or worsening benefits.\n\n**…and we’ll fix it**\n\nTrueClaim uses healthcare data and technology to enable benefits teams to offer better benefits at a lower cost. Our AI-enabled engine adjudicates and continuously reviews 100% of medical expenditures to save over 7% of healthcare costs. The savings can be as high as 20-30% when our benefits design suggestions are implemented.\n\n_This platform = Quickbooks for healthcare benefits expenditures_\n\n![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXeapGNXENFUScw2eAohjkZSPT3j3cwdbRP1OHxVIWQMtq5fCNjPFd3VyLTdpKIY5Skhhl0M1ouBw2EI4S4SDj6sywJ_ZQDz71EIJsZXhoU4Oti3th7dG6xkZCRUuzjs_jc_4LTnNDCJQt_lv7_DyZjIGxvn?key=kUzqH6YgtferRadsNsWOWw)\n\n_This app = how a member knows they can get better cheaper healthcare_\n\n![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXdat2XUZvAVJcj_2WH2JueXck-rt7yZAAfGZIWyE0ea3_HsXypFg9x_e0KaJYwYAigh3hJTG1nzPIhWFPHWc46Z4BC5dZcGE96Hqz03849gDj3MBWZPFVKXVNZ00DsHJfT-DzFcau5jCrUcL_0LlGRXtjU?key=kUzqH6YgtferRadsNsWOWw)\n\n**Not so fast!**\n\nOur first product reviewed medical bills for errors. It turns out that people don’t like interacting with their medical bills (surprise but no surprise). Naturally, we offered a similar solution to companies. Long story short, the best way to deliver on our vision to save 1.5% of GDP while improving quality of care is to be in the middle of healthcare transactions. If you are running a self-insured company and you just got curious, we should chat. \n\n**Who are we?**\n\n[Barbora](https://linkedin.com/in/podzimkovab) (CEO) ran HR, Benefits and Billing as Senior Director of Operations & Strategy as employee #30 at Hinge Health. [Bobby](https://linkedin.com/in/rwbayer) (CTO) built an end-to-end revenue cycle management platform as Senior Engineering Manager at pMD. [Dr. Leider](https://www.linkedin.com/in/hleider/) (Chief Medical Officer) is a board-certified internist with over 25 years of experience as a physician-executive, including serving as CMO of Walgreens.**\\\n\\\nOur Asks**\n\nTrueClaim is currently quoting customers with 1/1/25 benefits renewal dates. This is a crucial time for our company, and we’d appreciate your help:\n\n* Share this post! \n* Connect us with self-insured companies &/or their brokers and consultants\n  * \\* quick blurb to copy & paste: A team of experienced healthcare founders recently launched a new transparent healthcare TPA for self-insured companies that saves 7% of healthcare costs without a change in benefits. Check them out and contact [founders@trytrueclaim.com](mailto:founders@trytrueclaim.com) for more.",
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        "votes": 18,
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        "title": "👩‍⚕️ TrueClaim: Automating healthcare cost savings for companies",
        "tagline": "Our technology saves self-insured companies 7% of their healthcare budget.",
        "body": "👋 Hi\n\nWe’re [Barbora](https://www.linkedin.com/in/podzimkovab/) and [Bobby](https://www.linkedin.com/in/rwbayer/) from [TrueClaim](https://www.trytrueclaim.com/).\n\n**TLDR: Our software uses newly available healthcare data to save self-insured companies 7% in healthcare costs. **[**Schedule a demo**](https://calendly.com/barbora-k0k/trueclaim-founder-connect)** to see for yourself.**\n\n![uploaded image](/media/?type=post&id=79378&key=user_uploads/1125239/d7fb1137-606d-42e6-bd3a-e5e4336a3c90)\n\n**We saw a problem**\n\nThe American economy is on the verge of collapsing because of the ever-growing healthcare costs. Companies can no longer afford to pay 10% more to provide healthcare coverage to their employees every year. Something’s gotta give and we think that self-insured companies that provide healthcare benefits to 100 million Americans are in a great place to lead the change.\n\n**Our ‘Aha! moment’**\n\nWith AI advancements and the 2021 CAA laws that force insurance companies to give self-insured employers full access to their itemized healthcare invoices, we can build technology to help companies understand and manage their healthcare spending better than ever before. This allows benefits leaders to make the best decisions for their company and their employees.\n\n**TrueClaim was born**\n\nTrueClaim automates healthcare cost savings for self-insured companies using medical claims and price transparency data. TrueClaim continuously reviews 100% of healthcare invoices to detect billing errors, pharmacy and care savings opportunities. So far, we have identified an average of 10.96% savings opportunities in the $20.2M worth of medical claims we’ve reviewed since January. We also offer a cost recovery service with a 3x ROI guarantee.\n\n_Example #1: How can my company save on pharmacy expenditures?_\n\n![](https://lh7-us.googleusercontent.com/ZuELTk3UF9j1VmhZB-MnwM09PDdV8dAzvZupmTumlC90z7SjoJyQ970paZgTeZhZpvdB2GIlGQmPIoUjgBYbW5HsKE3e4g-VIedGEuPSy9IMcUqO3iyYtiv7y0kCr-2pUiNkO9kts22Pu3pGJ7sAZRI)\n\n_Example #2: How much would my company pay for healthcare with another health plan?_\n\n![](https://lh7-us.googleusercontent.com/sSMt3X37qNflLVvZ5vcbCTSa5hw8FwnKdk0HQHSks8jY688gsWddRT1Q7oXDStTU0kQbAEgw3hhEoaA23KQZKwz5Zg79NArTOWRMSG-13LozbvuDWSyGLpVITH-wRc6DzpF665II6pX3wuqEFmPERBQ)\n\n_Example #3: How are the various benefits offered to my employees being used and helping?_\n\n![](https://lh7-us.googleusercontent.com/Bzz1Vf496UWgUjeWKm0wd30CMPpiaiav3najTKVSrGglWy07BMuJQj_RajjIs-NWhCn9gj0dDXsSjr86zSl_3g9F-Legtg6VShyjUkOHktduqdPe_cpcbAZ9pro8nPRw43hV7dMZIJ3LAbnDSGlv_-8)\n\n**Our team**\n\nAs employee #30 at Hinge Health, Barbora built and ran a number of functions, including HR, Benefits, and Customer Billing. At Pine Park Health - a YC company in the value-based care space - she ran support, care coordination, and more. Barbora has her MBA from Stanford. \n\nBobby spent 7 years as a Senior Software Engineer building and scaling healthcare technology solutions at pMD. He established and grew pMD’s RCM software and services divisions and launched patient engagement software. Bobby has a Computer Science & Engineering degree from Santa Clara University.\n\n**So what?**\n\nWe’ve got big plans cooking! We are looking to speak with more Benefits Consultants who specialize in working with self-insured companies as well as Benefits / Total Rewards VPs / Directors / Managers. Please reach out or intro via [founders@trytrueclaim.com](mailto:founders@trytrueclaim.com) or schedule a demo directly [here](https://calendly.com/barbora-k0k/trueclaim-founder-connect).",
        "url": "https://www.ycombinator.com/launches/KeI-trueclaim-automating-healthcare-cost-savings-for-companies",
        "votes": 38,
        "created_at": "2024-03-13T23:10:57.999Z"
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    "long_description": "Healia is reinventing health insurance for dual income families. Our product enables companies to pay for the out of pocket costs of any employee that enrolls in their spouse's health insurance plan. This saves customers $10k per enrollee while providing an incredible employee perk: 100% coverage of a family's health costs.\r\n\r\nWe’re now up to 50+ customers coast-to-coast with over 40k employees using our product!",
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    "country": "US",
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        "full_name": "Priyang Shah",
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        "title": "Healia - Modern health insurance for dual income families 👨‍👩‍👦‍👦 ❤️",
        "tagline": "We enable companies to cover the expenses of employees on their spouse's health plan, saving companies $10k per family",
        "body": "**Tl;dr**\n\nHealia is reinventing health insurance for dual income families. Our product enables companies to pay for the out of pocket costs of any employee that enrolls in their spouse's health insurance plan. This saves customers $10k per enrolled family while providing an incredible employee perk: 100% coverage of a family's health costs.\n\n**2025 Update**\n\nWe’re now up to 50+ customers coast-to-coast with over 40k employees using our product!\n\n**The problem: Dual-income health insurance is a lose-lose for companies and families**\n\nThere are 41 million dual-income families in the country and they all have the same problem: whether they choose their plan or their spouse’s, they still have thousands in premium contributions and out-of-pocket costs.\n\nCompanies face a similar challenge: either employees enroll in their insurance and incur exorbitant costs ($17k/year/family) or the employee misses out on the largest employee benefit available, hurting the company’s recruitment and retention efforts.\n\n**✨ The solution: Both companies “split” coverage**\n\nOur product lets employers pay for the out-of-pocket costs (and premiums) of any employee who enrolls in their spouse's plan. There is no need for complicated coordination between employers. Employees just opt out of our customer’s plans and join their spouse’s. We then reimburse any eligible expenses on the spouse’s plan. This saves our customers $10k per enrollee and boosts recruitment and retention with an awesome perk.\n\n**💻 Our technology is so powerful that we even sell it separately**\n\nWe created a tool for employees that lets them compare costs between their employer's plan and their spouse's. Employees can upload a PDF of their spouse’s benefits guide, and our LLM will process the data, allowing families to see all of their options modeled.\n\n**👋 Ask: Connect us with:**\n\n1. Health insurance brokers that need innovative solutions for clients.\n2. HR leaders and CFO’s that want to lower costs while improving employee retention\n3. Or, just give us feedback! [founders@healiahealth.com](mailto:founders@healiahealth.com)",
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        "votes": 20,
        "created_at": "2024-02-26T15:58:17.227Z"
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    "all_locations": "San Francisco, CA, USA; Remote",
    "long_description": "We're building the HaploHub: a SaaS platform for genetic testing labs, concierge medical practices, and payer/providers to: \r\n * predict disease risk for their patients based on proprietary or publicly available genetic models\r\n * securely host, manage, and interrogate the genetic data of their population\r\n * generate reports and run the most common inference algorithms (phasing, imputation, ibd, etc.) without writing code \r\n\r\n",
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        "tagline": "Our product, the HaploHub, makes the world's best genetic risk models available to precision prevention programs, clinical trials, and genetic testing labs using any laboratory, microarray or next generation sequencing technology.",
        "body": "Hi! I’m [Mike](https://linkedin.com/in/polcari), founder of [Haplotype Labs](https://www.haplotypelabs.com). At Haplotype Labs, we believe that more precise prevention and screening will lead to longer healthspan and lower healthcare costs. \n\n![uploaded image](/media/?type=post&id=79664&key=user_uploads/1647013/730b958e-b667-4136-968b-5543aa5b9090)\n\nWe're building the HaploHub: a software platform that helps genetic testing labs, clinical trials, and prevention-focused medical practices to deploy **AI models that use genetics to predict, detect, and prevent disease**.\n\nI joined 23andMe after Series A and helped take it public after over 15 years as VP / Chief Architect. The technology that my team and I developed at 23andMe has delivered more genetic risk reports to more patients than any other in the world, but the translation to patient outcomes remains unsolved. At Haplotype Labs, we are working to close that gap and accelerate the translation of polygenic risk scores into improved healthspan for patients. We’re building the tech I wish I’d had at 23andMe and making it broadly available to the clinic.\n\n**_Precision_ Preventative Care**\n\nPreventative care programs currently stratify patients into risk categories for various conditions based on imperfect but still useful risk factors like demographics and family history. Patient stratification allows a care provider to optimize the financial expense and negative side effects of any given prevention program. For example, people with a family history of colon cancer are typically screened more frequently.\n\nDriven by falling prices of sequencing and improved model power, preventative care is on the cusp of broadly adopting genetic risk models as a means to further personalize these prevention programs and extend healthspan. These models can also play a role in the discovery of new medicines, and can accelerate clinical trials.\n\nPublished methods are improving rapidly and new models are published consistently. However, it is difficult to correctly and reliably compare the performance of these models or deploy them at scale.\n\n**Advanced technology made simple**\n\nWe're building the HaploHub: an easy-to-use SaaS platform for genetic testing labs, concierge medical practices, clinical trials, consumer brands, and payers/providers to:\n\n* predict disease risk for their patients based on proprietary or 4000+ publicly available genetic models using any genome-wide germ-line or methylation assay\n* securely host, manage, and interrogate the genetic data of their population\n* run the most common inference algorithms (phasing, imputation, ibd, etc.) without writing code\n* transition to low-pass sequencing and save 50-90% on sequencing costs\n\n**Get in touch!**\n\nWe’re eager to get this technology out into the world! We would love to speak with concierge practitioners, clinical trial investigators, or anyone interested in using genetics to extend health span. If that sounds like you, please reach out!\n\n[yclaunch@haplotypelabs.com](mailto:yclaunch@haplotypelabs.com)",
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        "title": "🎯🦠  Granza Bio – Cancer targeting attack particles derived from our body’s immune system",
        "tagline": "We engineer \"attack particles\" that selectively target and kill cancer cells, eliminating unwanted side effects and toxicity.",
        "body": "**Tl;dr:** We are [Granza Bio](https://www.linkedin.com/company/granza-bio-yc-w24/), two PhD graduates in Oncology and Immunology from the University of Oxford on a mission to develop personalised and targeted cancer treatments. We are working on a new weapon in our immune system’s arsenal – “[**attack particles**](https://www.science.org/doi/10.1126/science.aay9207)”. We are turning this concept into a therapeutic product that can eliminate any cancer without harming the surrounding healthy cells, preventing adverse side effects.\n\nHey everyone, we are (Ashwin)²\n\n![uploaded image](/media/?type=post&id=78838&key=user_uploads/1718918/c608a07f-d480-40c7-bb19-16fc620b9666)\n\n# **Team**\n\n🧑🏾[Ashwin Jainarayanan](https://www.linkedin.com/in/jainarayananak/) – Clarendon Scholar and Synthetic Immunologist with extensive research experience on attack particles derived from immune cells.\n\n 🧑🏾[Ashwin Nandakumar](https://www.linkedin.com/in/ashwin-nandakumar-menon/) – Cancer biologist specializing in immuno-oncology, who has previously set up clinical trials and brings extensive Oncology start-up experience.\n\n👨🏻‍🔬 [Mike Dustin](https://www.kennedy.ox.ac.uk/team/michael-dustin) – Professor of Molecular Immunology at the University of Oxford. Widely recognised for his work on immunological synapses and discovered attack particles.\n\n# **❌ Problem:**\n\n\\~50% of cancer patients receive treatments that are (1) ineffective and (2) lead to unwanted and avoidable side effects.\n\n**(1) _High mortality rates:_** Ineffective treatments lead to cancer relapse and ultimately, increased likelihood of dying from cancer. Five-year survival rates are lower than 5% for patients with late-stage cancers including lung, pancreas, and brain cancer.\n\n**(2) _Toxicity and adverse side effects_**: While emerging treatments such as immunotherapy and CAR-T cell therapy are effective in some patients, they also impact their healthy tissues. This causes high toxicity and adverse side effects.\n\n# **✅ Solution: Granza Bio’s cancer-targeting attack particles**\n\nWe have identified **attack particles** ⚡: a powerful suite of weapons in our immune system’s arsenal. These attack particles carry proteins like **_granzymes_** and **_perforins_** that instantly kill cancer cells.\n\n[Watch how it works!](https://www.youtube.com/watch?v=f5IPz1YaAiE&ab_channel=AshwinMenon)\n\n# **📋 Factfile: Granza Bio’s attack particles**\n\n* **💀 High cancer-killing efficacy** in brain, ovarian, lung, and skin cancers.\n* ⚙ Engineered to target **only the cancer cells**, leaving the surrounding healthy cells untouched, meaning no toxicity or adverse side effects.\n* 🧠 Capable of targeting **brain cancers** by crossing the blood-brain barrier.\n* **🎯** Perfectly suited to a **platform approach** meaning we can use attack particles to target a great range of diseases including cancers, autoimmune diseases, and infections.\n* 🏭 **Highly stable** and easy to manufacture.\n\n**Lock & Key method – attack particle targeting cancer**\n\n# \n\n![uploaded image](/media/?type=post&id=78838&key=user_uploads/1718918/0fcc26f3-2645-4d78-aee9-8287c2e707c2)\n\n# **🙏 Our Asks:**\n\n* Share this post with your network and help spread the word!\n* If you’re as excited as we are about this novel approach to eradicating cancer and would like to learn more about what we’re doing, email us at [founders@granzabio.com](mailto:founders@granzabio.com)",
        "url": "https://www.ycombinator.com/launches/KVa-granza-bio-cancer-targeting-attack-particles-derived-from-our-body-s-immune-system",
        "votes": 762,
        "created_at": "2024-02-28T01:19:33.419Z"
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    "id": 29496,
    "name": "VoxOps AI",
    "slug": "voxops-ai",
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    "website": "https://www.voxopsai.com/",
    "all_locations": "London, England, United Kingdom",
    "long_description": "Garages, dealers and lenders receive and make a huge number of calls across the customer journey, covering many uses cases. Customers don't want to be kept waiting and want to be proactively informed with reminders and updates by their service providers. \r\n\r\nVoxOps automates up to 80% of their inbound and outbound calls, whilst automating downstream workflows.",
    "one_liner": "Voice AI for Automotive",
    "team_size": 6,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1703336574,
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    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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      "Europe"
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    "stage": "Early",
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    "url": "https://www.ycombinator.com/companies/voxops-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/voxops-ai.json",
    "year_founded": 2023,
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    "country": "GB",
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      "url": "https://www.ycombinator.com/people/brad-flora"
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        "user_id": 1005097,
        "full_name": "Stefan Vukcevic",
        "title": "Founder/CEO",
        "founder_bio": "Ex-Revolut pirate turned AI romantic.\n\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/stefanvukcevic",
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      {
        "user_id": 1005662,
        "full_name": "John Hesler",
        "title": "Founder",
        "founder_bio": "Embarked on my construction journey at the age of 16, I've relentlessly climbed the industry ladder, starting from the grassroots and ascending to the summit. With a profound commitment to excellence,I've cultivated a wealth of knowledge that spans the entire construction spectrum. Now, as a pivotal force behind Konstructly, I'm excited to channel my expertise towards revolutionising the construction Industry worldwide.",
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        "linkedin_url": "https://www.linkedin.com/mwlite/profile/in/john-hesler",
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        "id": 77091,
        "title": "Konstructly - Making construction payments more efficient",
        "tagline": "Digitise subcontractor payments and connect them to QA and progress. ",
        "body": "# Tl;dr\n\nWe digitize subcontractor invoicing and payment approvals (valuations) and connect them to the respective quality checks of the works, trade handovers, and live progress. \\\n\\\n[Konstructly](https://konstructly.com/) not only streamlines manual processes and provides unparalleled visibility, it drives productivity from contractors’ supply chains using the ultimate incentive - cash.\n\n# Team 👷👷👷\n\nHi everyone, we’re [Dima](https://linkedin.com/in/dmitryvim), [John](https://www.ycombinator.com/companies/www.linkedin.com/mwlite/profile/in/john-hesler), and [Stefan](https://linkedin.com/in/stefanvukcevic), and we’re on a mission to prevent overspend in construction. We’re doing this by ‘following the money’ and mapping payments directly to their corresponding works on-site.\n\n![uploaded image](/media/?type=post&id=77091&key=user_uploads/1005097/6f11951c-d0eb-4ec6-854c-db4c448cf807)\n\n# \n\n# The Problem ❌\n\nIn construction, Production— those doing and managing the build on-site— are disconnected from Commercial, those responsible for the project’s finances and profitability. \\\n\\\nThis ultimately results in overspending. \\\n\\\nFor example, quantity surveyors spend 25-50% of their time processing subcontractor invoices, mostly because they don’t have the necessary data on hand. They also spend a lot of time on low-value, manual tasks like data entry. This means that they spend less time on high-value tasks like tendering and procurement, where oversights result in costly mistakes. \\\n\\\nLack of visibility means that a lot of stuff gets swept under the carpet, only to resurface at the end of a project (eg. variations). It also means that subcontractors are less accountable as it’s more difficult to prove things, resulting in reduced productivity, more rework, and longer delays. \n\n# \n\n# The Solution ✅\n\nA single app connecting Production and Commercial stakeholders, entities, and workflows, to save time, increase visibility and incentivize productivity.\n\n# \n\n# How It Works 👨🏻‍💻\n\nSubcontractors’ site teams log their progress for approval/QA by the general contractor’s (GC) site team and for handover acceptance by the next trade. This progress auto-fills their applications, saving their commercial team a lot of time.\n\nThe GC’s commercial team then just has to amend/review as necessary in a simple, purpose-built interface, with all the production data visible (progress, QA, handover acceptance). It makes valuing and approving the subcontractor’s work a lot quicker and provides much more control/visibility. This incentivizes subcontractors to build the right first time (productivity) as GCs can more easily identify inadequacies and withhold payments until works/tasks are performed properly, in their entirety.\\\n\\\nRecorded Handovers are extremely powerful - general contractors are finally able to capture responsible parties and quantify delays, allowing them to enforce liquidated damages or, at the very least, have more leverage in final account negotiation. This encourages prompt and correct behavior from both parties, once again relying on cash to drive productivity.\n\n# \n\n# How We Came Across the Problem 💡\n\nStefan previously built and operated a construction labor marketplace. \\\n\\\nHe handled invoicing and payments between the subcontractor and contractor, needing to manually unify all the different document formats (photos of handwritten statements, WhatsApp lists, emails, word docs, spreadsheets, etc) and manage the endless back and forth between multiple stakeholders - who all had different opinions on what work had been done and how much should be paid! \\\n\\\nNot only was the submission and approval process extremely inefficient, but there was no visibility over the corresponding works or their quality checks, massively increasing risk and friction between the parties. Something had to change!\n\n# \n\n# Our Ask 🙏\n\nConnect us with relevant constructions peeps! eg. Those at general contractors/house builders turning over $20m/year. \\\n\\\nDrop Stefan an email at: [stefan@konstructly.com](mailto:stefan@konstructly.com)",
        "url": "https://www.ycombinator.com/launches/K3P-konstructly-making-construction-payments-more-efficient",
        "votes": 14,
        "created_at": "2023-12-23T16:24:15.373Z"
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    "name": "Integuru",
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    "website": "https://www.integuru.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Integuru turns any platform into a reliable, low-latency, and high-throughput API. Requests complete in 3 seconds with 99.9%+ success, including deployments above 1M requests/month/platform. No RPA or browsers. No data caching needed. (By Taiki, Inc.)",
    "one_liner": "Generate fast, reliable APIs for any platform",
    "team_size": 5,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1709153976,
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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    "regions": [
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    "stage": "Early",
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    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/integuru.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/integuru-ai/",
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      "name": "Gustaf Alstromer",
      "url": "https://www.ycombinator.com/people/gustaf-alstromer"
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        "full_name": "Richard Zhang",
        "title": "Founder/CEO",
        "founder_bio": "Co-Founder & CEO of Integuru — build and maintain fast, reliable integrations for any platform. Previously, product at Alibaba Cloud; data science at DiDi; and investor at Dragonfly and Gaorong Capital.",
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        "linkedin_url": "https://linkedin.com/in/richardfzhang",
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        "full_name": "Alan Lu",
        "title": "Founder/CTO",
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        "id": 101982,
        "title": "Integuru ⚡️ Generate fast, reliable APIs for any platform",
        "tagline": "We help agents control any external system, with speed and reliability.",
        "body": "📝 **TL;DR:** [Integuru](https://bookface.ycombinator.com/company/29498) **generates fast, reliable, and high-throughput APIs for any platform.** API calls complete in \\~**3 seconds** with **99.9%+ success**. No RPA or browsers. No data caching needed. Customers are already using fully generated integrations in production at millions of requests per month.\n\nStarting today, Integuru is **publicly accessible** and **free to try**! You can **use it** [here](https://app.integuru.com/).\n\n### **🎬 Integuru in Action**\n\n<https://youtu.be/v00yl_46H34>\n\n### 🎯 **The Problem**\n\nAI agents need to access external platforms, but most platforms don’t offer official, accessible, or comprehensive APIs. **That makes integration the single biggest bottleneck.**\n\nFor building integrations, most companies today use RPA, typically implemented via browser automation. RPA is easy to set up, but many AI companies have now **outgrown their RPA implementations**. They’re running into issues with **latency**, **reliability**, and **throughput**. A single API call can take minutes, and integrations are vulnerable to breaking due to frontend changes.\n\nWith RPA, there’s a relatively low ceiling on the number of concurrent browser instances on the same platform. This limits the number of requests. As customer counts grow, companies require higher throughput, but RPA, by nature, cannot support that demand.\n\nAt the same time, regardless of the approach you take to integrate, **edge cases are among** **the biggest causes of integration breakage**. Edge cases are different branching logic, states, and paths that appear in real-world usage across accounts and scenarios. Integrations that seem fine during testing can completely break in production.\n\nEdge cases can be caused by things like:\n\n* conditionally appearing fields and pages\n* hidden business logic depending on inputs\n* varying server behaviors\n\nTraditionally, testing edge cases must be done manually. Developers must manually trigger as many variations as possible, including changing inputs and stress-testing server limits. This process is often tedious and cannot cover everything, which threatens integration reliability.\n\nToday, we’re announcing a **publicly accessible,** **self-serve product** that solves all these issues and generates robust APIs in minutes.\n\n### 📈 **Integuru’s Solution**\n\nInteguru is an AI platform that **automatically reverse-engineers a website’s backend**. It generates integrations that directly ping website servers, with API docs for each.\n\nInteguru **covers edge cases** that arise during production workloads. It also **auto-heals authentication flows**. Meanwhile, we have a **24/7 on-call maintenance team** available, with **hands-on support** whenever human intervention is needed.\n\nIn real production environments for early-access partners (many of which are YC companies!), requests complete in **\\~3 seconds** with **99.9%+ success**, including deployments **above 1M requests/month/platform**. Requests are **executed live** and achieve low latency without data-caching.\n\nThe workflow is simple with minimal manual involvement:\n\n1. On Integuru, input the website and account you want to integrate with.\n2. Describe your desired feature in natural language. (No need to manually perform or record any actions.)\n3. Integuru proposes an API schema and, upon your approval, generates the endpoint in \\~10 minutes, along with API docs.\n\nEndpoints are **immediately testable** and **production-ready**. For authentication, we support 2FA and will coordinate with you.\n\nWe already support the majority of platforms today. If Integuru can’t yet handle your use case automatically, we’ll evaluate and provide hands-on support at no extra cost.\n\n### **🙋‍♂️ What industries have been using Integuru?**\n\nEarly-access partners are already using generated APIs in production across use cases, processing millions of requests per month with minimal human involvement.\n\n* Healthcare: connecting to EHRs, EMRs, RCMs, CTMSes, insurance portals, etc.\n  * We sign BAAs at no cost. You can sign a BAA directly in the product.\n* Logistics: integrating with TMSes, WMSes, ERPs, carrier portals, etc.\n* Proptech: automating property management systems, utilities, permitting software, etc.\n* Legal: controlling practice/case management systems, government portals, etc.\n* Enterprise AI transformation: accessing ERPs, CRMs, CX platforms, internal tools, etc.\n* … and more\n\n## 📚 **Backstory**\n\nOur first [open-source](https://github.com/Integuru-AI/Integuru) agent (4k+ stars) proved demand for robust integrations, but it couldn’t handle the complexity of modern platforms. So we did things that didn’t scale. We manually built and maintained integrations for customers, eventually supporting millions of API calls every month. That gave us a front-row seat to the messy reality of integrations. We tried turning those learnings into a self-serve product, but that version still wasn’t enough, so we kept dogfooding it while building customer integrations. Eventually, we rebuilt the self-serve product from the ground up, using insights we gathered around edge-case coverage, auto-healing, better UX, production reliability, and high-throughput execution. This is the product you see today, and companies are already using it to generate integrations that run reliably in production.\n\n## 🚀 **Try for free today!**\n\nInteguru is **publicly accessible** starting today and **free to try**!\n\nYou can **get started on your own** [here](https://app.integuru.com/), or **schedule an onboarding call [here](https://calendly.com/alan-taiki/integuru-guided-setup)** if you want us to set up everything for free or have specific questions.\n\n![uploaded image](/media/?type=post&id=101982&key=user_uploads/504669/89260a10-1e12-47b1-92b9-2e920e95b3e3)\n\n",
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        "votes": 10,
        "created_at": "2026-05-26T18:33:59.675Z"
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    "long_description": "Forge manages international logistics for business around the world. We’re an AI native freight forwarder, customs broker, and tariff expert.\r\n\r\nWe’re growing rapidly and support small mom and pop business to the Fortune 1000s, including companies like Allegiant Airlines, Malbon Golf, and R.E.M. beauty.\r\n\r\nForge has raised capital from world class investors including Google, Y-Combinator, and Gradient Ventures.",
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        "full_name": "Emir Sahmanovic",
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        "role": "Engineering",
        "role_type": "Full stack",
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        "equity_range": "0.10% - 1.00%",
        "experience": "Any (new grads ok)",
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        "salary_range": "$80K - $150K",
        "equity_range": "0.10% - 0.50%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 109673,
        "title": "Head of Freight",
        "url": "https://www.ycombinator.com/companies/forge/jobs/63pdEdc-head-of-freight",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$80K - $200K",
        "equity_range": "0.10% - 0.50%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 109675,
        "title": "Sales Development Representative",
        "url": "https://www.ycombinator.com/companies/forge/jobs/UN15zUc-sales-development-representative",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$80K - $150K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 109676,
        "title": "Founding GTM",
        "url": "https://www.ycombinator.com/companies/forge/jobs/jz3xNXt-founding-gtm",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$100K - $180K",
        "equity_range": "0.20% - 1.00%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      }
    ],
    "news": [
      {
        "title": "Engineer brothers found Forge to modernize hardware procurement | TechCrunch",
        "url": "https://techcrunch.com/2024/06/04/ex-meta-blue-origin-brother-engineers-raise-2m-to-solve-hardware-procurement/",
        "date": "Jun 04, 2024"
      }
    ],
    "launches": [
      {
        "id": 89310,
        "title": "Forge - Getting companies refunds on tariffs & duties",
        "tagline": "Recover 99% of import taxes on goods you export or destroy",
        "body": "**tl;dr:** Forge helps companies recover tariffs and duties paid on imported goods that are later exported or scrapped by automating a process called duty drawback. Most companies don’t file for drawbacks because it can be complicated & cumbersome. We solve this by taking on all the work for our customers from organizing data to filing, and automating it behind the scenes. Reach out to us at: [www.forgehq.com](http://www.forgehq.com).\n\n![uploaded image](/media/?type=post&id=89310&key=user_uploads/89898/703a07d3-3dad-49eb-9cd3-1c80cd2719a9)\n\nHello everyone! We're Emir and Haris, two brothers and the co-founders of Forge! We’re here to help companies save money on their tariffs & duties.\n\nHaris (left) is the CTO of Forge. Before Forge, he worked at Facebook and Vanguard as a backend engineer. Emir (right) is the CEO of Forge. Previously he was a lead engineer with experience designing, building, and testing rocket engines at Blue Origin and Stoke Space. At Stoke, Emir was part of a small team that became the fastest to ever go from seed funding to engine hot fire.\n\n![uploaded image](/media/?type=post&id=89310&key=user_uploads/1181593/44c70c94-7705-4dd2-8c02-215f92c83d2e)\n\n🧩 **The problem:**\n\nLast year, the US collected over $85 billion in import duties, and that number will increase dramatically with the newly established tariffs. However, when a business imports goods, they are allowed to claim a refund on the taxes they paid if they later export or scrap goods - this process is called duty drawbacks.\n\n$6 billion dollars of recoverable duties go unclaimed every year, and that was before Trump’s new tariffs. Most companies don’t file for drawbacks because the process is extremely cumbersome & complicated. The biggest companies have compliance teams & specialized customs brokers supporting them on multi-million dollar claims, but if you’re a small or medium-sized business, you have no options. Supply chain teams don’t have the time to manage all the work needed to run a drawback program, and brokers avoid supporting claims under $500k.\n\n💡 **Our solution:**\n\nOur team provides duty drawback as a white glove service while leveraging AI and custom internal tools to automate the work. This allows us to serve more businesses, while also requiring little to no effort from our customers. We file all paperwork with customs, extract all necessary data, and do the work to maximize their refund. The best part: it’s free upfront— we only get paid when our customers get paid.\n\nSupply chain & logistics are hard. Tariffs & duties make it even harder. We are here to make it easy for businesses to claim the revenue they deserve.\n\n![uploaded image](/media/?type=post&id=89310&key=user_uploads/1181593/8a06bd8f-bb66-428f-a439-d9727f160284)\n\n\\\n🙏 **Ask: How you can help**\n\nConnect us to importers, exporters, manufacturers, DTC brands, and any business impacted by the tariffs in your network! Email [emir@forgehq.com](mailto:emir@forgehq.com)\n\n* Check us out and talk with us at [forgehq.com](http://forgehq.com)\n* Share this post!",
        "url": "https://www.ycombinator.com/launches/NEU-forge-getting-companies-refunds-on-tariffs-duties",
        "votes": 26,
        "created_at": "2025-04-07T21:36:45.016Z"
      },
      {
        "id": 77785,
        "title": "🛠️ Forge - Procure hardware and control spend on one platform",
        "tagline": "Collaborate with manufacturers, track orders from quote to delivery, manage purchase approvals, and more!",
        "body": "**tl;dr:** We’re bringing everything related to your team's hardware procurement under one platform. [Forge](https://www.forgehq.com/) makes it easy to get your parts made while also providing insight into your teammates' purchases, the status of their parts, and more. On top of this, we give companies the ability to set their procurement policies in a straightforward manner, making it simple for everyone to follow. **Request a demo at [www.forgehq.com](https://www.forgehq.com/)**.\n\nHello everyone! We're [Emir](https://linkedin.com/in/emir-sahmanovic-976b71b5) and [Haris](https://linkedin.com/in/haris-sahmanovic-438884126), two brothers and the co-founders of Forge! We’re on a mission to help hardware teams move faster.\n\n![uploaded image](/media/?type=post&id=77785&key=user_uploads/1181593/f67f210b-2410-49ec-a452-9fa5eaf20b34)\n\nHaris (left) is the CTO of Forge. Before Forge, he worked at Facebook and Vanguard as a backend engineer. Emir (right) is the CEO of Forge. Previously he was a lead engineer with experience designing, building, and testing rocket engines at Blue Origin and Stoke Space. At Stoke, Emir was part of a small team that became the fastest to ever go from seed funding to engine hot fire.\n\n\\\n🧩 **The problem:**\n\nGetting parts into engineers’ hands sets the pace for hardware companies. However, procurement teams use email, spreadsheets, and phone calls to manage billions of dollars of spend. This causes huge coordination issues as many engineers don’t know whose approval they might need, when parts are coming in, and who ordered what. We saw it over and over again at companies of all sizes: poor supply chain operations cause constant delays and bottleneck the pace of development. In 2023, engineers were estimated to spend over 6 hours per week on procurement activities.\n\n**💡 Our solution:**\n\n![uploaded image](/media/?type=post&id=77785&key=user_uploads/1181593/d75081e4-05ee-4d46-84c7-c0bf54dfac90)\n\nOur software allows you to request quotes from your suppliers, where you can attach drawings and CAD. We then organize the quotes into a format that’s perfect for comparing your options. Once a supplier has been selected, you can continue to work with them by messaging, sharing files, and getting feedback directly on Forge. All these actions are viewable by your teammates, ensuring everyone is on the same page without the need for time-consuming meetings or searching through documentation.\n\n![](https://lh7-us.googleusercontent.com/ugOWDLKfrQ1vBzd6yGZ5v0K2sYRXfPy9B2clqANCArFWQZp_Ef68QtXryh9Nsrh5BGND-36ErJc2DUDj3QsBQIAY7SmXwNIdlX3ymAi9ycLecJm2Ir-iyzlNxJ6URwENwLBJ50xgGNFlqiG66AsGddU)\n\nMany companies struggle with unclear procurement operations. Forge offers a highly customizable tool for companies to publicly set their procurement flows in an easily readable manner. No more wondering who’s approval you need or what you’re waiting on. Even better - no IT team is needed for set up and changes can be made at any time!\n\nCombine all this with integrations into your other business software and you have a tool that makes collaborating with coworkers and manufacturers easier than ever before.\n[ ](https://www.youtube.com/watch?v=hifUYQdYGJI)\n\n**🙏 Ask: How you can help**\n\n* Connect us to engineers, procurement managers, or supply chain teams in your network! Email [emir@forgehq.com](mailto:emir@forgehq.com)\n* Check us out and book a demo at [forgehq.com](http://forgehq.com)\n* Share this post!",
        "url": "https://www.ycombinator.com/launches/KEb-forge-procure-hardware-and-control-spend-on-one-platform",
        "votes": 47,
        "created_at": "2024-01-23T19:41:15.869Z"
      }
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  {
    "id": 29500,
    "name": "The New Money Company",
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    "former_names": [
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      "Fermata",
      "Numo"
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    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/02bf32e1c7869c4a3a70d36bef72c5f5b93ad770.png",
    "website": "https://newmoneycompany.com",
    "all_locations": "San Francisco, CA, USA; Remote",
    "long_description": "The New Money Company protects invoices with insurance.\r\n\r\nWe help businesses expand to buyers in new markets or industries by offloading the risk of buyers not paying their bill.\r\n\r\nSupport number: +18889975745.",
    "one_liner": "Invoicing that pays you even if your buyer doesn’t",
    "team_size": 4,
    "industry": "Fintech",
    "subindustry": "Fintech -> Payments",
    "launched_at": 1710863729,
    "tags": [
      "Fintech",
      "Payments",
      "B2B",
      "Insurance",
      "Enterprise"
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    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Fintech",
      "Payments"
    ],
    "regions": [
      "United States of America",
      "America / Canada",
      "Remote",
      "Fully Remote"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/the-new-money-company",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/the-new-money-company.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/newmoneycompany",
    "x_url": "",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/02bf32e1c7869c4a3a70d36bef72c5f5b93ad770.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Brad Flora",
      "url": "https://www.ycombinator.com/people/brad-flora"
    },
    "founders": [
      {
        "user_id": 58508,
        "full_name": "Derrick Wolbert",
        "title": "Founder/CEO",
        "founder_bio": "CEO at The New Money Company. Previously built Hologram.com from zero to $20M ARR and closed a $65M Series B as head of revenue. In a previous life, Derrick built the embedded car computing platform used in Waymo vehicles. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/derrickwolbert",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/a23b5607836971de100bdc255ac84ea464c400a2.jpg"
      },
      {
        "user_id": 1643519,
        "full_name": "Reuben Balik",
        "title": "Founder/CTO",
        "founder_bio": "Reuben is the CTO and co-founder of The New Money Company. Previously, he worked on the most difficult enterprise telecom integrations as the first engineer (and first employee) at Hologram.com. ",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/reuben-balik",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/1b33f28ca127ec0895b72526f8e41355885cb269.jpg"
      },
      {
        "user_id": 1452570,
        "full_name": "Q Carlson",
        "title": "Founder/CPO",
        "founder_bio": "Co-founder, and CPO at The New Money Company. Early designer at Flexport (W14) 🚢 ✈️ 🚛 and Quizlet. VP Design at Hologram & project44.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/qcarlson",
        "x_url": "http://twitter.com/qcintheair",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/c3ebab68c8796032c0986b8f07b3f2505f3cf29c.jpg"
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    ],
    "jobs": [],
    "news": [
      {
        "title": "Cross-border fintech stands out in Y Combinator’s Winter 2024 cohort | TechCrunch",
        "url": "https://techcrunch.com/2024/04/05/cross-border-fintech-y-combinator-demo-day/",
        "date": "Apr 05, 2024"
      },
      {
        "title": "YC’s Winter 2024 Demo Day confirms that we are indeed in an AI bubble | TechCrunch",
        "url": "https://techcrunch.com/2024/04/03/ycs-winter-2024-demo-day-confirms-that-we-are-indeed-in-an-ai-bubble/#:~:text=picked%20it%3A%20Alex-,Numo,-What%20it%20does",
        "date": "Apr 03, 2024"
      }
    ],
    "launches": [
      {
        "id": 79553,
        "title": "Numo — Offshore banking & instant payments for global contractors",
        "tagline": "Meet Numo, filling the trust gap between businesses and international contractors by handling compliance, KYC, and payment.",
        "body": "# Numo is like upside-down Deel\n\n# TL;DR\n\n[Numo](https://numohq.com/) verifies and credentials global contractors and lets them earn and hold the USD they get from working for American companies. When they need to spend it, we transfer money instantly to their local bank account.\n\n**We launched last week, and have 105 contractors already live and onboarded on Numo, sending their first invoices.**\n\n![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/4a2d0978-bdb1-42d8-a223-5c8554db82a9)\n\n# Problem\n\n**Paying international contractors for short-term engagements is messy**. It’s full of remittance services whose brands are not conducive to trust or a professional environment and often look fraudulent to the uninformed. \\\n\\\n**For contractors, it’s even messier**. With expensive fees, slow transfer times, and fuzzy tax + compliance rules — we’ve seen our customers resort to funneling money through friends and families just to get paid. \\\n\\\nAnd the death blow for contractors is the hyperinflation many of their home currencies are experiencing. **Contractors work more every day for less money**. International contractors want to hold their funds in USD as long as they can, and then bring it back only when they need to spend.\n\n![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/dd9fa8fc-a5f6-4452-840c-983c916dc798)\n\n# Solution\n\nSo we built Numo:\n\n1. Contractors can onboard and get verified, background checked, and launch their profiles.\n\n   ![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/c7a8c8c3-c8e5-43b2-bb63-ca263a11ddbd)\n\n2. Every invoice they send via Numo to their clients is paired with their verified profile.\n\n   ![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/ac16cb72-92bc-4a04-b8ed-fe2d6201e7b2)\n\n3. Their American clients get to pay the way they are most comfortable: ACH payment to a US bank account.\n\n   ![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/a6370253-5288-4585-bc8d-545bacda9e58)\n\n4. Contractors can hold the USD they make stateside until the moment they need to spend it locally. They can transfer funds to their local account within 20 seconds without excessive fees.\n\n   ![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/224d13fc-c6ef-423f-8750-437d738673b6)\n\n   ![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/de06e012-08e5-4ac3-8728-4c67339ae615)\n\n\n# We’re the team to build this\n\nWe all met working in the messy, terrible world of global telecom. We were the early operators at Hologram — a worldwide cellular network for IoT — taking the business from $0 to $20M ARR and through a successful Series B round.\n\n![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/f8cd963f-353b-4bc5-8994-aaca6f3f0b83)\n\n_👆 The Numo team on the ground running onboarding events in Lagos, Nigeria._\n\n[Reuben Balik](https://www.linkedin.com/in/reuben-balik/) was the first engineer at Hologram. He led the integrations with some of the worst telco APIs from Verizon, Telus, Deutsche Telekom, and TIS into a unified SIM card platform.\n\n[Q Carlson](https://www.linkedin.com/in/qcarlson/) was the 2nd designer at Flexport and has crafted beautiful experiences in messy, hard industries like supply chain. He uses design to differentiate — attracting a premium for the product and accelerating growth.\n\n[Derrick Wolbert](https://www.linkedin.com/in/derrickwolbert/) ran the GTM team at Hologram from zero through Series B. Before Hologram, he navigated complex bureaucracy at Jeep/Chrysler, building the infotainment platform Waymo relies on in their vehicles.\n\n![uploaded image](/media/?type=post&id=79553&key=user_uploads/1452570/b005abd6-ee98-4c73-b11d-cb69a5067edb)\n\n_Numo founders in Dogpatch 👆_\n\n# \n\n# Ask\n\nAre you using international contractors in your business? Ask them to invoice you using [Numo](https://numohq.com)!\n\nWe’re live in Nigeria. With Kenya, South Africa, Vietnam, Thailand, Malaysia, and the Philippines coming very soon.\\\n\\\n—\n\nGet in touch with the team:\n\nDerrick Wolbert, CEO — derrick@newmoneycompany.com\\\nQ Carlson, CPO — q@newmoneycompany.com\\\nReuben Balik, CTO — reuben@newmoneycompany.com",
        "url": "https://www.ycombinator.com/launches/Kh7-numo-offshore-banking-instant-payments-for-global-contractors",
        "votes": 18,
        "created_at": "2024-03-20T19:48:11.544Z"
      }
    ]
  },
  {
    "id": 29501,
    "name": "Latted",
    "slug": "latted",
    "former_names": [
      "Fume Test",
      "Fume"
    ],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9b29e2d502cf6d25b0468bc3a78f72aad18346f8.png",
    "website": "https://latted.com",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "Latted is an all-in one tool to generate and edit professional AI video projects.\r\n\r\nAll professional AI video projects take more than a single generation. You need to juggle between hundreds of images and videos and use multiple tools to edit your project.\r\n\r\nWith Latted, you can generate a 10-minute long video from a single prompt or generate and edit your project from scratch.\r\n\r\nThousands of creators use Latted for marketing videos, content creation and educational content. Create your first project today at latted.com!",
    "one_liner": "A Unified Editor For AI Video",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1705822020,
    "tags": [
      "B2B",
      "Video",
      "Marketing",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B",
      "Engineering, Product and Design"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/latted",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/latted.json",
    "year_founded": 2024,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "",
    "x_url": "https://x.com/home",
    "fb_url": null,
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    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/9b29e2d502cf6d25b0468bc3a78f72aad18346f8.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Harj Taggar",
      "url": "https://www.ycombinator.com/people/harj-taggar"
    },
    "founders": [
      {
        "user_id": 1573638,
        "full_name": "Emre Gucer",
        "title": "Founder",
        "founder_bio": "co-founder and CEO @ Fume. former Northwestern student, now an LLM aficionado.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/aegucer",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/2bb275cf7d93d7330b81813fa3640a9cbd381268.jpg"
      },
      {
        "user_id": 1611827,
        "full_name": "Metehan Öz",
        "title": "Founder",
        "founder_bio": "Co-founder and CTO @ Fume. A former NYU student. Now hacking around with LLMs.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/metehan-oz-a39981251",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/ef7c033e9400f58d04bed6d46f48e40d9c0d42da.jpg"
      }
    ],
    "jobs": [],
    "news": [],
    "launches": [
      {
        "id": 79085,
        "title": "Fume - AI SWE that solves bugs within Slack",
        "tagline": "A Slack bot that you can assign software tickets and get full PRs in response",
        "body": "**TL;DR** You can tag @Fume under any feature or bug ticket in Slack. Fume will make a plan, write code, and submit a PR in minutes. [**Try it now! No waitlist. No 'contact sales'.**](http://fumedev.com)\n\nHey folks! We are [Emre](https://linkedin.com/in/aegucer) and [Mete](https://linkedin.com/in/metehan-oz-a39981251). We’re currently building Fume to automate the boring parts of developing software. Before that, we were roommates in high school and partners in crime, building fighting bots.\n\n![uploaded image](/media/?type=post&id=79085&key=user_uploads/1573638/314fd0c9-7a62-4aa6-9e91-6d29c4cec454)\n\n### 💥**Problem**\n\nNot every software task requires human creativity. Some are just boring and have to be done. Engineers end up procrastinating on them at the cost of user experience. On the other hand, doing them costs companies thousands of dollars every year.\n\n### 🤩 **Not Anymore**\n\nFume automates mundane software work like fixing bugs, error logs, or minor features through Slack. A non-technical team member can send screenshots & reproduction steps for a bug and an engineer can tag @Fume to solve it within minutes without opening a code editor.\n\n![uploaded image](/media/?type=post&id=79085&key=user_uploads/1573638/85ea9b9a-969c-4552-9e19-e1437d3f5d55)\n\n### 🙏 **Our Ask**\n\nGive Fume a try right now! Go to [fumedev.com](http://fumedev.com) and enjoy the free trial. If you think you are not ready to start using Fume, tell a friend about it 😉\n\nIf you are in a larger organization but want to try Fume in your team, contact me at [emre@fumedev.com](mailto:emre@fumedev.com). ",
        "url": "https://www.ycombinator.com/launches/KZZ-fume-ai-swe-that-solves-bugs-within-slack",
        "votes": 508,
        "created_at": "2024-03-05T21:32:54.482Z"
      }
    ]
  },
  {
    "id": 29502,
    "name": "renderlet",
    "slug": "renderlet",
    "former_names": [
      "Coordinate Labs",
      "Renderlet"
    ],
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    "website": "http://renderlet.com",
    "all_locations": "New York City, NY, USA",
    "long_description": "renderlet is a framework that makes it easy to develop interactive applications.\r\n\r\nBuilding applications with high-performance graphics is very hard – existing tools are cumbersome and aren’t truly platform agnostic, leading to frequent rework. \r\n\r\nWith renderlet, developers can write high-level code to describe 2D and 3D graphics without having to use low-level, platform-specific APIs.\r\n\r\nrenderlet automatically compiles graphics code to WebAssembly and embeds a portable rendering engine inside any app, enabling graphics to safely and automatically render on any platform’s GPU.\r\n\r\nOur runtime is open-source: https://github.com/renderlet/wander",
    "one_liner": "Build interactive applications that run anywhere",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1708655277,
    "tags": [
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      "Design Tools",
      "Data Visualization"
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    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
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    "regions": [
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      "America / Canada",
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      "Partly Remote"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/renderlet",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/renderlet.json",
    "year_founded": 2024,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/renderlet",
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    "app_video_url": null,
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    "primary_partner": {
      "name": "Jared Friedman",
      "url": "https://www.ycombinator.com/people/jared-friedman"
    },
    "founders": [
      {
        "user_id": 1759368,
        "full_name": "Sean Isom",
        "title": "Founder/CEO",
        "founder_bio": "Sean is the Founder of renderlet. He previously built Developer Platforms at Adobe as a Lead Engineer and Sr. Engineering Manager, building the core infrastructure that powers apps like Photoshop and Acrobat. He has over a decade of technical experience in browsertech and real-time graphics and is currently involved in standardization efforts for WebAssembly’s WASI GPU support.",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/isom",
        "x_url": "https://twitter.com/theisomizer",
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    "news": [],
    "launches": [
      {
        "id": 79415,
        "title": "renderlet: Making graphics programming easy",
        "tagline": "Write graphics code that automatically runs anywhere",
        "body": "**Building interactive graphics is really hard**. Developers need expert-level knowledge of GPU programming just to build code that is not portable to new environments such as Web or Mobile or reusable across applications.\n\nRenderlet is a WebAssembly framework for **writing graphics code that runs anywhere**. Describe your graphics pipeline using a **higher-level abstractions** and use renderlet to generate low-level, cross-platform rendering code.\n\nWith renderlet, developers can easily embed GPU-accelerated 2D and 3D graphics into cross-platform applications.\n\n![uploaded image](/media/?type=post&id=79415&key=user_uploads/1759368/4ce27e3c-1c68-456d-a0bd-eedd272c1712)\n\n## How it works\n\nWith renderlet, **we compile graphics to portable WebAssembly modules** and provide a runtime that abstracts away the underlying GPU architecture to the code.\n\nDevelopers can take advantage of modern technologies like **WebGPU** without having to learn the intricacies of yet another standard. 2D and 3D graphics are fully decoupled from the application and device and can ship decoupled from the applications code in a format that **runs anywhere**.\n\nRenderlet is:\n\n* A **compiler** that takes a high-level specification of your graphics pipeline - including custom assets, functions, and libraries - and builds self-contained WebAssembly rendering modules\n* A  **renderer**, _wander_, that embeds into any application on any platform that and safely runs rendering modules with the GPU\n* A **visual editor** that makes it easy to build entire graphics and visualization pipelines out of reusable rendering modules\n\n**Anybody should be able to build interactive applications** without having to be a graphics programming expert.  \n\n## About Us\n\n[Sean Isom](https://linkedin.com/in/isom) previously built developer platforms at Adobe as a Lead Engineer and Sr. Engineering Manager. He helped bring products to the cloud and web using tools like WebAssembly and is currently involved in standardization efforts for WebAssembly GPU support.\n\n![uploaded image](/media/?type=post&id=79415&key=user_uploads/1759368/36bcf46c-edd6-4b90-9124-45c3c81ec64b)\n\n## What’s next?\n\nOur cross-platform rendering engine, **wander**, is open source: <https://github.com/renderlet/wander/> \n\nWe’re kicking off with a **live demo** today of renderlet at Wasm I/O!  <https://2024.wasmio.tech/sessions/paint-by-numbers-high-performance-drawing-in-wasm/> \n\nWant more info on cross-platform graphics? **Get in touch**! - [sean@renderlet.com](mailto:sean@renderlet.com) ",
        "url": "https://www.ycombinator.com/launches/Ket-renderlet-making-graphics-programming-easy",
        "votes": 36,
        "created_at": "2024-03-15T16:53:22.280Z"
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    "name": "Dragoneye",
    "slug": "dragoneye",
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    "all_locations": "New York City, NY, USA",
    "long_description": "Dragoneye helps devs build their custom video detection models in less than 5 minutes. These models can then be used to power apps and features that use images and videos. No more arduous process of annotating any training data or doing any machine learning work themselves.\r\n\r\nTry out our demo today at https://playground.dragoneye.ai/ !",
    "one_liner": "Custom video detection models in less than 5 minutes",
    "team_size": 2,
    "industry": "B2B",
    "subindustry": "B2B -> Engineering, Product and Design",
    "launched_at": 1705986923,
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    "nonprofit": false,
    "batch": "Winter 2024",
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    "industries": [
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      "Engineering, Product and Design"
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    "regions": [
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      "America / Canada"
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    "stage": "Early",
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    "demo_day_video_public": false,
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    "url": "https://www.ycombinator.com/companies/dragoneye",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/dragoneye.json",
    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/dragoneyeai",
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    "primary_partner": {
      "name": "Diana Hu",
      "url": "https://www.ycombinator.com/people/diana-hu"
    },
    "founders": [
      {
        "user_id": 818332,
        "full_name": "Alex Liao",
        "title": "Founder/CEO",
        "founder_bio": "Building computer vision so every app can see the world. \n\nex-Jane Street, ex-Facebook, UPenn Physics and CS\n\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/alexliaoo",
        "x_url": "",
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      {
        "id": 95768,
        "title": "Dragoneye: Production video detection models in <5 minutes",
        "tagline": "Build zero-shot video models quickly with 0 training data",
        "body": "![uploaded image](/media/?type=post&id=95768&key=user_uploads/818332/27d779bf-8574-4d51-adbe-d69a806e6d0b)\n\nHey YC! I’m Alex, founder of Dragoneye. \n\n**I want to share with y’all the launch of our new interactive Playground, which allows you to build your own custom video detection models in under 5 minutes.**  \n\n![uploaded image](/media/?type=post&id=95768&key=user_uploads/818332/51fa21e6-bc13-41ad-8f9e-03947fd50b7a)\n\n# **The Problem:**\n\nVideo detection models are incredibly useful. Analyzing security camera footage, ensuring PPE compliance, monitoring production lines. \n\nBut it’s always been hard to build video detection models. Thousands of hours of videos that need to be annotated. You train the model only to find that it doesn’t perform as well as you need it. Really cool ideas that never get to prototype, never mind released in production. Crucial features that take tens of thousands of $$ to trial and months to implement. \n\n# **Our Solution:**\n\nOur new Playground allows you to build and deploy production-ready video detection models in less than 5 minutes, enabled by our powerful zero-shot models.\n\nTo get started:\n\n1. Upload a video\n2. Describe the categories of items you want to detect in your video\n3. The model streams the predictions and you can preview it on your video\n4. Iterate on your categories till you’re set. \n\nOnce you’re happy with your model, you can save it out and it’s live! To make it easier to integrate with your apps, we have libraries for Python and Node.js, with more languages to come.\n\nCheck out the Playground at https://playground.dragoneye.ai/ to get started. You can follow our step by step guide below as well!\n\nhttps://youtu.be/2rhKBO4N7B0\n\nWe can’t wait to see what you build! 🙂 ",
        "url": "https://www.ycombinator.com/launches/Oue-dragoneye-production-video-detection-models-in-5-minutes",
        "votes": 11,
        "created_at": "2025-11-25T16:18:04.833Z"
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      {
        "id": 85450,
        "title": "Dragoneye - More detailed object detection than Google and Amazon!",
        "tagline": "We offer vision object detection for 13k+ classes right out of the box.",
        "body": "Hey YC! I’m Alex, founder of Dragoneye. \n\n**I want to share with y’all the launch of our object detection platform, which can recognize 40x more classes than Amazon Rekognition and 20x more than Google Vision across a wide range of categories.** \n\n![uploaded image](/media/?type=post&id=85450&key=user_uploads/818332/45a1bd0a-16f7-4061-9c0e-ebd5a586450f)\n\n# **The Problem:**\n\nYou’re building a new feature that relies on the ability to recognize things in camera or photos. But all of the off-the-shelf APIs today don’t get the detail you need. You don’t just need to know it’s a dress, but that it’s a checkered short-shift dress! \n\nYou look into how to train your own computer vision model, but you soon realize what a daunting task it is. There are thousands to millions of photos to collect, and it takes weeks of time. What can you do?\n\n# **Our Solution:**\n\nWe want to have the best visual recognition API out there, and enable devs to build powerful vision-driven features in a pinch.\n\n**What we’re focused on:**\n\n* **Latency** - our fastest models can detect objects in 12ms\n* **Detail** - 13,000 different classes over 25 categories now, and we aim to get to 100,000+ by the end of 2024\n* **Implementation ease** - under 10 lines in Python & JS and a simple REST API\n\nSeeing is believing - pun intended - so here is our side-by-side comparison with Google’s Vision API and Amazon’s Rekognition\n\n![](https://bookface.ycombinator.com/media/?type=post&id=85450&key=user_uploads/818332/aa480801-a466-48a9-89a4-1e0bbb8fc9e7)\n\n![](https://bookface.ycombinator.com/media/?type=post&id=85450&key=user_uploads/818332/f6058fa7-c804-4c68-a282-9faab8873005)\n\n![](https://bookface.ycombinator.com/media/?type=post&id=85450&key=user_uploads/818332/4c0c954f-c1c0-4382-8d3d-9998404b461d)\n\n# **Our Ask**\n\n1. Try out our instant demo at <https://dashboard.dragoneye.ai>. We know we have some bugs to squash, so please let us know what works great and what doesn’t. \n2. [Book a meeting with us](https://calendly.com/dragoneye-cal/intro-call) if you have computer vision/object detection needs - coffee is on us!",
        "url": "https://www.ycombinator.com/launches/MEE-dragoneye-more-detailed-object-detection-than-google-and-amazon",
        "votes": 13,
        "created_at": "2024-11-11T18:54:56.008Z"
      },
      {
        "id": 79474,
        "title": "Dragoneye - Computer vision for every developer",
        "tagline": "We automate the entire process for building computer vision, allowing developers to get custom vision recognition models from just a model spec.",
        "body": "![uploaded image](/media/?type=post&id=79474&key=user_uploads/818332/3b1dd109-a001-41f9-a1a8-39e46badb5a5)\n\n**TLDR:** [**Dragoneye**](https://dragoneye.ai/) helps developers use computer vision without needing to bring any of their own training data or do any CV/ML work themselves.\n\n## Demo\n\n<https://www.youtube.com/watch?v=opRMn48z9dM>\n\n## ❓The problem\n\nGetting data from images today is hard. LMMs allow you to get started quickly but have capability limitations and are slow. On the other hand, building your own vision recognition models requires a ton of time and a ton of expertise.\n\nI learned this firsthand when I tried to build my own fashion outfit**\\-**matching app a few years ago. What started as coding a fun consumer app was quickly taken over by the challenges of building custom image models - annotating data, model evaluation, training, deployment, etc. Before long, I realized that I was basically building a computer vision startup - literally!\n\n## ✨ Our solution\n\nDragoneye enables developers to build and use cutting-edge CV models simply by specifying the model spec.\n\n**Specification → Working Model Automagically:** After specifying the model, Dragoneye’s systems scurries away to find the best implementation strategy and then builds it for you!\n\n**Continuous Improvement:** In the background, Dragoneye constantly keeps the models and tech at the cutting edge so you keep getting the best performance without any work on your end at all.\n\n**Grows with your need:** As your needs grow, we grow with you. Simply update your model specification, and Dragoneye will figure out how to make it work best.\n\n## 🙏 Ask\n\nWe just opened up our self-service feature. [Sign up on our site](https://dragoneye.ai/) for access!\n\nAlso, we’d love to hear what you want to build with Dragoneye - please email me at [alex@dragoneye.ai](mailto:alex@dragoneye.ai)!\n\n![uploaded image](/media/?type=post&id=79474&key=user_uploads/818332/dc0fc2db-02eb-44be-99dc-c79bdc7721cd)\n\n",
        "url": "https://www.ycombinator.com/launches/Kfq-dragoneye-computer-vision-for-every-developer",
        "votes": 49,
        "created_at": "2024-03-18T18:59:47.892Z"
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    "id": 29504,
    "name": "The Vibe Company",
    "slug": "the-vibe-company",
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    "website": "https://thevibecompany.co",
    "all_locations": "Paris, Île-de-France, France",
    "long_description": "The Vibe Company (formerly Quivr, YC W24) is an AI-native agency. We build custom products and internal tools for companies, deploy agentic automations (agents, skills, workflows), and train teams on AI adoption.\r\n\r\nOur bet: agencies don’t scale because they sell hours. We’re building one that does, by automating our own internal processes with AI agents. Every workflow we automate for ourselves becomes something we can ship to clients.",
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    "team_size": 5,
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    "stage": "Early",
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    "city": "Paris",
    "country": "FR",
    "linkedin_url": "https://linkedin.com/company/thevibeco",
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      "name": "Nicolas Dessaigne",
      "url": "https://www.ycombinator.com/people/nicolas-dessaigne"
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        "full_name": "Stan Girard",
        "title": "Founder/CTO",
        "founder_bio": "Co-founder @The Vibe Company ",
        "is_active": true,
        "linkedin_url": "https://www.linkedin.com/in/stan-girard/",
        "x_url": "https://twitter.com/_stangirard",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/2d81a743794e40879c9d6a387e8b2cdea96dec72.jpg"
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      {
        "user_id": 1649681,
        "full_name": "Antoine Dewez",
        "title": "Founder/CPO",
        "founder_bio": "Co-founder @TheVibeCompany",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/antoine-dewez-367774157",
        "x_url": "https://x.com/AntoineZewed",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/dfb1ee4176bbd4b6ad1d1caaba6db84d692b3b94.jpg"
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      {
        "id": 116023,
        "title": "Founding Builder",
        "url": "https://www.ycombinator.com/companies/the-vibe-company/jobs/hfUTH7j-founding-builder",
        "location": "Paris, Île-de-France, FR",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "AI engineer",
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        "equity_range": "",
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    "news": [
      {
        "title": "Quivr launch 5,000 Vector databases on Supabase.",
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      {
        "id": 78445,
        "title": "🧠 Quivr: Open source, chat-powered second brain with 28k+ ⭐",
        "tagline": "We help enterprises build chat assistants connected to their data.",
        "body": "Hey guys! [Stan Girard](https://linkedin.com/in/stanislas-girard), [Brian Laleye](https://linkedin.com/in/brian-laleye-31433386), and [Antoine Dewez](https://linkedin.com/in/antoine-dewez-367774157) here — best friends for 20+ years, GenAI geeks, and co-founders building [Quivr](https://www.quivr.app/)!\n\n**TL;DR:** **Quivr** is an **open source RAG framework with 28k+ Github 🌟**, connected to company data. For example, companies use us to deploy an HR chatbot for their employees.\n\n<https://www.youtube.com/watch?v=jvNYWiXvkds>\n\n### **❌ Problem: Searching in company’s information takes 20% of employee’s time**\n\nEmployees tend to find themselves in at least one of these situations in a week:\n\n* Need urgent information from an unavailable colleague.\n* Are always asked for the same information\n* Don’t know where to search the information they need\n\n❗ **Worse, they don’t even know if the information exists in the company**\n\n### **And decisions proceed despite bad information**\n\n**💢 Impacts:**\n\n* Decisions can be made without having the relevant information\n* Simple tasks are executed asynchronously while waiting for the answer\n* Information doesn’t travel across teams\n\n### **✅ Solution: Quivr is an AI open-source platform where enterprises connect their tools, docs, APIs, and databases to chat with them.**\n\nEffortlessly retrieve any available information and let Quivr generate new usable content.\n\nFor example, Quivr enables them to:\n\n* Automatically write an email without making an effort to provide context.\n* Extract actionable information from a huge database.\n* Summarise an endless document to get its essence.\n\n### **🧠 How it works:**\n\nThe app can be deployed to the [**cloud**](https://quivr.app/) or [**self-hosted**](https://github.com/stangirard/quivr) on existing infrastructure to answer any data privacy concerns.\n\n* Create Brains that connect to:\n  * APIs\n  * Databases\n  * Documents\n  * Tools\n* Ask a question to:\n  * A specific Brain\n  * All your Brains and let Quivr find the best one\n* Chat with your answer\n\n### **🔨 The Founding Team**\n\nWe’re 3 French guys (with a good accent) who have been friends, coworkers, founders, and open-source enthusiasts! Before starting Quivr, **Brian** co-founded two companies with one exit & grew in less than a year a new division to 1M in revenue in his previous company. **Antoine** graduated from La Sorbonne with a focus on history and political science before transitioning into engineering. He was the first front-end developer at a company that saw a 15-fold increase in GMV over two years. **Stan** is a DevOps Expert & Engineering Manager turned Head of GenAI in a web dev agency with $100M of turnover while leading the GenAI Thought Leadership of the group.\n\n![](https://bookface.ycombinator.com/media/?type=post&id=78445&key=user_uploads/1620232/b8cedb2f-7b07-4e8c-9dd3-a49afaa0f451)\n\n### **🙏 Ask**\n\nWe’d love to be introduced to a friend or colleague who works in a company of 100+ people and has issues finding information.",
        "url": "https://www.ycombinator.com/launches/KPF-quivr-open-source-chat-powered-second-brain-with-28k",
        "votes": 57,
        "created_at": "2024-02-15T16:08:12.839Z"
      }
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  },
  {
    "id": 29505,
    "name": "Tower",
    "slug": "tower",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/71c566f418e6fe3b2b2aa396c65f6feec1bfc40f.png",
    "website": "https://withtower.com",
    "all_locations": "Toronto, ON, Canada",
    "long_description": "Tower accelerates transactional due diligence via an AI-powered, centralized diligence platform. By consolidating disparate diligence workflows, Tower helps deal teams stay organized, spot issues earlier, and close deals faster.",
    "one_liner": "M&A due diligence platform powered by AI",
    "team_size": 3,
    "industry": "B2B",
    "subindustry": "B2B -> Legal",
    "launched_at": 1715707959,
    "tags": [
      "Workflow Automation",
      "Legal",
      "LegalTech",
      "AI",
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        "answer": "Both Adam and I both have strong conviction that legal services ought to be more accessible. We believe the current system is broken on both sides of the marketplace. Lawyers are bogged down by a variety of tasks which can and should be automated while their clients are encumbered with large legal costs arising from said tasks. We strongly view legal access as the core recipe for a functional and equitable society and believe that technology has a large role to play in getting us there. We interviewed hundreds of lawyers and found that there are many salient pain points being experienced by in-house legal teams which we’re well-equipped to solve given our in-depth backgrounds in software engineering and AI research."
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        "answer": "When Tower truly succeeds, all lawyers will be able to focus on tasks which they attended law school for, such as advising their clients and applying their nuance to strategic matters. They will no longer have to waste their day performing low-value-add tasks such as searching through precedents or handling admin work. Clients, from the largest corporations down to the individual, will have access to quality legal services at affordable costs as legal professionals are freed from the tyranny of mundane work."
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        "full_name": "Adam Dorfman",
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        "full_name": "Andy Zhang",
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        "id": 101268,
        "title": "Tower - collaborative AI for due diligence",
        "tagline": "We help deal teams collect the right disclosures faster and automate review.",
        "body": "Hi YC,\n\nWe’re Adam, Andy, and Noah - co-founders of Tower ([withtower.com](https://www.withtower.com/?utm_source=ycombinator&utm_medium=referral&utm_campaign=yclaunch&utm_content=launch_page))\n\n## TL;DR\n\nTower is a collaborative AI diligence workspace. We take your DD checklist and messy data room, organize it, flag what’s missing, and let your team query everything with AI - so you spend time on analysis, not chasing information.\n\nWe’re live with AmLaw 50 and Chambers Band 1 law firms, top serial acquirers, and leading commercial real estate diligence teams.\n\n<https://youtu.be/OZn3vZTupGs>\n\n## The Problem\n\nThe hardest part of diligence isn’t reviewing documents - it’s collecting the right information. \n\nDeal teams have no dedicated system for collecting and verifying that disclosures are complete before analysis begins. Instead, they rely on multiple VDRs, Excel trackers, email threads, and one-off AI prompts to figure out what’s been received, what’s missing, and what matters. That process of chasing and structuring information is iterative, time-consuming, and kills deal momentum. \n\nMost AI tools help teams review documents faster. But you can’t review what you don’t have, and you can’t assess risk in documents you don’t know are missing. \n\n## The Solution\n\nTower is the workspace that takes deal teams from first disclosure to answers faster - by fixing collection first, then accelerating review.\n\n**1. Automatically organized data room:** Upload anything, get a fully indexed deal room in minutes. Click any diligence request and see the exact files behind it.\n\n![uploaded image](/media/?type=post&id=101268&key=user_uploads/1450770/0ac92ee3-6a92-4b0f-8d35-176aa978f693)\n\n**2. Catch red flags and missing files up front:** Missing amendments, unsigned agreements, stale financials, and expired contracts are flagged within seconds of upload, before anyone wastes review time.\n\n![uploaded image](/media/?type=post&id=101268&key=user_uploads/1450770/0e556183-5997-4b8f-b5a1-72fbd4b38bca)\n\n**3. AI document review:** Extract covenants, financial definitions, change-of-control triggers, and rep language across hundreds of documents in one pass. Every answer cited to source.\n\n![uploaded image](/media/?type=post&id=101268&key=user_uploads/1450770/36914b9b-402a-4ce1-b78e-b1b3bd0341ab)\n\n**4. Smart diligence Q&A:** Every request, every responder, every status, in one live system, synced with the data room. No more \"what's the latest tracker?\" email threads.\n\n## The Backstory\n\nOur team spent years on the wrong end of messy data rooms - burning weeks organizing and chasing disclosures before real review could begin. We watched deals stall and sour because of it. Tower is the system we wished we had on every one of those deals. \n\nNoah is a former M&A and tech lawyer at Dentons, where he co-led the AI industry practice and advised top Canadian startups. Andy was an ML quant at a $27B pension fund and founding engineer at NRN Agents. Adam was an early engineer at one of Canada's fastest-growing fintechs, and worked on data science in manufacturing at Apple.\n\n## Our ask\n\n* Warm intros to M&A partners at AmLaw 200 firms, corp dev leads at PE/strategics, and CRE acquisitions teams.\n* Working on a deal? Book a demo with us.\n\nLearn more at [withtower.com](https://www.withtower.com/?utm_source=ycombinator&utm_medium=referral&utm_campaign=yclaunch&utm_content=launch_page), or reach us directly at [founders@withtower.com](mailto:founders@withtower.com)\n\n![uploaded image](/media/?type=post&id=101268&key=user_uploads/1450770/5afe8369-4d10-42cd-bc56-ccc6b999a6d8)\n\n",
        "url": "https://www.ycombinator.com/launches/QLM-tower-collaborative-ai-for-due-diligence",
        "votes": 18,
        "created_at": "2026-05-13T01:11:54.537Z"
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    "subindustry": "Education",
    "launched_at": 1712036975,
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        "answer": "At Mathos AI, we see a future where AI revolutionizes and enables personalized education. Our math AI solver & tutor not only answers questions AI can provide, focuses on answers AI can generate, or simple problem solving bot; we want to help people learn and adapt quickly to new challenges. We envision a world where everyone, regardless of location or background, has access to quality, affordable, personalized learning experiences."
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        "full_name": "Tianwei Yue",
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        "title": "Mathos AI named finalist in SXSW EDU 2025 Launch Startup Competition — Mathos AI Newsroom",
        "url": "https://www.mathos.ai/newsroom/sxsw-edu-launch-finalist-2025",
        "date": "Mar 04, 2025"
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        "title": "Mathos AI is on Forbes 2025 30 Under 30, Education List",
        "url": "https://www.forbes.com/profile/mathos-ai/",
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        "full_name": "Robin Seitz",
        "title": "Founder/CTO",
        "founder_bio": "Robin is the co-founder and CTO of Kater. He graduated Magna Cum Laude from UCLA. Previously, he worked at companies such as Microsoft, Abbott and Paragon as a Software Engineer. He has 8+ years of experience working in different software engineering disciplines, including distributed systems, full stack engineering and big data.",
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        "title": "Kater: Ask data questions in plain English",
        "tagline": "Drive business outcomes with an AI analyst that organizes, understands, and remembers all the nuances of your company's data.",
        "body": "# TL;DR\n\nInstead of Slacking the data team and waiting 4 days for an answer, use [Kater](https://www.kater.ai) to get the answer in 30 seconds. We make it possible for executives to understand **why** business outcomes occur, and even alert them **before** the outcomes happen again.\n\n### 👋 Hey Everyone\n\nWe’re [Yvonne](https://linkedin.com/in/yvonne-chou) and [Robin](https://linkedin.com/in/robin-seitz-12029970). We have over 9 years working in data teams for companies like Microsoft, Kaiser Permanente, Crexi, and Abbott. \n\n![Image preview](https://media.licdn.com/dms/image/D5622AQGHB0qqGa37Lw/feedshare-shrink_800/0/1706126655985?e=1714608000&v=beta&t=A02VD99wTGip0YSLOWtEg55JqcFoX8mbfK3Tu-PUryU)\n\nAs data people, **80%-90% of our time** was dedicated to low-level data requests. When really, the true business value of data comes from answering the **“why”** questions.\n\nThat’s why we started [kater.ai](http://kater.ai) — we are committed to automating these low-level questions, and empowering everyone in a company to answer “why” business outcomes occur. **These are the million dollar questions that fundamentally change how businesses operate, and ones they’ve historically never been able to address.**\n\n### 🤔 Why Can’t Companies Answer “Why” Questions?\n\n**The existing enterprise data operation workflow is unscalable.**\n\n1. Data teams receive **10-15** adhoc requests per day\n2. Companies spend on average **$10.5 million/year** in data analyst salaries\n3. Data is extremely **messy**\n\n### 👨‍💼📊 Meet Butler: Your AI Data Agent\n\n**The solution:**\n\nButler is an AI agent that organizes the chaos of data.\n\nWe found a new way to **auto-document your data team’s tribal knowledge through generating a data map.** Butler indexes and searches the data map using a AgentMesh Framework.\n\n**Butler helps generate hypotheses, writes the queries to validate those hypotheses, and finds any insights from the queries.**\n\n### 🧠 Butler Continuously Learns\n\nWe use a combination of RAG and GenAI to capture any feedback users give to support future context for Butler.\n\n![butler](https://docs.kater.ai/assets/images/waiter-6e843699197199c6685ab6d5c536f743.png)\n\n[A 30-second Demo:](https://youtu.be/hiF-F0W61Dw)\n\n### 🔗 The Set Up Process:\n\n1. Simply **connect** Kater’s website to your data warehouse.\n2. We’ll **auto-generate descriptions** for all your tables and columns, and immediately start building the **data map** for you.\n3. After you verify the data map is correct, in **less than 10 minutes**, you can start asking questions about your data and training Butler.\n\n### 🙏 Our Ask\n\nWe currently support connections with Snowflake, Bigquery, and Microsoft SQL Server. If you have any of these (of even if you don’t, we can build a connector in 1 hour) and want to be able to query your data using English, reach out to us at [support@kater.ai](mailto:support@kater.ai)!",
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    "all_locations": "New York City, NY, USA",
    "long_description": "CrowdVolt is rebuilding the infrastructure for live events, starting with an automated marketplace for raves and electronic dance music.",
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    "launched_at": 1708402036,
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      "name": "Jared Friedman",
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        "full_name": "Max Hammer",
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        "founder_bio": "Co-Founder and CEO of CrowdVolt (W24)",
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        "user_id": 1153773,
        "full_name": "Josh Karol",
        "title": "Founder/CTO",
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        "full_name": "Aria Mohseni",
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        "title": "⚡️ CrowdVolt - StockX for live event tickets",
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        "body": "**Tl;dr** [CrowdVolt](https://crowdvolt.com/) ⚡️ lets fans resell tickets to events, starting with raves & EDM concerts. We are a social, bid/ask style marketplace with counterparty security and favorable financing terms.\n\n❌ **The problem**\n\nThe secondary ticketing marketplace is fundamentally broken. Fees have skyrocketed, while the user experience has deteriorated. As giants such as Ticketmaster and SeatGeek have moved towards lucrative primary sales in partnership with large venues, they have disenfranchised a whole class of live event attendees.\n\nMany have naturally aggregated themselves on grey markets on legacy social media platforms (think Facebook marketplace and Reddit) to avoid institutional barriers and attempt to find better pricing/execution. These social platforms are not designed to house this type of exchange.\n\n![uploaded image](/media/?type=post&id=78886&key=user_uploads/1410116/aaead000-ef6c-4e10-ac85-0cc03a7a3b9c)\n\n🔥  **Our solution – the StockX of tickets** (StockX uses a bid/ask style model for collectible sneakers and streetwear)\n\n![uploaded image](/media/?type=post&id=78886&key=user_uploads/1410116/8ae6c463-3456-4f1c-83c5-4c63c4626f4d)\n\n* A two-sided marketplace for tickets: buyers can opt to “buy now” or bid, while sellers can opt to “sell now” or ask for a higher price, all with a publicly viewable transaction book\n* Counterparty security: CrowdVolt intermediates transactions with secure payment processing, avoiding fraudulent activity and scams; third-party issued tickets are automatically transferred between counterparties\n* Social: gone are the days of buying or selling from an anonymous blue dot on Ticketmaster; concerts are communal events meant to be experienced with others, so we’ve made buying and selling a social experience with social media integration and messaging\n* Financing: sellers do not wait until event occurrence to receive payouts, but rather receive payment within days, alleviating the cash flow burden\n\nCheck out our promo [here](https://youtu.be/WszI6Jfi650)!\n\n**🌃 Background**\n\n[Josh](https://www.linkedin.com/in/josh-karol-4b1a97143/) and [Max](https://linkedin.com/in/max-hammer-2360571b2) grew up down the street from each other, while [Aria](https://linkedin.com/in/ariamohseni) and Josh met in college. We have diverse professional backgrounds across tech, finance, and consulting, but a common love for EDM (Aria is also a DJ, having played at iconic New York venues including the Williamsburg Hotel and Virgo Night Club in front of crowds numbering 2k+). We are avid attendees of this genre of events (80+ in 2023), and know the secondary marketplace experience through the existing mediums is poor, so have opted to rebuild it ourselves.\n\n_A few years ago…_\n\n![uploaded image](/media/?type=post&id=78886&key=user_uploads/1410116/adf1e869-6351-48ec-b912-d88b7b01efa3)\n\n_Now!_\n\n![uploaded image](/media/?type=post&id=78886&key=user_uploads/1410116/a49dd802-e56f-44fa-8d9c-64d0af809737)\n\n**Our ask 🙏**\n\nWe’ve started in our hometown, New York, with our favorite genre of music, and will look to expand to other geographies and primary point of sale in the future.\n\n* If you know anyone working in the live events space – ranging from artists to event managers to promoters – let us know! We’d love to connect.\n* If you’re a fan of dance music, festivals, or raves (or have friends who are!) – hit us up at [founders@crowdvolt.com](mailto:founders@crowdvolt.com)!\n* Sign up now at [https://www.crowdvolt.com](https://www.crowdvolt.com/) if you’re in New York, or join the waitlist for your city at <https://www.crowdvolt.com/waitlist>!",
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        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/XQSXotY-enterprise-product-manager",
        "location": "New York City",
        "type": "Full-time",
        "role": "Product",
        "role_type": null,
        "salary_range": "$200K - $240K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102348,
        "title": "General Manager, Sandboxes",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/qqtxFhY-general-manager-sandboxes",
        "location": "New York City",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$250K - $350K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102349,
        "title": "Brand Designer",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/zuACPmC-brand-designer",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Web design",
        "salary_range": "$180K - $220K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102350,
        "title": "Brand Designer",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/JHBIEwQ-brand-designer",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Web design",
        "salary_range": "$180K - $220K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102351,
        "title": "GTM & Ops Recruiter",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/nMPzXex-gtm-ops-recruiter",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Recruiting & HR",
        "role_type": "Recruiter",
        "salary_range": "$185K - $225K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102352,
        "title": "General Manager, Sandboxes",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/0VJu0wY-general-manager-sandboxes",
        "location": "New York City",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$250K - $350K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102353,
        "title": "Enterprise Product Manager",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/6XYMsPA-enterprise-product-manager",
        "location": "New York City",
        "type": "Full-time",
        "role": "Product",
        "role_type": null,
        "salary_range": "$200K - $240K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102354,
        "title": "Brand Designer",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/2qIxkKo-brand-designer",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Web design",
        "salary_range": "$180K - $220K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102355,
        "title": "GTM & Ops Recruiter",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/AeVjAAc-gtm-ops-recruiter",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Recruiting & HR",
        "role_type": "Recruiter",
        "salary_range": "$185K - $225K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102356,
        "title": "Enterprise Product Manager",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/sVsVfcs-enterprise-product-manager",
        "location": "New York City",
        "type": "Full-time",
        "role": "Product",
        "role_type": null,
        "salary_range": "$200K - $240K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102357,
        "title": "Brand Designer",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/zxZqPQw-brand-designer",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Design",
        "role_type": "Web design",
        "salary_range": "$180K - $220K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 102413,
        "title": "Technical Storyteller",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/KGmaCqg-technical-storyteller",
        "location": "New York City",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$150K - $180K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 104627,
        "title": "Startups Lead",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/V9KDz2Y-startups-lead",
        "location": "San Francisco",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$180K - $200K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 104628,
        "title": "Account Executive, Digital Natives",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/f7ANJlU-account-executive-digital-natives",
        "location": "SF / NYC",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 110245,
        "title": "Office Manager",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/rTpU06x-office-manager",
        "location": "New York City",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$115K - $150K",
        "equity_range": "",
        "experience": "5+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 113078,
        "title": "Executive Assistant (to the CEO)",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/ks7LrAV-executive-assistant-to-the-ceo",
        "location": "San Francisco / Remote (US)",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$160K - $185K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 114961,
        "title": "Recruiting Coordinator ",
        "url": "https://www.ycombinator.com/companies/blacksmith/jobs/iujp36C-recruiting-coordinator",
        "location": "New York City",
        "type": "Full-time",
        "role": "Recruiting & HR",
        "role_type": "Recruiter",
        "salary_range": "$100K - $120K",
        "equity_range": "",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      }
    ],
    "news": [
      {
        "title": "AI code-testing startup Blacksmith's valuation jumps almost 10x in less than a year | TechCrunch",
        "url": "https://techcrunch.com/2026/08/12/blacksmiths-valuation-jumps-10x-to-550m-as-ai-coding-fuels-software-validation/",
        "date": "Aug 12, 2026"
      },
      {
        "title": "Google Ventures doubles down on dev tool startup Blacksmith just 4 months after its seed round | TechCrunch",
        "url": "https://techcrunch.com/2025/09/17/google-ventures-doubles-down-on-dev-tool-startup-blacksmith-just-4-months-after-its-seed-round/",
        "date": "Sep 17, 2025"
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    ],
    "launches": [
      {
        "id": 79029,
        "title": "Blacksmith: Run your GitHub Actions 2x faster, at half the cost",
        "tagline": "Blacksmith runs GitHub Actions on high-performance gaming CPUs on a software stack optimized for CI. ",
        "body": "![uploaded image](/media/?type=post&id=79029&key=user_uploads/760850/813c2fd4-6f8b-4da0-a014-b91ac29f1a89)\n\n**tl;dr**\n\n[Blacksmith](https://blacksmith.sh/) helps companies run their GitHub Actions up to twice as fast, at half the cost. We do this by running their Github Actions on high-performance gaming CPUs on a software stack optimized for CI.\n\n**What problem are we solving?**\n\nMore engineers writing more tests over time leads to quadratic growth of a company’s CI run time. On top of this, platforms like GitHub Actions have staggering markups while providing compute backed by decade-old server hardware. These platforms are disincentivized from investing in software optimizations to make CI faster since they bill by the minute.\n\n**How is Blacksmith 2x faster?**\n\nBlacksmith runs GitHub Actions on high-performance gaming CPUs. These machines offer significantly better single-core performance, ideal for tasks like code compilation, testing, and single-threaded runtimes like Node.js.\n\nThe hardware is only part of the puzzle. Blacksmith runs a software stack optimized for CI.\n\n* We colocate warm caches with our GitHub Action runners resulting in [4x faster cache reads and writes](https://x.com/aayush_shah15/status/1759253159514374552?s=20)\n* Local NVMe-backed filesystem for highly performant disk reads and writes\n* Docker layers caching across all builds in a GitHub repository resulting in faster docker builds (coming soon)\n* Shared volumes to turn every CI run into an incremental build (coming soon)\n\nThe numbers speak for themselves\n\n![uploaded image](/media/?type=post&id=79029&key=user_uploads/760850/b996eba7-800c-42d5-9f1e-a9f42da2d7ef)\n\nHere’s Blacksmith being used in a [public repo](https://github.com/axelarnetwork/axelar-amplifier/pull/271) by one of our customers, [Axelar.](https://axelar.network/)\n\n![uploaded image](/media/?type=post&id=79029&key=user_uploads/760850/6500f095-9553-4393-aa2c-0995ad7f5155)\n\n\\\n**How would I switch from Github to Blacksmith?**\n\nAll you need to do is [install our GitHub app](https://app.blacksmith.sh/) and change one line of code in your workflow file.\n\n![uploaded image](/media/?type=post&id=79029&key=user_uploads/760850/a3def935-6370-472c-b6fe-da85c2839a26)\n\n**Our vision**\n\nWe want to be the compute layer for CI (think AWS EC2 for CI). Although we are starting with GitHub Actions, in the future, we plan on expanding to other CI platforms such as BuildKite, GitLab, Jenkins, etc.\n\nWe are going after the $10B CI compute market currently captured by the hyperscalers (AWS, GCP, Azure).\n\n**Our team**\n\nWe are a team of three engineers who met at the University of Waterloo eight years ago. [Aayush Shah](https://linkedin.com/in/aayushshah15) and [Aditya Maru](https://linkedin.com/in/maruaditya) were early engineers on CockroachDB, working on replication and disaster recovery, respectively. Aayush was then an early engineer at Superblocks, working on enterprise readiness. [Aditya Jayaprakash](https://linkedin.com/in/adijp) (JP) did research in theoretical computer science and later joined Faire (YC W17), where he worked on search infra and was a founding member of the ads team.\n\n![uploaded image](/media/?type=post&id=79029&key=user_uploads/760850/72125173-2a56-41a6-a286-194624a51db7)\n\nIf you’re using GitHub Actions, **we can help your team move a lot faster while reducing spend**. [**Try us out**](https://blacksmith.sh/) - we are a one-line change to integrate, no credit card required.\n\nWe love talking to companies about their CI infra. You can reach us at [hello@blacksmith.sh.](mailto:hello@blacksmith.sh)",
        "url": "https://www.ycombinator.com/launches/KYf-blacksmith-run-your-github-actions-2x-faster-at-half-the-cost",
        "votes": 24,
        "created_at": "2024-03-05T18:47:44.000Z"
      }
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  },
  {
    "id": 29510,
    "name": "Yarn",
    "slug": "yarn-2",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ecaa1199b6d124b85c33c51f6a249e1fff1b0f96.png",
    "website": "https://www.yarn.so",
    "all_locations": "New York City, NY, USA",
    "long_description": "Yarn is a new kind of video product that lets anyone on your team ship videos: feature launches, custom demos, walkthroughs and explainers, ABM.\r\n\r\nYarn is the first agentic video system that doesn't compromise on quality or ease of use.",
    "one_liner": "Yarn is the video product for agentic GTM teams.",
    "team_size": 6,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1708454742,
    "tags": [
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      "Sales",
      "Video",
      "Marketing",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": true,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "B2B"
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    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/yarn-2",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/yarn-2.json",
    "year_founded": 2023,
    "city": "New York City",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/yarn-so",
    "x_url": "https://twitter.com/yarn_so",
    "fb_url": null,
    "cb_url": null,
    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/ecaa1199b6d124b85c33c51f6a249e1fff1b0f96.png",
    "app_video_url": null,
    "dday_video_url": null,
    "company_photos": [],
    "primary_partner": {
      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
    },
    "founders": [
      {
        "user_id": 1048212,
        "full_name": "Jasper Story",
        "title": "Founder/CEO",
        "founder_bio": "Co-founder and CEO at Yarn – create pro-level product and sales videos with AI. Before founding Yarn, worked at a bunch of different early-stage startups as a developer, designer, and PM. Also a high-school Math teacher and contractor at Google.",
        "is_active": true,
        "linkedin_url": "",
        "x_url": "https://twitter.com/diegostory",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/9e37afc7f7a481320aeddcecff30a48b6282e58b.jpg"
      },
      {
        "user_id": 1159207,
        "full_name": "Nicole Atack",
        "title": "Founder/CTO",
        "founder_bio": "Co-founder and CTO at Yarn – create pro-level product and sales videos with AI.  ",
        "is_active": true,
        "linkedin_url": "",
        "x_url": "",
        "avatar_thumb_url": "https://bookface-images.s3.us-west-2.amazonaws.com/avatars/b0b74a7ef323785b2faebe828d914bdcfa7c29cc.jpg"
      }
    ],
    "jobs": [
      {
        "id": 88318,
        "title": "Founding Product Designer",
        "url": "https://www.ycombinator.com/companies/yarn-2/jobs/knZEX3U-founding-product-designer",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Design",
        "role_type": "UI / UX",
        "salary_range": "$150K - $220K",
        "equity_range": "0.75% - 1.25%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 92447,
        "title": "Founding Engineer",
        "url": "https://www.ycombinator.com/companies/yarn-2/jobs/hPsZzYe-founding-engineer",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$170K - $225K",
        "equity_range": "0.75% - 1.25%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 109582,
        "title": "Founding GTM Hire",
        "url": "https://www.ycombinator.com/companies/yarn-2/jobs/1IwKJEI-founding-gtm-hire",
        "location": "New York, NY, US",
        "type": "Full-time",
        "role": "Marketing",
        "role_type": null,
        "salary_range": "$160K - $200K",
        "equity_range": "0.50% - 1.00%",
        "experience": "1+ years",
        "visa": "US citizen/visa only",
        "skills": []
      }
    ],
    "news": [],
    "launches": [
      {
        "id": 78573,
        "title": "✨ Yarn – Make pro-quality product and sales videos with AI",
        "tagline": "Creating a Yarn takes minutes, no video experience required.",
        "body": "**tl;dr:**\n\n* [Yarn](https://www.yarn.so/) lets anyone - founders, salespeople, or marketers – create pro videos in minutes.\n* Teams are using Yarn for sales collateral, launch videos, use-case demos, training guides, and feature updates for Twitter and LinkedIn.\n* [Book a 15 minute demo](https://calendly.com/jasper-yarn/yarn-demo)\n\nWe're Jasper and Nicole. Jasper used to make ads for Google and Nicole is a former quant/particle physicist. Now, we're on a mission to let anyone create great video shorts for work.\n\n![uploaded image](/media/?type=post&id=78573&key=user_uploads/1156578/aaa64aca-cfe0-4625-a108-e078c37ad82d)\n\n---\n\n---\n\n—\n\n## **Great videos are too hard to make**\n\nVideo is the most compelling medium for sales and marketing: on LinkedIn, [videos are shared 20x more](https://www.linkedin.com/business/marketing/blog/social-media-marketing/how-to-grow-your-organic-following-on-linkedin) than any other post type. But making videos is still way too hard:\n\n* **Legacy video editing workflows take 1-4 hours to make even short videos** – you'll chain together multiple tools, and your videos will be hard to update, reuse, or personalize.\n* **Self-recording a compelling 60-second video is almost impossible** – and your prospects won't watch your 4-minute Loom. Some tools add fancy effects, but these can distract from your product, your story, and your brand.\n* **Agency videos are super-expensive and go out of date immediately** – save the $10k+ and weeks of email back and forth for your splashy Series A announcement.\n\n—\n\n## **How does Yarn work?**\n\n* **Yarn uses AI** to help you make videos like Notion or Linear.\n* **No video experience required** – you make and edit your video like a doc.\n* **Voiceovers are all AI magic** – choose from a library voice or match your own – so it's easy to tweak, reuse, and personalize.\n* **Everything looks great out of the box** and is branded specifically for your startup. \n* **Add founder video intros** for when the personal touch matters.\n\n[Yarn Demo (made in Yarn)](https://www.youtube.com/watch?v=r2EnVL2P0_M)\n\n—\n\n## **How are teams using Yarn?**\n\n* DriverAI (W24) is building per-role sales demos as they sell into Fortune 500.\n* Replo (S23) is making new marketing content faster than ever.\n* Forge (W24) is creating sales collateral to transform procurement for rocket companies.\n* [Example: Introducing Abel (00:58)](https://www.yarn.so/v/Introducing-Abel-sNlnxSF4aG1IlgOhwm0ggZqI)\n* [Example: Driver AI (1:01)](https://www.yarn.so/v/Driver-AI-Demo-0kuSVcD2t1FaWHS0PvYTz7zl)\n\n—\n\n## **How do I get access?**\n\n[Book a 15 minute demo](https://calendly.com/jasper-yarn/yarn-demo) or email [jasper@yarn.so](mailto:jasper@yarn.so) to try Yarn with your team.",
        "url": "https://www.ycombinator.com/launches/KRJ-yarn-make-pro-quality-product-and-sales-videos-with-ai",
        "votes": 65,
        "created_at": "2024-02-20T20:17:10.425Z"
      }
    ]
  },
  {
    "id": 29511,
    "name": "InspectMind AI",
    "slug": "inspectmind-ai",
    "former_names": [],
    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/380201f9cadb6a3d51cb0328080b2378d425269f.png",
    "website": "https://www.inspectmind.ai",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "An AI agent that catches issues in construction drawings before they become costly rework and project delays",
    "one_liner": "AI agent for construction drawings review",
    "team_size": 2,
    "industry": "Real Estate and Construction",
    "subindustry": "Real Estate and Construction -> Construction",
    "launched_at": 1705128056,
    "tags": [
      "Construction",
      "B2B",
      "Proptech",
      "AI"
    ],
    "tags_highlighted": [],
    "top_company": false,
    "isHiring": false,
    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
    "industries": [
      "Real Estate and Construction",
      "Construction"
    ],
    "regions": [
      "United States of America",
      "America / Canada"
    ],
    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": null,
    "url": "https://www.ycombinator.com/companies/inspectmind-ai",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/inspectmind-ai.json",
    "year_founded": 2023,
    "city": "San Francisco",
    "country": "US",
    "linkedin_url": "https://www.linkedin.com/company/inspectmind-ai",
    "x_url": "https://twitter.com/inspectmind",
    "fb_url": null,
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    "github_url": null,
    "logo_url": "https://bookface-images.s3.amazonaws.com/small_logos/380201f9cadb6a3d51cb0328080b2378d425269f.png",
    "app_video_url": null,
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    "company_photos": [],
    "primary_partner": {
      "name": "Pete Koomen",
      "url": "https://www.ycombinator.com/people/pete-koomen"
    },
    "founders": [
      {
        "user_id": 1753502,
        "full_name": "Aakash Prasad",
        "title": "Founder/CEO",
        "founder_bio": "At 13, I founded a construction engineering business, scaling it to a $15MM run rate and completing over 10,000 inspections. My education in EECS at UC Berkeley and research at Google, combined with experiences in AEC and B2B SaaS startups, shaped my expertise. Motivated by my structural engineer father, I got the idea for InspectMind AI to streamline construction report writing.",
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        "id": 95694,
        "title": "InspectMind AI – The AI Checker Agent for Construction",
        "tagline": "Catch drawing & spec issues before they cost you money.",
        "body": "## We’re launching an **AI agent for Construction Drawings Review**. It automatically scans drawings, specs and building codes to catch issues _before_ they turn into rework, delays, lawsuits, and margin erosion.\n\n### **The Problem**\n\nEvery construction project is slowed down by drawings mistakes:\n\n* Building code violations\n* Dimensions that don’t match between structural, architectural, civil, MEP drawings\n* Materials mismatch for doors, windows, cabinets etc.\n* Ownership/responsibility confusion\n\nThese inconsistencies cause rework, schedule delays, and frustrated clients. They happen on **every project**, and can cost **6-7 figures per job**. \n\nHumans aren’t the best to check hundreds or thousands of pages.\n\n### **Our Solution**\n\nAn AI agent analyzes all project documents, architectural / structural / civil / MEP drawings, project specifications, and building codes, and flag issues like dimension mismatches, materials mismatches, ownership/responsibility confusion, missing info, ADA/code red flags, and uncoordinated addenda.\n\n![uploaded image](/media/?type=post&id=95694&key=user_uploads/1753502/f4847fca-af87-4839-91bf-d3059e73674d)\n\nIt’s simple: you upload your project documents in PDF. DONE. AI will prepare the issues list that is easy to review in our web app.\n\nNo workflow change. No training. Just fewer errors and better margins.\n\nWe’re already running our agent on Tenant Improvement, K-12, civic, industrial, healthcare, affordable housing, and residential projects.\n\nIt recently saved a GC $2M in rework for a $100M project due to a material mismatch.\n\n### **Demo Video**\n\nhttps://www.youtube.com/watch?v=mm24TApb8bg\n\n### **Call to Action**\n\n**General Contractors, developers, architects, engineers, and owners:** Want us to run Checker on your next project? Email me directly: [**aakash@inspectmind.ai**](mailto:aakash@inspectmind.ai)\n\nAakash & Shuangling\\\nInspectMind AI (YC W24)",
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        "id": 88545,
        "title": "InspectMind: AI-Powered Field Inspections",
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        "body": "Demo video <https://youtube.com/shorts/k8aC4f4JKME?feature=share>\n\nHello YC Community! **We’re InspectMind,** and we’re revolutionizing field inspections and report generation with AI. Over the past six months, we’ve engaged with engineers, contractors, and field technicians to understand their reporting challenges. As a result, we’re excited to introduce our expanding library of templates—built with direct customer feedback—to help users streamline their reporting and reduce manual work.\n\n## **The Problem**\n\nField professionals—whether in **construction, engineering, insurance, real estate, or utilities**—spend too much time on **manual report writing**, slowing down projects and increasing costs. Traditional reporting is tedious, error-prone, and inefficient.\n\n## **Our Solution**\n\nInspectMind is an **AI-first** inspection tool that **automates report writing**, saving you **up to 80% of your time**. Our platform enables professionals to **quickly generate accurate, high-quality Word file reports** using pre-built templates tailored for various industries all in one app.\n\n### **Key Features:**\n\n* **AI-Generated Reports** – Automated field reporting, reducing manual work.\n* **Industry-Specific Templates** – Pre-built formats for field inspections, job site observations, structural evaluations, forensic assessments, home inspections, and more.\n* **Real-Time Collaboration** – Teams can work together seamlessly.\n* **Custom Report Formatting** – Tailored outputs for your specific workflow.\n* **Simple, Transparent Pricing** – Plans starting at $100/month.\n\n## **Why Now?**\n\nWith increased demand for **faster project delivery** and **more efficient inspections**, AI-driven solutions are becoming a necessity. InspectMind is here to **modernize field reporting**, making it **faster, smarter, and more accurate**.\n\n## **Join Us**\n\n* **Try InspectMind Today** → [InspectMind.ai](http://InspectMind.ai)\n* **Book a Demo** → [Schedule Here](https://calendly.com/aakash-prasad91/inspectmind-ai-demo)\n* **We’d love to hear from you**. If you’re an inspector, engineer, or contractor, drop us a comment or DM us.\n\n![uploaded image](/media/?type=post&id=88545&key=user_uploads/1753502/2eb9175b-0724-42be-aa11-085d00eb1fd4)\n\n",
        "url": "https://www.ycombinator.com/launches/N29-inspectmind-ai-powered-field-inspections",
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      {
        "id": 77502,
        "title": "InspectMind AI: Your AI Copilot for Inspections",
        "tagline": "Future of construction inspections",
        "body": "**tl;dr**: [InspectMind AI](https://www.inspectmind.ai/) is revolutionizing construction inspections by transforming on-site voice and visual data into detailed, accurate reports 10x faster. For inspectors, we’re cutting down tedious report-writing time, boosting accuracy, and enhancing overall workflow efficiency. Check out our [iOS app](https://apps.apple.com/app/inspectmind-ai/id6475725008) or [web app](https://app.inspectmind.ai) and step into the future of construction inspections!\\\n\\\nHi everyone, we're [Aakash](https://linkedin.com/in/aakashprasad) and [Shuangling](https://linkedin.com/in/shuangly), the founders of InspectMind AI!\n\nAakash (CEO), who founded a tech-enabled architecture and engineering firm as a teenager and scaled it to a $15M annual run rate, has teamed up with Shuangling (CTO), previously a software engineer at Airbnb and Google. Together, they are building InspectMind AI towards a future where AI-driven inspections are the norm.\n\n**The Problem**\\\nConstruction inspectors are burdened with time-consuming report writing after site visits, leading to delays and reduced work quality.\n\n**Our Broader Vision**\n\nWhile we are currently focusing on the AEC (architecture, engineering, construction) sector, our technology has the potential to revolutionize inspection workflows across multiple industries, including real estate, aerospace, manufacturing, and more. The core inspection workflow remains consistent across these fields, offering a vast opportunity for expansion, with an AI-first B2B SaaS business model.\n\n**Our Solution**\n\nInspectMind AI’s app efficiently processes voice and visual data from site visits to produce detailed and user-friendly inspection reports, cutting down report writing time by 10x and significantly enhancing accuracy.\n\nBelow is an example of a structural observation:\n\n![uploaded image](/media/?type=post&id=77502&key=user_uploads/325995/0332c3cc-baf1-4f65-a486-6a26f2257b56)\n\n**Our ask 🙏**\n\nIf you know inspectors or professionals who deal with site visits regularly, download our [iOS app](https://apps.apple.com/app/inspectmind-ai/id6475725008) or [web app](https://app.inspectmind.ai), and let’s get in touch! [admin@inspectmind.ai](mailto:admin@inspectmind.ai)\n\nHere's to a future where inspections are more about insights and less about paperwork.\n\nCheers,\n\nAakash and Shuangling",
        "url": "https://www.ycombinator.com/launches/KA2-inspectmind-ai-your-ai-copilot-for-inspections",
        "votes": 23,
        "created_at": "2024-01-16T15:26:24.381Z"
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        "body": "**tldr:** Productionizing AI apps is hard. [**Reprompt**](https://repromptai.com/) lets teams evaluate and improve their apps without code and get to production quality 10x faster.\n\n### **90% of Generative AI pilots never make it to production**\n\nGenerative AI applications are notoriously hard to scale to production quality:\n\n* Hallucinations are hard to detect and fix\n* Function calling is a huge opportunity but still hit-or-miss\n* RAGs aren’t as scalable as we hoped, and often they find the wrong documents\n* AI responses can become a legal and compliance liability\n\n![uploaded image](/media/?type=post&id=79428&key=user_uploads/89898/2b3dd321-4e55-48ad-8771-3f2c0526107c)\n\n### **Getting to production takes more than great prompt engineering**\n\nBehind the scenes of every great product (Uber, Doordash, Waymo, Robinhood) there's an ops team with a dashboard full of if statements and data overrides that keeps the whole company from collapsing.\n\nFrom what we’re seeing, AI apps will require similar tuning, using strategies like Human-In-The-Loop, custom overrides, multi-queries, and prompt splitting/routing.\n\n### **Reprompt helps AI teams fix “last mile” AI issues so they can ship faster**\n\nHere’s what you can do with Reprompt:\n\n1. Trace your AI calls across chat, RAG, and function calls to make debugging easy\n2. Automatically track and highlight hallucinations and file them as bugs\n3. Write custom prompt overrides to handle the edge cases **without changing your main prompt or pushing code**\n\n![uploaded image](/media/?type=post&id=79428&key=user_uploads/64967/5434ca4f-a3ef-4085-966d-b7a4fbf43f87)\n\n### **About the team**\n\n[Lukas Martinelli](https://linkedin.com/in/lukas-martinelli) was an Engineering Director and GM of Search at Mapbox. He also led Mapbox's 120-person labeling and evaluation team.\n\n[Rob Balian](https://linkedin.com/in/robbalian) led Robinhood's Growth team through Covid, Gamestop, and IPO. He was an early PM at Facebook.\n\n![uploaded image](/media/?type=post&id=79428&key=user_uploads/64967/808fb8ba-68a8-476e-ab28-c744d4acf70d)\n\n_Rob Balian and Lukas Martinelli_\n\nIf your team has challenges getting to production-level quality, we’d love to [show you a demo](https://cal.com/robbalian/reprompt-demo-with-rob). See you all in production!\n\n\\-Rob and Lukas",
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        "type": "Full-time",
        "role": "Support",
        "role_type": null,
        "salary_range": "$125K - $175K",
        "equity_range": "0.25% - 0.50%",
        "experience": "3+ years",
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        "id": 92914,
        "title": "Founding Engineer (Full Stack / AI Video) – GetCrux",
        "url": "https://www.ycombinator.com/companies/getcrux/jobs/pyis2KX-founding-engineer-full-stack-ai-video-getcrux",
        "location": "Bengaluru, KA, IN / Bengaluru, Karnataka, IN",
        "type": "Full-time",
        "role": "Engineering",
        "role_type": "Backend",
        "salary_range": "₹8M - ₹10M INR",
        "equity_range": "0.50% - 1.00%",
        "experience": "Any (new grads ok)",
        "visa": "US citizenship/visa not required",
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      {
        "id": 93800,
        "title": "Founding Full-Stack AE",
        "url": "https://www.ycombinator.com/companies/getcrux/jobs/UbrHFVD-founding-full-stack-ae",
        "location": "US / Remote (US)",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$100K - $120K",
        "equity_range": "0.25% - 0.50%",
        "experience": "3+ years",
        "visa": "US citizen/visa only",
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      {
        "title": "Crux is building GenAI-powered business intelligence tools | TechCrunch",
        "url": "https://techcrunch.com/2024/02/08/crux-is-building-genai-powered-business-intelligence-tools/",
        "date": "Feb 08, 2024"
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      {
        "id": 92586,
        "title": "GetCrux: AI Creative Strategist to Launch Winning ads",
        "tagline": "The 10X way to run ads: find what works and make on-brand creatives in minutes",
        "body": "Creatives are the #1 lever to optimize and scale performance while running ads on Meta, Google, TikTok or any paid media channel.\n\nYet, most growth and creative teams don’t have a data-driven process to iterate on creatives.\n\nThere’s no clear answer for:\n\n* Why do some ads work and others don’t?\n* What are the top objections and concerns users have?\n* What angles and concepts are working for my competitors?\n* How do I learn from these insights and make ads faster?\n\nSo we built the **AI Creative Strategist** that helps you iterate faster and launch winning ads.\n\nhttps://www.youtube.com/watch?v=bLOutqGo4wU\n\nThis is how teams run their creative process with GetCrux:\n\n1. **Surface Insights:** AI watches every ad, finds patterns across creatives, tells you what works and why\n2. **Learn from the Market:** Learns from competitor ads, comments, reviews, and comes up with new angles\n3. **Execute at Lightning Speed:** Converts insights into on-brand and compliant creatives and auto-publish to ad platforms\n\nWe connect with all your data sources:\n\n1. **Ad Platforms** (Meta, Google, TikTok, YouTube, Pinterest, Snapchat, Display, App Campaigns, Applovin, TradeDesk, Inmobi, Criteo, Atari)\n2. **1st Party Data Sources** (Snowflake, Tableau, Metabase, Looker)\n3. **Attribution, MMPs or 3rd Party Tools** (AppsFlyer, Adjust, etc.)\n\n\\\nGrowth and creative teams from large publicly listed enterprises to some of the fastest growing startups, including YC companies iterate 10X faster, and have even scaled 2X at a 10% lower CAC with our ads.\n\nWe’re one of the best teams working on this problem:\n\n* Backed by senior execs from Google and Meta\n* Our 1st product was acquired by one of the largest ad agency\n* Building AI tools for marketers for over 3 years now\n* Best AI engineers from IITs (top 0.01%) with avg age of 23!\n\nIf you’re a growth, paid social, or creative team that wants to iterate faster, we would love to chat. [Talk to the founders](https://calendly.com/atharva-getcrux/30min).",
        "url": "https://www.ycombinator.com/launches/O5K-getcrux-ai-creative-strategist-to-launch-winning-ads",
        "votes": 220,
        "created_at": "2025-07-30T22:43:03.859Z"
      },
      {
        "id": 86823,
        "title": "GetCrux: AI Creative Strategist to Launch Winning Ads",
        "tagline": "Stop guessing which ad creatives work and find winning patterns that reduce CAC",
        "body": "# **TL:DR;**\n\nCreatives have become the biggest lever on ad platforms. Yet, there is no clear way to figure out WHY something works. You end up guessing and replicating the best performing ad, only to see it fail - high CAC & wasted budget. \n\nOur AI Creative Strategist:\n\n1. **Finds patterns that you miss**: by analysing 1000s of creatives (down to the last pixel) and their performance data\n2. **Builds a winning playbook**: which hooks, messaging, format, music, CTAs, storylines, influencers etc. really work for you\n3. **Recommends what to launch next:** with a detailed creative brief that you can execute instantly\n\n[Talk to us](https://calendly.com/atharva-getcrux/30min) if you want to bring structure & intelligence to creative testing.\n\n<https://www.youtube.com/watch?v=2h5HhhrUUAM>\n\n# **Some ads work. Most don’t. Why?**\n\nPicture this. \n\nYou finally find a winning creative and you replicate it - make 5 variations. But almost all of them fail - high CAC and wasted $ on production.\n\nWhy? _Because you didn’t really know WHAT made the ad work!_\n\nCreatives have 100s of moving parts and it’s impossible to find patterns manually. So most marketers make an educated guess, which often leads to unpredictability & low hit rate.\n\n**Guess what works —> Low hit rate —> Poor CAC + wasted $ on prod**\n\n# **Launch winning ads with our AI Creative Strategist**\n\nThe best marketing teams approach creative testing like an assembly line. We make this process simpler:\n\n1. **Find patterns that you miss**: \n\n   We go into the depths of every creative - be it an image or a video and break it down into 100s of elements. This is combined with the performance data from your ad account to find what works\n2. **Build a winning playbook**: \n\n   Every brand needs a playbook, a checklist that becomes the guiding principle of creative testing. We help you create this in terms of which hooks, messaging, format, music, CTAs, storylines, influencers etc. really work for you\n3. **Get recommendations on what to launch next:** \n\n   Based on the patterns found + your brand’s playbook, we come up with a detailed creative brief every week that helps the creative team ship out ads faster than ever\n\nHere are a few examples of questions & hypotheses we answer:\n\n![uploaded image](/media/?type=post&id=86823&key=user_uploads/852875/b96d8dc6-556b-465a-8f09-bd4b049b78de)\n\n# **Who does this work for?**\n\n* Combined ad spend across platforms > $500,000 per year\n* Mid-high creative testing volume i.e. more than 20-25 per month\n* Good enough historical data i.e. more than 6 months running ads\n\n# **How to work with us?**\n\n[Have an intro chat](https://calendly.com/atharva-getcrux/30min) and figure out if you think it could be a good fit for you.\n\nWe are trusted by several Y Combinator startups, large ad agencies in the US with $3B+ spend and brands from a variety of sectors including health and wellness, financial services, jewellery, among others.",
        "url": "https://www.ycombinator.com/launches/MaN-getcrux-ai-creative-strategist-to-launch-winning-ads",
        "votes": 128,
        "created_at": "2025-01-14T16:46:04.071Z"
      },
      {
        "id": 84654,
        "title": "getcrux: AI Copilot for Performance Marketing",
        "tagline": "Optimize Google & Meta Ads with insights & recommendations from our AI Ads Specialist.",
        "body": "# **TL;DR**\n\ngetcrux helps performance marketers running ads on Google & Meta to optimize for better performance with instant answers & actionable insights. Marketers are overburdened with manual, repetitive tasks like debugging technical issues and tracking campaigns, which leaves no time for planning and executing experiments. With getcrux, they can take the right action at the right time and exceed their performance targets. Watch our demo [here](https://www.youtube.com/watch?v=shohyPZB3sk).\n\n# Why is this a problem?\n\n1. Google & Meta’s combined ad revenues have crossed $350B in 2023, and over 90% of this ad spend is wasted (i.e., shown to audiences that are irrelevant/non-intent )\n2. Performance marketers are struggling to meet performance targets consistently because of changes in platform algorithms, rising competition, and, most importantly, inefficient operations\n3. On average, a performance marketer spends 70-80% of their time doing operational, repetitive tasks like debugging technical issues, creating 10s of reports, and following up with design and compliance teams. They are hardly left with any time to think of the next strategy and execute experiments\n\n# Our Solution\n\nAn AI Ads Specialist that helps performance marketers find the right answers, uncover hidden opportunities, and take the right action at the right time.\n\nHere’s how getcrux can help:\n\n* Get answers to all your questions instantly\n\n![uploaded image](/media/?type=post&id=84654&key=user_uploads/852875/8ccaeb39-21b8-43e3-a59f-59dca6689054)\n\n* Proactive insights that tell you what’s wrong before it’s too late\n\n![uploaded image](/media/?type=post&id=84654&key=user_uploads/852875/2cd7ee25-06e5-47e8-b689-6016093b7a6a)\n\n* Surfacing hidden opportunities & recommending actions\n\n![uploaded image](/media/?type=post&id=84654&key=user_uploads/852875/ae875ea3-8396-4d06-b789-ffea36cecb1a)\n\n# How effective is this?\n\nWe have been working with performance marketing teams of brands & ad agencies that manage more than $3B+ of ad spend.\n\n[Here’s](https://www.getcrux.ai/blog/getcrux-helped-in-saving-18k-month) how we recently helped an ad agency achieve a 2% uplift in performance and saved $18,000 last month for one of their accounts.\n\n# How did we land here?\n\n* The 3 of us started getcrux right after college nearly 2.5 years ago and have known each other for more than 7 years now. We’ve been through more than 15 pivots before shaping getcrux to its current form.\n\n![uploaded image](/media/?type=post&id=84654&key=user_uploads/852875/93a8e554-4195-40d9-b318-354f462e39a1)\n\n_Our team at our newly inaugurated office in Bangalore, India._\n\n* Our history with performance marketing dates back to 2022, when we were building ‘Google Ads for Web3’ to help games built on decentralized networks acquire users. Since traditional channels don’t work for web3 projects, there was a need for a predictable and trackable way of marketing.\n* ⁠When we got into YC in W24, we were trying to build a general-purpose AI Copilot for analytics but soon realized that most of our customer demand was coming from performance marketers. So, we decided to focus our attention ONLY on performance marketers.\n* Our vision is to make data analysis faster, accessible, and explainable for every non-technical user. Imagine Glean AI but for structured data.\n\n# Our Ask\n\nWe’re looking to get our product into the hands of as many performance marketers as possible. If you know someone who fits this criteria, please help us get in touch with them. Drop a DM or email at [atharva@getcrux.ai](mailto:atharva@getcrux.ai).\n\nCriteria: Anyone who runs ads on Google & Meta\n\n* Performance marketers running ads for their brand\n* Founder/CMOs running ads on their own\n* Ad agency founders and freelancers running ads for clients",
        "url": "https://www.ycombinator.com/launches/M1O-getcrux-ai-copilot-for-performance-marketing",
        "votes": 210,
        "created_at": "2024-10-10T13:51:00.229Z"
      }
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    "long_description": "Remember the first time you hit  and your code actually worked? Something that didn't exist before, now alive on your screen.\r\n\r\nToday, coding agents can do that, orders of magnitude faster. But their verification is shallow at best. The faster agents generate code, the wider the gap grows. Nothing verifies software at the speed agents ship code.\r\n\r\nWe believe verification unlocks long-horizon coding agents: agents that run for days and prove their work as they go.",
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    "year_founded": 2023,
    "city": "San Francisco",
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        "full_name": "Aiden Bai",
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        "title": "Million Lint – Grammarly for performance",
        "tagline": "A VSCode extension that identifies slow code and suggests fixes. ",
        "body": "Hey YC! I’m [Aiden](https://twitter.com/aidenybai), founder of [Million](https://million.dev/) — we’re building a tool that helps fix slow React code. Here is a quick demo: [ ](https://www.youtube.com/watch?v=k-5jWgpRqlQ&ab_channel=AidenBai)\n\nFixing web performance issues is hard. Every developer knows this experience: we insert console.log everywhere and catch some promising leads, but nothing happens before \"time runs out.\" Eventually, the slow/buggy code never gets fixed, problems pile up on a backlog, and our end users are hurt.\n\nWe started Million to fix this. A VSCode extension that identifies slow code and suggests fixes (like Grammarly, for performance!) The website is here: <https://million.dev/blog/lint> \n\nI realized this was a problem when I tried to write an optimizing compiler for React in high school (src: <https://github.com/aidenybai/million>). It garnered a lot of interest (14K+ stars) and usage, but it didn't solve all user problems.\n\nTraditionally, devtools either hinge on full static analysis OR runtime profiling. We found success in a mixture of the two with dynamic analysis. During compilation, we inject instrumentation where it's necessary.\n\nFrom there, the runtime collects this info and feeds it back into VSCode. This is a great experience! Instead of switching around windows and trying to interpret flamegraphs, you can just see it inline with your code.\n\nWe are still in the very early days of experimentation! Million Lints focuses on solving unnecessary re-renders right now and will move on to handling slow-downs arising from the React ecosystem: state managers, animations, bundle sizes, waterfalls, etc. Our eventual goal is to create a toolchain that keeps your whole web infrastructure fast, automatically - frontend to backend.\n\nIn the next few weeks, we're planning to open source (MIT) the Million Lint compiler and the VSCode extension. \n\nTo earn a living, we will charge a subscription model for customized linting. We believe this aligns our incentives with yours: we only make money when we make your app faster.\n\nWe'd love to know your thoughts – happy to answer :)",
        "url": "https://www.ycombinator.com/launches/KWq-million-lint-grammarly-for-performance",
        "votes": 27,
        "created_at": "2024-02-29T20:35:04.594Z"
      }
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    "team_size": 12,
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    "subindustry": "B2B -> Supply Chain and Logistics",
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      }
    ],
    "url": "https://www.ycombinator.com/companies/retailready",
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        "full_name": "Elle Smyth",
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        "founder_bio": "Elle is the Co-Founder of RetailReady, which she started with Sarah Hamer. An engineering graduate from Duke University, she worked at BlackRock and Stord prior to becoming an entrepreneur. She is driven by immense curiosity and a love for solving complex problems in the supply chain industry. ",
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        "id": 77573,
        "title": "Full Stack Software Engineer ",
        "url": "https://www.ycombinator.com/companies/retailready/jobs/wEGXWv4-full-stack-software-engineer",
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        "role_type": "Full stack",
        "salary_range": "$110K - $170K",
        "equity_range": "0.05% - 0.25%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": [
          "Flask",
          "React",
          "React Native",
          "TypeScript",
          "Next.js"
        ]
      },
      {
        "id": 80508,
        "title": "Full Stack Software Engineering Intern",
        "url": "https://www.ycombinator.com/companies/retailready/jobs/KfkyR7c-full-stack-software-engineering-intern",
        "location": "San Francisco, CA, US",
        "type": "Internship",
        "role": "Engineering",
        "role_type": "Full stack",
        "salary_range": "$6K - $10K / monthly",
        "equity_range": "",
        "experience": null,
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 100511,
        "title": "Implementations",
        "url": "https://www.ycombinator.com/companies/retailready/jobs/bFcgIe4-implementations",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Operations",
        "role_type": null,
        "salary_range": "$100K - $140K",
        "equity_range": "0.02% - 0.06%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
      },
      {
        "id": 114412,
        "title": "Business Development Representative",
        "url": "https://www.ycombinator.com/companies/retailready/jobs/t8UKFKF-business-development-representative",
        "location": "San Francisco, CA, US",
        "type": "Full-time",
        "role": "Sales",
        "role_type": null,
        "salary_range": "$80K - $110K",
        "equity_range": "0.03% - 0.08%",
        "experience": "Any (new grads ok)",
        "visa": "US citizen/visa only",
        "skills": []
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    ],
    "news": [
      {
        "title": "YC grad, RetailReady raises $3.3M for an AI warehouse app that hopes to save brands billions | TechCrunch",
        "url": "https://techcrunch.com/2024/06/12/yc-retailready-warehouse-shipping/",
        "date": "Jun 12, 2024"
      }
    ],
    "launches": [
      {
        "id": 78869,
        "title": "📦 RetailReady - Automating supply chain compliance",
        "tagline": "Digitizing warehouse processes from 100+ page manuals to a mobile app.",
        "body": "We’re [Sarah](https://linkedin.com/in/sarah-hamer-881bb6126) and [Elle](https://linkedin.com/in/ellesmyth) and we’re excited to launch [RetailReady](https://www.retailreadyai.com/)!\n\n![uploaded image](/media/?type=post&id=78869&key=user_uploads/1327498/58c8581b-0fa1-40eb-8b25-f3a638e32261)\n\n# \n\n# **⏪ Backstory**\n\nBefore we joined YC, we worked at a supply chain unicorn startup called Stord where our jobs involved making their warehouse shipping facility run efficiently. While we were there, we realized that operations still largely relied on paper to pack an order correctly. Let me explain what actually happens in the warehouse when you order something from Walmart…\n\n# **🎯 TL;DR**\n\nEvery time workers in a warehouse box an order, they are supposed to reference 100+ page manuals that include precise packing instructions like where to put the shipping label. It’s not practical for warehouse workers to check the manuals on every order, and thus mistakes happen. These mistakes result in hefty fines, amounting to $40B annually! RetailReady’s mobile application replaces the paper manuals, making it easy to stay compliant and mitigate these fines, without any training time or integrations required.\n\n# 🔍 **Problem**\n\nRetailers (e.g. Walmart, Amazon, Target) outline unique shipping requirements for brands (think Dove, Hanes, Stanley) through 100+ page manuals called routing guides. If retailers receive a non-compliant shipment such as incorrect label placement, they issue brands a compliance violation fee, called chargebacks.\n\n![uploaded image](/media/?type=post&id=78869&key=user_uploads/1327498/3c7c8568-5137-44f9-bd62-b58db6a1e27e)\n\n_An example from page 227/399 of Walmart’s guidelines…_\n\n![uploaded image](/media/?type=post&id=78869&key=user_uploads/1327498/24f203b7-3b94-4fb4-a5f7-36aa04afaa1e)\n\n_…And how these shipping guidelines manifest on the warehouse floor today_\n\nOn average, 3% of a brand’s gross invoice amount is deducted due to chargebacks, resulting in an estimated **$40B worth of retailer chargebacks per year.**\n\n![uploaded image](/media/?type=post&id=78869&key=user_uploads/1327498/0a42156f-e506-4efd-83a2-1ba958617c96)\n\n_A subsection of violation fees outlined in a retailer routing guide_\n\nOn the flip side, when retailers receive these orders from brands, their warehouse team also uses their own printed routing guides to determine whether or not a shipment is compliant, and then manually enter associated fines into a spreadsheet. 10-12% of all orders retailers receive are deemed non-compliant and **require 2X the labor time**.\n\n# **🦾 Solution**\n\nRetailReady is the ultimate retail compliance solution for all stakeholders, requiring no training time or integrations.\n\n**Third-Party Logistics (3PLs):** Our user-friendly mobile application ensures operational shipping compliance to retailers. Our software ingests retailer routing guides and translates them into step-by-step workflow tasks while providing a visual repository of every order for dispute resolution. \n\n![uploaded image](/media/?type=post&id=78869&key=user_uploads/1327498/7a4fe104-9286-477a-acc9-5876923aad93)\n\n**Brands:** Our dashboard offers insights into your or your 3PL's operations, allowing you to upload chargebacks. This data enhances our model, tailoring your packing process with extra validation checks.\n\n![uploaded image](/media/?type=post&id=78869&key=user_uploads/1327498/d292d505-6763-4b3b-8d1d-778251eaa478)\n\n**Retailers:** Our retailer mobile app automatically detects and records shipping compliance errors from vendors, speeding up revenue generation and increasing labor efficiency. \n\n# **👋Our Ask**\n\n* If you know any brands / 3PLs that are struggling with retailer compliance or retailers that are struggling with vendor compliance, we’d love warm intros! Email us at [founders@retailreadyai.com](mailto:founders@retailreadyai.com) \n* If you are a brand / 3PL / retailer that is interested in our solution, [schedule](https://cal.com/retail-ready) a demo with us!\n* Are you or do you know a rockstar software engineer? Fill out [this](https://forms.gle/fWxHBTn9ovmQen328) form! We’ll be looking to hire a founding engineer in the coming months.\n* Follow us on [LinkedIn](https://www.linkedin.com/company/retailreadyai/) for weekly blog posts!",
        "url": "https://www.ycombinator.com/launches/KW5-retailready-automating-supply-chain-compliance",
        "votes": 138,
        "created_at": "2024-02-28T21:32:30.260Z"
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    "id": 29518,
    "name": "Dropback",
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    "website": "https://www.dropback.com",
    "all_locations": "Remote",
    "long_description": "Dropback is building front office software for the future of college sports. We help major athletic departments manage their teams' \"salary caps\" and roster limits to construct their most competitive rosters.\r\n\r\nJust two years ago, it became legal for athletes to earn an income beyond their scholarships. Since then, despite college athletes earning $2B+, rapid regulation change has put college sports in disarray. Dropback brings order to this chaos through custom compensation frameworks, roster management, what-if playgrounds, and more--ultimately helping elite programs optimize spend & maximize talent.",
    "one_liner": "The front office software suite for college sports",
    "team_size": 2,
    "industry": "Fintech",
    "subindustry": "Fintech",
    "launched_at": 1709324321,
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    "nonprofit": false,
    "batch": "Winter 2024",
    "status": "Active",
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      "Fully Remote"
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    "stage": "Early",
    "app_video_public": false,
    "demo_day_video_public": false,
    "app_answers": null,
    "question_answers": [
      {
        "question": "How did your company get started? (i.e., How did the founders meet? How did you come up with the idea? How did you decide to be a founder?)",
        "answer": "The two of us met in college 7 years ago, and have been friends since. While jobs originally pulled us apart… (Luke: PM @ Microsoft, then Head of Product @ [Vial](https://vial.com/) - Series B life sciences tech startup. Nick: Engineer @ [PayIt](https://payitgov.com/) and many [side projects](https://www.nicksiscoe.com/)) …_college sports always kept us together_. Our mission is to bring to life the elite software that elite college teams deserve."
      },
      {
        "question": "What is the core problem you are solving? Why is this a big problem? What made you decide to work on it?",
        "answer": "Championship-caliber teams are fueled by creative, competitive front offices.Pro teams (NFL, NBA, MLB etc.) already knows this. For years, they’ve spent millions on in-house engineering departments & data gurus to develop custom software for General Managers (and front office staff) to manage rosters _financially_ and optimize spend to remain competitive. It is just now becoming legally possible for college teams to compensate their athletes. In 2021, the NCAA—the governing body of college sports—allowed athletes to earn an income beyond their scholarships per their [NIL (name, image, and likeness) Policy](https://www.ncaa.org/news/2021/6/30/ncaa-adopts-interim-name-image-and-likeness-policy.aspx). While athletes have earned $2B+ since ‘21, and estimated to earn $2B+ in 2025, rapid regulation change and legal arbitrage have put college sports in disarray.This seismic shift of college athletics, we believe, should also disrupt the role software plays in helping Athletic Departments remain competitive. Status-quo software has dominated college athletics for over a decade. Elite programs will demand elite solutions, and one-size-fits-all software that cross-sells & shares data to their customers doesn’t cut it.Dropback wants to raise the bar on _just how advanced_ sportstech can be. So, we’re bringing pro-grade tools to college sports, at a fraction of the cost."
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    "url": "https://www.ycombinator.com/companies/dropback",
    "api": "https://devasheeshg.github.io/yc-api/batches/winter-2024/dropback.json",
    "year_founded": 2024,
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    "country": null,
    "linkedin_url": "https://www.linkedin.com/company/dropback-hq",
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    "primary_partner": {
      "name": "David Lieb",
      "url": "https://www.ycombinator.com/people/david-lieb"
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    "founders": [
      {
        "user_id": 453647,
        "full_name": "Luke Bogus",
        "title": "Founder/CEO",
        "founder_bio": "Before Dropback, Luke was Head of Product for Vial, a Series B life science tech startup, helping zero-to-one new clinical trial infrastructure that now generates millions in ARR. Prior, Luke was a Product Manager at Microsoft, and studied computer science and marketing at Nebraska's Raikes School.",
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        "linkedin_url": "https://linkedin.com/in/lukebogus",
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      {
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        "full_name": "Nick Siscoe",
        "title": "Founder/CTO",
        "founder_bio": "\"Cursor for Sports\"",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/nick-siscoe-58a1099b",
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      {
        "id": 84651,
        "title": "Dropback: Moneyball SaaS for college sports 🏆",
        "tagline": "We power front offices of elite college sports programs to help teams win off the field.",
        "body": "Hey! [**Luke** ](https://linkedin.com/in/lukebogus)and [**Nick**](https://linkedin.com/in/nick-siscoe-58a1099b) here, excited to announce **Dropback**.\n\nDropback helps college sports teams build competitive rosters. Starting with roster management and player valuation, Dropback is building toward “the Rippling for sports:” an all-in-one platform for headcount management, contracts, payouts, and more.\n\nWe’re excited to announce [TrueNU](https://truenu.org/), **Northwestern football’s** official NIL Collective, as our first public partner—with more major Power 4 Conference program announcements coming soon.\n\n![uploaded image](/media/?type=post&id=84651&key=user_uploads/453647/7f2c81da-239e-40cd-a55c-c0d7761157b9)\n\n### **🏟️ Problem: Valuing and paying players is a headache for college sports teams**\n\nIn 2021, the NCAA—the governing body of college sports—allowed athletes to earn an income beyond their scholarships. While athletes have earned $2B+ since, rapid regulation change and legal arbitrage have put college sports in disarray.\n\nAthletes are capitalizing on the chaos: signing agents, negotiating contracts, and maximizing pay through free agency. Collegiate athletic departments, however, are lost. And now, with the [Revenue Sharing Era of college sports beginning in 2025](https://www.espn.com/college-sports/story/_/id/41665307/settlement-designed-pay-college-athletes-gets-preliminary-approval)—an effective $22M+ “payroll” to athletes per school—teams need infrastructure to manage rosters _financially_ and optimize spend to remain competitive.\n\nFor years, pro teams (NFL, NBA, MLB etc.) have spent millions on in-house engineering departments & data gurus to develop custom software for General Managers — _like Brad Pitt in Moneyball_ — to do their jobs. It is just now legal for college teams to compensate their athletes, and they’re evolving to think like the pros too—yet today, don’t have the tech to do it effectively.\n\nToday, the multi-million dollar business of college sports runs on whiteboards, bloated incumbent tech, and one-size-fits-all software. Dropback is fixing this.\n\n![uploaded image](/media/?type=post&id=84651&key=user_uploads/453647/dbd17113-5d29-4d93-a5e4-728669e017ff)\n\n### **🏆 Solution: Dropback is “Moneyball-as-a-Service” for college sports.**\n\n**Dropback’s roster valuation platform lets elite programs build private, custom financial models and construct competitive rosters.** We’re bringing the tools that power professional sports front offices to the world of college sports—at a fraction of the cost.\n\n**🧮 Calculate**: Powered by a first-of-its-kind DIY Valuation Modeler, Dropback enables Collegiate General Managers & Coaches to value their athletes their way—via custom metrics, baselines, and weights.\n\n![uploaded image](/media/?type=post&id=84651&key=user_uploads/453647/667d9143-86fb-4c06-8e6f-c0cb7e043a7d)\n\n**🏗️ Construct**: Optimize roster construction and spend with infinite budgets, versions, and rosters that update in real time.\n\n![uploaded image](/media/?type=post&id=84651&key=user_uploads/453647/dd8ca4e7-f874-4ac8-b313-d69a49fc3789)\n\n**🏆 Compete**: Compare athletes across active roster, transfer portal, and high school head-to-head—with teams’ custom models—to build the most competitive roster within the bounds of your budget.\n\n![uploaded image](/media/?type=post&id=84651&key=user_uploads/453647/89bf7cf7-88eb-4193-a508-8f4a706a6f98)\n\n**👀 Coming Soon**: Athlete Management System & Recruitment Data Integrations, AI-powered historical analysis & projections, contract management & payouts, and much more…\n\n### **🥅 Asks:**\n\nKnow an Athletic Department leader?\n\n* **Share this post!**\n* Put them in touch: [hello@dropback.com](mailto:hello@dropback.com)\n* Or, share the blurb below\n\n![uploaded image](/media/?type=post&id=84651&key=user_uploads/89898/e5364cc8-c286-46c9-a7d2-2863c115e0b6)\n\n_Dropback is the front office software suite for college sports. We help major collegiate programs construct competitive rosters—through our roster valuation infrastructure that lets elite programs build private, custom financial models. Our growing list of partners includes TrueNU, Northwestern’s official NIL collective. Contact _[_luke@dropback.com_](mailto:luke@dropback.com)_ for a demo._",
        "url": "https://www.ycombinator.com/launches/M1L-dropback-moneyball-saas-for-college-sports",
        "votes": 17,
        "created_at": "2024-10-09T21:14:27.750Z"
      },
      {
        "id": 79259,
        "title": "🏟️ FanCave: Fans offer top college recruits to play at their school",
        "tagline": "We power the recruitment marketplace for college sports.",
        "body": "Hey! We’re Nick and Luke, and we’re excited to share [FanCave](https://www.fancave.me).\n\n### **TL;DR: FanCave is the recruiting marketplace for college sports.**\n\nFanCave is the first platform where fans can offer recruits money contingent on enrollment at a specific school. This only became possible on March 1st — rapid regulation changes paved the way for (1) athletes to get paid and (2) a collegiate “free agency” to be compliant.\n\n**We’re live today! Target, offer, and win over top recruits @** <https://www.fancave.me>\n\n![uploaded image](/media/?type=post&id=79259&key=user_uploads/453647/8979d789-7e89-4990-ada5-085b7118b828)\n\n### **🏟️ Problem**\n\nJust two years ago, the NCAA—the governing body of college sports—allowed athletes to earn an income beyond their scholarships through the [NIL (name, image, and likeness) Policy](https://www.ncaa.org/news/2021/6/30/ncaa-adopts-interim-name-image-and-likeness-policy.aspx).\n\nWhat started as college athletes making money through brand endorsements and custom merch, quickly divulged into **universities inducing top recruits to come to their school through massive contracts.**\n\nHow? A bylaw loophole that created ‘Collectives:’ big-pocket donors pooling their money, using this pool to entice top recruits to play at their school. Top schools rapidly adopted this, yet the same regulatory gray area that made collectives ‘legal’ reflects the gray area in which they operate:\n\n* Not Inclusive: Collectives restrict membership to specific athletes in select sports (top 1%)\n* Not Athlete-Friendly: Predatory terms include short-term contracts, payback clauses, and forced exclusive NIL rights ownership\n* Not Fan-Friendly: Collectives control allocations and only let donors donate to ‘the general fund’—with no transparency\n\nRecent (March 2024) regulation changes pave the way for **a** **new free agency of college sports**, but today’s status quo—collectives—aren’t built for scale, lack athlete trust, and leave fans behind.\n\nThat’s where FanCave comes in.\n\n### **🏆 Solution**\n\nFanCave is the first platform where **you can directly offer recruits money on the condition that they play for your favorite college sports team.**\n\nWe’re building the recruitment marketplace of college sports. Fans directly decide the future of their teams, and athletes fully monetize their recruitment safely and transparently.\n\n* **Target**: Strategize with your fanbase to target your top recruiting prospects\n* **Offer**: Pool offers to win top targets—tracked per-fanbase and per-recruit\n* **Win:** Recruits pick the winning offer. If it’s not yours, you get credited back.\n\n![uploaded image](/media/?type=post&id=79259&key=user_uploads/453647/c704863b-93b2-47c5-bf05-c8bbd08284a1)\n\nBe a top recruiter, rise up the leaderboard, and win team-specific prizes—all while building the future of your favorite college teams!\n\n**FanCave is live, today, across 43 states @** [**www.fancave.me**](http://www.fancave.me)\n\n### 🤝 **Team**\n\nWe ([Luke](https://linkedin.com/in/lukebogus) and [Nick](https://linkedin.com/in/nick-siscoe-58a1099b)) are lifelong sports fans who met at the University of Nebraska.\n\n* [Luke](https://www.linkedin.com/in/lukebogus/) previously led product at a Series B healthtech company, and prior was a Product Manager at Microsoft.\n* [Nick](https://www.linkedin.com/in/nasiscoe/) has been building consumer web and mobile apps from scratch for years, most recently scaling a live sports chat app to 1k WAU.\n\nWhile our post-grad jobs took us cross-country, college sports always brought us together. Combining regulation changes with sheer sports passion, we couldn’t sit on the sidelines any longer: we’re finally building what we wish we had as passionate college sports fans.\n\n![uploaded image](/media/?type=post&id=79259&key=user_uploads/453647/3844e03e-2373-45cb-b434-d061cd5cb690)\n\n### **🙏 Asks**\n\nTry it today @ [https://www.fancave.me](https://www.fancave.me/)\n\n* 🏆 **College Sports Fans!** We made FanCave for you. [Target and offer your top recruit today](https://www.fancave.me/)\n* 🏟️ **Rally your fanbase!** On FanCave, may the best fans win. [Invite fellow fans](https://www.fancave.me/) to team up and bring the nation’s top recruits to your school\n* **👋 Let us hear you!** Love sports and have feedback? Shoot us a note: [hello@fancave.me](mailto:hello@fancave.me)",
        "url": "https://www.ycombinator.com/launches/KcN-fancave-fans-offer-top-college-recruits-to-play-at-their-school",
        "votes": 45,
        "created_at": "2024-03-11T15:22:28.537Z"
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    "id": 29519,
    "name": "Forge Rewards",
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    "website": "https://www.joinforge.app/",
    "all_locations": "San Francisco, CA, USA",
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    "team_size": 5,
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    "stage": "Early",
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    "year_founded": 2023,
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        "full_name": "Ethan Chang",
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        "founder_bio": "Changing how restaurant run, prev Stanford\n",
        "is_active": true,
        "linkedin_url": "https://linkedin.com/in/changethan",
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        "full_name": "Isaac Kan",
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        "founder_bio": "Studied CS at Stanford and interned at Stanford Med, building CNN models. I'm now a co-founder of Forge, where we're transforming how restaurants build their brand and online presence.",
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        "id": 79288,
        "title": "Forge Rewards: The Starbucks app for  your restaurant brand",
        "tagline": "We connect any restaurant with their community by making loyalty accessible.",
        "body": "**TL;DR: Forge makes premium, white-labeled loyalty apps for leading restaurant brand – think a Starbucks app for your own restaurant.**\n\nHey everyone! We’re [Ethan](https://www.linkedin.com/in/changethan/) and [Isaac,](https://www.linkedin.com/in/isaackan/) and we’re building [Forge](https://www.linkedin.com/company/forgerewards)[.](https://www.forgerewards.com/) Our journey started as roommates at Stanford where we worked on ad-branded contraceptives, AI-generated Spotify playlists, and exploring new restaurants in Palo Alto. Today, we’re on a mission to enhance customer relationships through restaurant loyalty, and have 300+ partners including Chubby Group, Liuyishou Hotpot, and Daeho Dining.\n\n**The Problem**\n\nIn high school, Ethan saw firsthand, while helping manage a 3 location Korean corndog shop, that local mom-and-pop restaurants struggle with building digital presence and customer retention; since they fail to acquire and retain repeat customers; while losing 30% to third-party delivery apps and big corporations.\n\nOn the other hand, publicly-trading mega-corporations like Starbucks and Domino’s are well equipped with teams of in-house engineers that spend $MM’s every year to  control their customer’s dining journey with their technology.\n\n**Our Solution: Forge, the Starbucks app for your brand.**\n\nForge brings this sophisticated technology to any restaurant brand, white-labeled at a very low-cost. We want to level the playing field for any restaurant to compete with these conglomerates, so we make premium loyalty apps that include Amex-like status, tiers, points, membership subscriptions, in-app orders, and a whole suite of AI-powered marketing tools.\n\nThis has already resulted in stronger customer relationships, new revenue, recurring revenue streams, and increases in both average customer spend and visit frequencies with over $60M in new revenue redirected to our partners, 3x increased visits, and over 500,000 active users across our apps!\n\n**Our Asks**\\\nIf you want to join the Forge family or know any restaurant brands or places you’d like to see us help out with loyalty, email us at [founders@forgerewards.com](mailto:founders@forgerewards.com)!\n\n![uploaded image](/media/?type=post&id=79288&key=user_uploads/1751413/c3b552ae-0b80-4348-a327-9af31ca1d871)\n\nEthan and Isaac (at HE&amp;C Wagyu Garden)",
        "url": "https://www.ycombinator.com/launches/Kcq-forge-rewards-the-starbucks-app-for-your-restaurant-brand",
        "votes": 44,
        "created_at": "2024-03-11T22:33:36.865Z"
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    "id": 29522,
    "name": "Marr Labs",
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    "all_locations": "San Francisco, CA, USA",
    "long_description": "Marr Labs is making AI-voice agents that are indistinguishable from humans. Han and Dave previously created speech tech company Vlingo that powered the first Siri app and was acquired for $225M. \r\n\r\n\r\nNow they are taking voice to the next level by making AI-voice agents that can handle virtually any phone-based job, from answering calls to schedule appointments to call center sales and support jobs—all at a fraction of the cost of a human agent.\r\n \r\n\r\nIn the US alone, businesses handle 17 billion calls a year at an average cost of $5 per call–an $85 billion addressable market. ",
    "one_liner": "AI-voice agents that are indistinguishable from humans.",
    "team_size": 9,
    "industry": "B2B",
    "subindustry": "B2B",
    "launched_at": 1709760702,
    "tags": [
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      "Conversational AI",
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    "batch": "Winter 2024",
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    "city": "San Francisco",
    "country": "US",
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      "name": "Gustaf Alstromer",
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      {
        "user_id": 1753162,
        "full_name": "Dave Grannan",
        "title": "Founder/CEO",
        "founder_bio": "Dave is the co-founder and CEO of Marr Labs. Previously, Dave was the founding CEO of speech recognition company Vlingo that provided speech recognition for the first Siri products and was acquired for $225M by Nuance Communications. Dave was also Chairman of the Board of NLP and speech recognition company Maluuba that was acquired for $160M by Microsoft. Prior to founding Marr, Dave was co-founder and CEO of machine vision company Light, acquired by John Deere.",
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      {
        "user_id": 1758036,
        "full_name": "Han Shu",
        "title": "Founder/CTO",
        "founder_bio": "Han is the co-founder & CTO of Marr Labs, an AI/ML pioneer and 2X entrepreneur. As co-founder of Vlingo(acquired by Nuance for $225M), he built Speech Recognition & Natural Language Understanding stacks, and supplied ASR to Siri. As co-founder of Wyth(acquired by Airbnb), he developed mobile personal assistant technology for collaborative productivity applications. Han led the ML and AI groups at both Airbnb and DoorDash. Han holds PhD, MEng, and BS degrees from MIT, and 25 patents.",
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      {
        "id": 84434,
        "title": "Marr Labs' Vox: AI-Voice Agent for Mortgage Lenders",
        "tagline": "Human-like interactions from “Hello” to “Goodbye,” with seamless warm transfers to live agents",
        "body": "### **TL;DR**\n\nMarr Labs launches [Vox Mortgage](https://www.marrlabs.com/), an AI voice agent built for the mortgage industry. It offers instant lead engagement and warm transfers to live agents. Vox increases lead conversion, streamlines pre-qualification, and integrates with your CRM while meeting regulatory standards.\n\n### **The Problem**\n\nAs interest rates change, demand for mortgages fluctuates dramatically. Mortgage lenders need to have a crystal ball to predict the exact timing of these moves and hire well ahead of a spike in demand. If that spike doesn’t come, money is wasted hiring and training unneeded staff. If hiring is not done early enough, then revenue is left on the table when the mortgage lender cannot service the demand. \n\n### **The Solution**\n\nAt Marr Labs we just announced the launch of Vox Mortgage, an AI voice agent designed specifically for the mortgage industry. Vox enables mortgage lenders to contact borrowers in milliseconds, offering human-like interactions and rapid lead engagement. The AI voice agent’s standout feature is its warm transfer capability, ensuring a smooth handoff from AI to live agents, increasing conversion rates and minimizing call abandonment.\n\nVox Mortgage was created to address two crucial challenges in the mortgage industry: speed and seamless customer experience. Not only does Vox engage leads within milliseconds, but our warm transfer technology ensures a smooth transition to live agents, enhancing the borrower’s experience and boosting conversion rates.\n\nBest of all, Vox Mortgage has unlimited scalability, allowing mortgage lenders to easily scale to make or receive as many calls a day as needed–all with no fixed costs. \n\n### **Warm Transfers for Seamless Handoffs**\n\nOne of Vox’s key features is its warm transfer capability, which enables a seamless handoff to live agents once a borrower is pre-qualified. This ensures that no leads are lost during transitions, maintaining a natural flow of conversation and maximizing conversion opportunities. Take a listen to a [live Vox Mortgage call](https://www.youtube.com/watch?v=N9r3f8_jT68). \n\n### **Accelerating Lead Conversion in Mortgage Lending**\n\nVox connects with prospective borrowers in milliseconds, allowing lenders to be the first to reach leads after they submit online forms. This first-mover advantage significantly improves lead conversion rates, helping lenders stay ahead of the competition.\n\n### **Seamless Integration and Compliance**\n\nVox integrates effortlessly with lenders’ existing CRMs, telephony, and loan origination systems. It can also be customized to meet industry compliance requirements, ensuring all communications are secure and meet regulatory standards.\n\n### **About Marr Labs**\n\nMarr Labs is a pioneer in AI-driven voice solutions, offering human-like, scalable interactions for a variety of industries. Marr Labs’ flagship product, Vox, helps businesses streamline processes, improve customer engagement, and boost operational efficiency. For more information, visit marrlabs.com.",
        "url": "https://www.ycombinator.com/launches/Lxq-marr-labs-vox-ai-voice-agent-for-mortgage-lenders",
        "votes": 18,
        "created_at": "2024-10-01T19:11:54.255Z"
      },
      {
        "id": 79214,
        "title": "Marr Labs – AI-voice agents that are indistinguishable from humans",
        "tagline": "Task-specific agents for roles like scheduling, sales, customer service and more",
        "body": "At [Marr Labs](https://www.marrlabs.com/) we are building task-specific AI-voice agents for roles like scheduling, sales, customer service, and more. \n\nThe first product is the Vox Scheduling Agent targeted at the Home Services Industry where every lost call is a lost revenue opportunity. For contractors, plumbers, electricians, and other service providers, voicemails and phone tag not only frustrate customers but also lead to lost business. Take a listen to a [live Vox call](https://youtu.be/UWaAL1MSOZ8).\n\nThis is our second time building a company together. We first met over a decade ago and partnered to create Vlingo, the speech tech company that powered Siri and created Samsung's Siri competitor, S-Voice before being acquired for $225M. Now, with the development of LLMs, we are creating an entirely new platform that can take original voice agents like Siri from robotic to human, which will be a game changer. \n\n### Who we are\n\n![](https://lh7-us.googleusercontent.com/-AwmvtFLk5FeSIqonC6pVDxXXtLv2coqWQVDaeHpPQ4xtM9q7g914FmOccVi3KKmc4GU5GYgE1eceKXxXvylEkMBFh1dq8nCcrwAdd4qXRh4GsN0lBuQ_sYu85e2LYEEuC5mkpy2EmJvoC-tQDQzAyk)\n\n[Dave](https://www.linkedin.com/in/grannan/) is a 4x startup CEO with a track record pioneering AI/ML solutions from concept to commercialization. In addition to Vlingo, Dave co-founded and served as CEO of Light, a machine vision company rooted in ML, before its acquisition by John Deere. He also led the mobile middleware company, Geoworks. Dave holds an MBA from Haas School of Business at UC Berkeley and is a US Marine Corps veteran.\n\n[Han](https://linkedin.com/in/hanshu) is an AI/ML pioneer and 2X entrepreneur. In addition to Vlingo, Han was a co-founder of Wyth (acquired by Airbnb) where he developed mobile personal assistant technology for collaborative productivity applications. Han led the ML and AI groups at both Airbnb and DoorDash. Early in his career, he led BBN's winning effort for a large-vocabulary Mandarin Chinese system, part of the Hub-5 speech recognition evaluation sponsored by NIST and DARPA. Han holds Ph.D., M.Eng., and B.S. degrees from MIT, and over 25 patents.\n\n### Our Ask\n\nIf you have a business where missed calls = missed revenue, give us a try. Email us now to schedule a demo at: [**hello@marrlabs.com**](mailto:hello@marrlabs.com). ",
        "url": "https://www.ycombinator.com/launches/Kbe-marr-labs-ai-voice-agents-that-are-indistinguishable-from-humans",
        "votes": 42,
        "created_at": "2024-03-08T18:25:50.274Z"
      }
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    "id": 29523,
    "name": "K-Scale Labs",
    "slug": "k-scale-labs",
    "former_names": [
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    "website": "https://kscale.dev/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "We're building humanoid robots to do most of what you find boring or tedious. We have an open-source design which we are releasing to the public, which is capable of walking, talking and manipulating objects.",
    "one_liner": "Open-source humanoid robots",
    "team_size": 10,
    "industry": "Consumer",
    "subindustry": "Consumer -> Consumer Electronics",
    "launched_at": 1711580332,
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    "batch": "Winter 2024",
    "status": "Inactive",
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    "year_founded": 2024,
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        "user_id": 216598,
        "full_name": "Benjamin Bolte",
        "title": "Founder",
        "founder_bio": "AI researcher @ OpenAI, fmr. Tesla, Meta, Google and Amazon",
        "is_active": false,
        "linkedin_url": "https://linkedin.com/in/benjaminbolte",
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        "user_id": 1963405,
        "full_name": "Matthew Freed",
        "title": "Founder",
        "founder_bio": "MechE + AI",
        "is_active": false,
        "linkedin_url": "",
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      {
        "title": "The Open-Source Robotics Startup That Caught OpenAI’s Eye — The Information",
        "url": "https://www.theinformation.com/articles/open-source-robotics-startup-caught-openais-eye",
        "date": "May 16, 2025"
      },
      {
        "title": "X",
        "url": "https://twitter.com/Scobleizer/status/1766365088129368113",
        "date": "Mar 08, 2024"
      }
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    "launches": [
      {
        "id": 79758,
        "title": "K-Scale Labs 🤖 Open-source humanoid robots for everyone",
        "tagline": "Meet Stompy, the world's first open-source general-purpose humanoid robot",
        "body": "At [K-Scale Labs](https://kscale.dev/), we are building the world’s first open-source general-purpose humanoid robot.\n\n### The Problem\n\nIn recent years, domains like NLP and computer vision have benefited enormously from the [bitter lesson](http://www.incompleteideas.net/IncIdeas/BitterLesson.html) that general methods that are able to leverage computation are ultimately the most effective. The ability to scrape the internet for large, in-the-wild datasets has brought these fields from working well on academic benchmarks to becoming useful real-world products.\n\nHowever, although [there is evidence](https://robotics-transformer-x.github.io/) that the same scaling laws likely apply to robotics as well, the field is stymied by lack of access to the same large, in-the-wild datasets that work well in other domains, resulting in foundation models with poor cross-embodiment and out-of-distribution generalization. While there has been a [surge of investment](https://agilityrobotics.com/news/2023/opening-robofab-worlds-first-factory-for-humanoid-robotsnbsp-xxna2-g9mhr-rnk52) in trying to grow these datasets, we view the [capital-intensive](https://www.therobotreport.com/figure-raises-70m-to-commercialize-humanoids/), [factory-first](https://www.prnewswire.com/news-releases/figure-announces-commercial-agreement-with-bmw-manufacturing-to-bring-general-purpose-robots-into-automotive-production-302036263.html) approach as unlikely to generate the scale and diversity of data required to make these robotics foundation models match the state-of-the-art seen in other fields.\n\n### Our Solution\n\nWe designed and built a fully-featured humanoid robot that anyone with a 3D printer and some time can build on their own. We are releasing it for anyone to build themself, along with an operating system that will enable the robot to perform basic task and learn from experience.\n\n![uploaded image](/media/?type=post&id=79758&key=user_uploads/216598/4ba0e510-77a0-4703-8df4-4d04593c537a)\n\nOur robot, Stompy, is a 4-foot humanoid robot featuring the claw gripper from the recent [Universal Manipulation Interface](https://umi-gripper.github.io/) paper, designed so that each part fits on a 256 × 256 3D printer bed, with a total bill of materials costing less than $10,000. We’re using carbon fiber PAHT, but in principle, any reasonably strong plastic could be used instead. Our actuators are quasi-direct drives with between 6:1 and 8:1 reduction ratios, meaning that all the joints on our robot are low-inertia and back-drivable, with nominal torque values from 3-12 Nm. Each robot features a hot-swappable 48V 15Ah battery pack, which can power it for over an hour.\n\nWe started designing Stompy from scratch shortly after the start of the YC batch. In the last three months, we built five different iterations of the hardware as we’ve ironed out issues with assembly, part reliability, motor torque, and gripper design. Having worked with a number of robots in my professional career, including the Stretch from Hello Robot, the Spot from Boston Dynamics, and the early prototypes of the Optimus from Tesla, I feel confident saying that we have the best general-purpose hardware design for our BOM cost - and we are going to give it away for free.\n\n![Image](https://pbs.twimg.com/media/GILolqbaEAAzDUv?format=jpg&name=large)\n\nAdditionally, we have built the software tooling to train policies in simulation, using simulators like Isaac from Nvidia, and translate those policies to the robot. This enables anyone to get started developing models for simple tasks for free. We will also release the VLM we’ve trained in-house as a foundation model for the robot perception stack, enabling developers to learn task-specific policies in a data-efficient manner.\n\n![uploaded image](/media/?type=post&id=79758&key=user_uploads/216598/2379dd19-b364-4990-958c-007b258bc1d7)\n\n### About Us\n\nOur CEO ([Ben](https://bookface.ycombinator.com/user/216598/linkedin_redirect?key=f2e912c331dc16e3f6c704008aeced6a0055e4ec)) is a robotics researcher and engineer who has worked on robotics foundation models at Tesla and Meta AI. At Tesla, he wrote the CUDA kernel behind the voxel occupancy network, which served as the first perception foundation model to run in the Optimus. At Meta, his papers on speech and robotics representation learning have been cited over 2000 times.\n\n### Our Ask\n\nIf you are interested in either building, buying, or developing a humanoid robot, please send an email to [ben@kscale.dev](mailto:ben@kscale.dev) with your request. We’re working towards a future where anyone with a few 3D printers and some scrappiness can start a robot factory, and anyone who wants a humanoid robot will be able to get one.",
        "url": "https://www.ycombinator.com/launches/KkQ-k-scale-labs-open-source-humanoid-robots-for-everyone",
        "votes": 82,
        "created_at": "2024-03-27T23:01:52.242Z"
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    "id": 29527,
    "name": "ParcelBio",
    "slug": "parcelbio",
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    "website": "https://parcelbio.com/",
    "all_locations": "San Francisco, CA, USA",
    "long_description": "ParcelBio is engineering a new class of mRNA medicines designed to deliver unprecedented potency and durability. Its proprietary APEXm™ platform uses novel RNA domains to enhance protein expression and extend activity, enabling therapies that reach the thresholds required for meaningful, and potentially curative, clinical outcomes. The company is advancing programs in autoimmune disease, oncology, and encoded protein therapeutics.",
    "one_liner": "Elevated mRNA for transformative medicines.",
    "team_size": 6,
    "industry": "Healthcare",
    "subindustry": "Healthcare -> Therapeutics",
    "launched_at": 1707343020,
    "tags": [
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      "Biotech",
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    "status": "Active",
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        "full_name": "David Weinberg",
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        "founder_bio": "David is the co-founder and CEO of ParcelBio. He was previously VP of RNA Platform at Orbital Therapeutics / Circ Bio, where he led the development of a circular RNA therapeutics platform. Before that, he was Sr. Director of Molecular Research at Freenome, where he built the multiomics diagnostics platform that enabled a blood test for the early detection of cancer​. David obtained his PhD from MIT, was a UCSF Faculty Fellow, and has been honored with Forbes ‘30 Under 30’ and an NIH DP5 Award.",
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        "full_name": "Chris Carlson",
        "title": "Founder",
        "founder_bio": "Chris is the co-founder and CSO of ParcelBio. He was previously a scientist at Orbital Therapeutics, where he was the primary contributor on multiple patents regarding stabilization of therapeutic RNAs. Chris obtained his PhD from UCSF where he studied RNA packaging and protection in viruses.",
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    "name": "Indemni",
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]
