{
  "meta": {
    "generated": "2026-05-06T18:17:39.040Z",
    "investorsTracked": 894,
    "investorsActive": 200,
    "tweetsAnalyzed": 600,
    "signalsFound": 28
  },
  "themes": [],
  "signals": [
    {
      "investor": {
        "handle": "sama",
        "name": "Sam Altman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2046764873200394240/r7BxVezs_400x400.jpg",
        "followers": 4777060
      },
      "tweet": {
        "id": "2051829422265979047",
        "text": "ChatGPT feels very 'switched on' now",
        "date": "2026-05-06T01:00:30.000Z",
        "likes": 4786,
        "retweets": 162
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/LLMs",
        "summary": "OpenAI CEO signals a qualitative leap in ChatGPT capability and responsiveness, implying a meaningful product inflection point.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "sama",
        "name": "Sam Altman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2046764873200394240/r7BxVezs_400x400.jpg",
        "followers": 4777060
      },
      "tweet": {
        "id": "2051783339502375418",
        "text": "5.5 in codex is so good for non-coding tasks.\n\ni keep assuming it won't be able to do something, but a lot of the time i am pleasantly surprised.",
        "date": "2026-05-05T21:57:23.000Z",
        "likes": 3408,
        "retweets": 87
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/LLMs",
        "summary": "OpenAI CEO highlights that the o3-mini/codex 5.5 model generalizes well beyond coding tasks, expanding its addressable use case surface.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "sama",
        "name": "Sam Altman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2046764873200394240/r7BxVezs_400x400.jpg",
        "followers": 4777060
      },
      "tweet": {
        "id": "2051758445402223051",
        "text": "in particular, the combination of improvements to speed, intelligence, personality, and great memory/personalization feels like a more-than-sum-of-the-parts thing when it all hits together https://t.co/pUreZfYq58",
        "date": "2026-05-05T20:18:27.000Z",
        "likes": 1808,
        "retweets": 60
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/LLMs",
        "summary": "OpenAI CEO argues that compounded improvements in speed, intelligence, personality, and memory create super-additive user value, signaling a step-change in AI product quality.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "sama",
        "name": "Sam Altman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2046764873200394240/r7BxVezs_400x400.jpg",
        "followers": 4777060
      },
      "tweet": {
        "id": "2051758152224506203",
        "text": "the new instant model in chatgpt is so good damn\n\nif you have been thinking-model-only for awhile, give it a try!",
        "date": "2026-05-05T20:17:17.000Z",
        "likes": 4533,
        "retweets": 135
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/LLMs",
        "summary": "OpenAI CEO publicly endorses the new GPT-5.5 Instant model as a significant upgrade over thinking-only models, urging broader adoption.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "sama",
        "name": "Sam Altman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2046764873200394240/r7BxVezs_400x400.jpg",
        "followers": 4777060
      },
      "tweet": {
        "id": "2051724685231214650",
        "text": "i would like to talk to people who have built amazing things with 5.5 that weren't possible with earlier models. i am especially interested in examples that took ludicrous token budgets. thanks.",
        "date": "2026-05-05T18:04:18.000Z",
        "likes": 7743,
        "retweets": 247
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/LLMs",
        "summary": "OpenAI CEO soliciting real-world examples of high-token-budget use cases for 5.5 signals demand-side validation of long-context, agentic workloads.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "rauchg",
        "name": "Guillermo Rauch",
        "firm": "Vercel",
        "focus": "Developer Tools",
        "avatar": "https://pbs.twimg.com/profile_images/1783856060249595904/8TfcCN0r_400x400.jpg",
        "followers": 472533
      },
      "tweet": {
        "id": "2051707392996638832",
        "text": "Sample results from a mission-critical open source project we ran it on this morning. One of the CRITs has already been confirmed. https://t.co/fmSpS4qEBo",
        "date": "2026-05-05T16:55:36.000Z",
        "likes": 17,
        "retweets": 2
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "Developer Tools/Security",
        "summary": "Vercel CEO shares early validation of their open-source AI security agent finding confirmed critical vulnerabilities in production open-source projects.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "rauchg",
        "name": "Guillermo Rauch",
        "firm": "Vercel",
        "focus": "Developer Tools",
        "avatar": "https://pbs.twimg.com/profile_images/1783856060249595904/8TfcCN0r_400x400.jpg",
        "followers": 472533
      },
      "tweet": {
        "id": "2051386798899888539",
        "text": "𝚗𝚙𝚡 𝚍𝚎𝚎𝚙𝚜𝚎𝚌\n\nWe're introducing an open-source agent orchestrator for deep security reviews.\n\nWe built it for internal use, and after running it against some major OSS projects, we gained conviction to share it with the world.\n\nCoding agents can now find critical https://t.co/pl8rPc2rNG",
        "date": "2026-05-04T19:41:40.000Z",
        "likes": 1811,
        "retweets": 132
      },
      "signal": {
        "type": "deal_signal",
        "sector": "Developer Tools/Security",
        "summary": "Vercel CEO launches an open-source agentic security review orchestrator, signaling the company is expanding into AI-powered DevSecOps tooling.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "AravSrinivas",
        "name": "Aravind Srinivas",
        "firm": "Perplexity",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2028729526822588416/WhtMUI-P_400x400.jpg",
        "followers": 491967
      },
      "tweet": {
        "id": "2052034561698386301",
        "text": "Developers can use this to directly source data in their applications and to build agents for finance and market monitoring. https://t.co/i1cJhZzziL",
        "date": "2026-05-06T14:35:39.000Z",
        "likes": 22,
        "retweets": 1
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/FinTech",
        "summary": "Perplexity CEO announces real-time licensed financial data in the API for developer and agent use cases, directly targeting finance workflow automation.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "AravSrinivas",
        "name": "Aravind Srinivas",
        "firm": "Perplexity",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2028729526822588416/WhtMUI-P_400x400.jpg",
        "followers": 491967
      },
      "tweet": {
        "id": "2052033959555735752",
        "text": "We're bringing in real-time licensed financial data into our API.  This allows developers to perform tool calls that pull the real-time data along with verified and current web sources for financial accuracy, leading to the most cost-effective accuracy on FinSearchComp. https://t.co/yyO3QXX6qK",
        "date": "2026-05-06T14:33:15.000Z",
        "likes": 226,
        "retweets": 11
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/FinTech",
        "summary": "Perplexity launches real-time financial data API integration, positioning the company as infrastructure for AI-driven finance applications.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "AravSrinivas",
        "name": "Aravind Srinivas",
        "firm": "Perplexity",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2028729526822588416/WhtMUI-P_400x400.jpg",
        "followers": 491967
      },
      "tweet": {
        "id": "2051711236224761983",
        "text": "Perplexity and Computer now allow you to run Deep and Wide Research on sources trusted by doctors and medical professionals like the New England Journal of Medicine, the British Medical Journal, the American Diabetes Association, and so on. https://t.co/sbf8JZMeaW https://t.co/Vuwf2m9qu0",
        "date": "2026-05-05T17:10:52.000Z",
        "likes": 315,
        "retweets": 31
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/Healthcare",
        "summary": "Perplexity CEO announces deep research access to trusted medical journals, signaling a move into professional healthcare information markets.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "AravSrinivas",
        "name": "Aravind Srinivas",
        "firm": "Perplexity",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2028729526822588416/WhtMUI-P_400x400.jpg",
        "followers": 491967
      },
      "tweet": {
        "id": "2051694381137350661",
        "text": "Perplexity Computer now brings in licensed data for professional finance research and analysis with 35 dedicated workflows that are representative of the daily work of an analyst https://t.co/0qHbdkgrAD",
        "date": "2026-05-05T16:03:53.000Z",
        "likes": 226,
        "retweets": 15
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/FinTech",
        "summary": "Perplexity launches 35 finance-specific agentic workflows with licensed data, directly competing with Bloomberg and FactSet for analyst tooling.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "gokulr",
        "name": "Gokul Rajaram",
        "firm": "Marathon",
        "focus": "Enterprise",
        "avatar": "https://pbs.twimg.com/profile_images/967146848082321408/6IHD3HIa_400x400.jpg",
        "followers": 110201
      },
      "tweet": {
        "id": "2051683243934826773",
        "text": "POD-OF-ONE: THE NEW ORG BUILDING BLOCK\n\nAs a @coinbase board member,  t’s been a privilege to watch @brian_armstrong  @emiliemc, and the Coinbase team build a true AI-native company.\n\nBrian's whole post is worth reading in depth. I want to focus in on one thing that Coinbase is https://t.co/buEtaTynoY",
        "date": "2026-05-05T15:19:38.000Z",
        "likes": 368,
        "retweets": 33
      },
      "signal": {
        "type": "thesis_shift",
        "sector": "Enterprise AI",
        "summary": "Marathon partner highlights Coinbase's AI-native org model built around 'pod-of-one' units as a new paradigm for enterprise org design.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "akothari",
        "name": "Akshay Kothari",
        "firm": "Notion",
        "focus": "AI/ML",
        "avatar": "https://pbs.twimg.com/profile_images/1911885165221023744/3knSxXxW_400x400.jpg",
        "followers": 59290
      },
      "tweet": {
        "id": "2051387552267997565",
        "text": "Custom Agents become generally available today. What we learned in the alpha: \n\n- Over a million custom agents went live! The use cases are SO broad. Seeing what people do with them is easily my favorite part of the job.\n- Agents are not just for engineers! People from every https://t.co/P1KOGWquuO",
        "date": "2026-05-04T19:44:40.000Z",
        "likes": 206,
        "retweets": 14
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/Productivity SaaS",
        "summary": "Notion CPO reports over one million custom agents created in alpha, validating broad enterprise and consumer appetite for no-code AI agents.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "AndrewYNg",
        "name": "Andrew Ng",
        "firm": "AI Fund",
        "focus": "AI/ML",
        "avatar": "https://pbs.twimg.com/profile_images/733174243714682880/oyG30NEH_400x400.jpg",
        "followers": 1508576
      },
      "tweet": {
        "id": "2051691741150081122",
        "text": "Coding agents are accelerating different types of software work to different degrees. When we architect teams, understanding these distinctions helps us to have realistic expectations. Listing functions from most accelerated to least, my order is: frontend development, backend,",
        "date": "2026-05-05T15:53:24.000Z",
        "likes": 476,
        "retweets": 92
      },
      "signal": {
        "type": "market_commentary",
        "sector": "AI/Developer Tools",
        "summary": "Andrew Ng argues that coding agents accelerate different software functions at different rates, urging realistic expectations in AI-assisted engineering team design.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "grinich",
        "name": "Michael Grinich",
        "firm": "WorkOS",
        "focus": "Dev Tools",
        "avatar": "https://pbs.twimg.com/profile_images/1978687600656580608/m2TFWGlC_400x400.jpg",
        "followers": 12856
      },
      "tweet": {
        "id": "2052082382358958512",
        "text": "For the past several months, our engineering team has been building a new agentic coding system designed around a simple idea: the self-driving codebase.\n\nThese aren't just agents to write code on demand. They detect triggers, spin up secure sandboxes, gather dynamic context, https://t.co/FBnAmlyw3A",
        "date": "2026-05-06T17:45:40.000Z",
        "likes": 32,
        "retweets": 6
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "Developer Tools/AI Agents",
        "summary": "WorkOS CEO unveils an agentic self-driving codebase system with trigger-based autonomous coding agents, signaling the emergence of fully autonomous software maintenance.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "grinich",
        "name": "Michael Grinich",
        "firm": "WorkOS",
        "focus": "Dev Tools",
        "avatar": "https://pbs.twimg.com/profile_images/1978687600656580608/m2TFWGlC_400x400.jpg",
        "followers": 12856
      },
      "tweet": {
        "id": "2051698065652818300",
        "text": "Engineering onboarding used to take weeks at @AnthropicAI. It now takes two days. \n\nHow? Claude. And per-engineer output has grown >3x.\n\n@bcherny at @AcquiredFM Unplugged: https://t.co/8eLOHOrg6E",
        "date": "2026-05-05T16:18:32.000Z",
        "likes": 13,
        "retweets": 0
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/Enterprise Productivity",
        "summary": "WorkOS CEO amplifies data showing Claude reduced Anthropic's engineering onboarding from weeks to two days with 3x output growth, a strong enterprise AI ROI signal.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "gdb",
        "name": "Greg Brockman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/1347621377503711233/bHg3ipfD_400x400.jpg",
        "followers": 971888
      },
      "tweet": {
        "id": "2052059553542328829",
        "text": "Multipath Reliable Connection (MRC): a new open networking protocol for large AI training clusters, deployed in production on our largest training clusters. https://t.co/d6Dkt9PwYr",
        "date": "2026-05-06T16:14:57.000Z",
        "likes": 347,
        "retweets": 13
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI Infrastructure",
        "summary": "OpenAI co-founder announces a new open networking protocol for large AI training clusters now in production, signaling OpenAI pushing into AI infrastructure standards.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "gdb",
        "name": "Greg Brockman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/1347621377503711233/bHg3ipfD_400x400.jpg",
        "followers": 971888
      },
      "tweet": {
        "id": "2051866486658994636",
        "text": "ChatGPT for Excel and Google Sheets: https://t.co/O1svlMJPvt",
        "date": "2026-05-06T03:27:46.000Z",
        "likes": 1245,
        "retweets": 63
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/Productivity",
        "summary": "OpenAI co-founder announces ChatGPT integration with Excel and Google Sheets, significantly expanding AI into core enterprise productivity workflows.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "gdb",
        "name": "Greg Brockman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/1347621377503711233/bHg3ipfD_400x400.jpg",
        "followers": 971888
      },
      "tweet": {
        "id": "2051759920467312940",
        "text": "Major ChatGPT upgrade rolling out now, in the form of GPT-5.5 Instant: https://t.co/QG7pQHwFja",
        "date": "2026-05-05T20:24:19.000Z",
        "likes": 1371,
        "retweets": 54
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/LLMs",
        "summary": "OpenAI co-founder announces GPT-5.5 Instant rollout as a major ChatGPT upgrade, reinforcing the step-change narrative from multiple OpenAI executives simultaneously.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "garrytan",
        "name": "Garry Tan",
        "firm": "Y Combinator",
        "focus": "General",
        "avatar": "https://pbs.twimg.com/profile_images/1922894268403941377/-dGWAt3N_400x400.jpg",
        "followers": 786092
      },
      "tweet": {
        "id": "2052024023861899655",
        "text": "Just in time software is here https://t.co/xwjYuatgEk",
        "date": "2026-05-06T13:53:46.000Z",
        "likes": 71,
        "retweets": 8
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/Developer Tools",
        "summary": "YC president declares 'just-in-time software' has arrived, signaling belief that AI-generated on-demand software is becoming a practical reality.",
        "strength": "high"
      }
    },
    {
      "investor": {
        "handle": "sama",
        "name": "Sam Altman",
        "firm": "OpenAI",
        "focus": "AI",
        "avatar": "https://pbs.twimg.com/profile_images/2046764873200394240/r7BxVezs_400x400.jpg",
        "followers": 4777060
      },
      "tweet": {
        "id": "2051464865634742334",
        "text": "pretty excited for voice models to get great\n\nits interesting to watch how people are already starting to change the way they interface with AI",
        "date": "2026-05-05T00:51:52.000Z",
        "likes": 6271,
        "retweets": 241
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI Voice",
        "summary": "OpenAI CEO expresses excitement about the trajectory of voice AI models, signaling it as an emerging frontier in human-AI interaction.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "naval",
        "name": "Naval Ravikant",
        "firm": "AngelList",
        "focus": "General",
        "avatar": "https://pbs.twimg.com/profile_images/1256841238298292232/ycqwaMI2_400x400.jpg",
        "followers": 3222615
      },
      "tweet": {
        "id": "2051506916808122849",
        "text": "New podcast is up:\n\n- The fully interconnected startup\n\n- Drones and the logic of violence\n\n- The coming hardware renaissance \n\n- Creators vs. Doomers\n\nFollow @navalpodcast https://t.co/DBdBaTYHth",
        "date": "2026-05-05T03:38:58.000Z",
        "likes": 1534,
        "retweets": 113
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "Hardware/Defense/Creator Economy",
        "summary": "Naval Ravikant signals bullishness on hardware renaissance, drone/defense logic, and creator economy as converging macro themes worth tracking.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "gokulr",
        "name": "Gokul Rajaram",
        "firm": "Marathon",
        "focus": "Enterprise",
        "avatar": "https://pbs.twimg.com/profile_images/967146848082321408/6IHD3HIa_400x400.jpg",
        "followers": 110201
      },
      "tweet": {
        "id": "2051448391482417182",
        "text": "AI IN B2B ONBOARDING\n\nOnboarding is a compelling use case for AI in B2B environments.\n\n@DoorDash's  new merchant tools are a great example. (congrats @andyfang and team DoorDash!)\n\nThey use AI to read a restaurant’s website and set the merchant up on DoorDash automatically, 35%+ https://t.co/OFsei5BB7A",
        "date": "2026-05-04T23:46:25.000Z",
        "likes": 253,
        "retweets": 13
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "Enterprise AI/B2B SaaS",
        "summary": "Marathon partner cites DoorDash's AI-powered merchant onboarding as a compelling proof point for AI transforming B2B onboarding workflows.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "grinich",
        "name": "Michael Grinich",
        "firm": "WorkOS",
        "focus": "Dev Tools",
        "avatar": "https://pbs.twimg.com/profile_images/1978687600656580608/m2TFWGlC_400x400.jpg",
        "followers": 12856
      },
      "tweet": {
        "id": "2051706116518682712",
        "text": "36% of these are @workos customers\n\nhttps://t.co/fDDDL96tNG 😉 https://t.co/0A9tupc90C",
        "date": "2026-05-05T16:50:31.000Z",
        "likes": 55,
        "retweets": 4
      },
      "signal": {
        "type": "market_commentary",
        "sector": "Developer Tools/SaaS",
        "summary": "WorkOS CEO claims 36% of Y Combinator's top AI companies are WorkOS customers, indicating strong market penetration in the AI-native startup segment.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "reidhoffman",
        "name": "Reid Hoffman",
        "firm": "Manas AI",
        "focus": "AI/Enterprise",
        "avatar": "https://pbs.twimg.com/profile_images/1987866955278106624/F_KCQWKI_400x400.jpg",
        "followers": 828834
      },
      "tweet": {
        "id": "2052037010055901530",
        "text": "Just a reminder that we're likely to see more layoffs announced \"because\" of AI –– it makes companies seem strong and moving forward. \n\nIt's important not to ignore other factors, including hiring trends 2020-2023, that might be present.",
        "date": "2026-05-06T14:45:22.000Z",
        "likes": 116,
        "retweets": 3
      },
      "signal": {
        "type": "contrarian_take",
        "sector": "AI/Labor Markets",
        "summary": "Reid Hoffman warns that AI-attributed layoffs may be masking other structural workforce factors like over-hiring during 2020-2023, cautioning against simple AI-displacement narratives.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "dharmesh",
        "name": "Dharmesh Shah",
        "firm": "HubSpot",
        "focus": "SaaS",
        "avatar": "https://pbs.twimg.com/profile_images/1323776407521185793/He3iubHL_400x400.jpg",
        "followers": 376038
      },
      "tweet": {
        "id": "2051694563119472773",
        "text": "This is a lesson I need to take to heart. \n\nI'm sure I'm not the only founder with this problem.\n\nDon't flood the org with ideas. It's a distraction. Prioritize and inject the ideas at a rate the org can absorb. https://t.co/7uah3dD4dv",
        "date": "2026-05-05T16:04:37.000Z",
        "likes": 350,
        "retweets": 33
      },
      "signal": {
        "type": "market_commentary",
        "sector": "Enterprise SaaS/Leadership",
        "summary": "HubSpot co-founder flags over-injection of founder ideas as a key organizational drag, signaling the importance of idea throughput discipline in scaling companies.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "dharmesh",
        "name": "Dharmesh Shah",
        "firm": "HubSpot",
        "focus": "SaaS",
        "avatar": "https://pbs.twimg.com/profile_images/1323776407521185793/He3iubHL_400x400.jpg",
        "followers": 376038
      },
      "tweet": {
        "id": "2051678219812675875",
        "text": "Goosebumps.\n\nThat's what I got when I saw a recent post from Duncan Lennox, HubSpot's CPTO (Chief Product and Technology Officer).  \n\nDon't get me wrong, none of it was a surprise to me. I have the joy (and it's true joy) of working with Duncan all the time. But when I read the",
        "date": "2026-05-05T14:59:40.000Z",
        "likes": 152,
        "retweets": 12
      },
      "signal": {
        "type": "sector_bullish",
        "sector": "AI/Enterprise SaaS",
        "summary": "HubSpot co-founder signals deep internal excitement about AI-driven product transformation at HubSpot, implying a major AI product roadmap acceleration.",
        "strength": "medium"
      }
    },
    {
      "investor": {
        "handle": "akothari",
        "name": "Akshay Kothari",
        "firm": "Notion",
        "focus": "AI/ML",
        "avatar": "https://pbs.twimg.com/profile_images/1911885165221023744/3knSxXxW_400x400.jpg",
        "followers": 59290
      },
      "tweet": {
        "id": "2051748122905481683",
        "text": "The @NotionHQ AI meeting notes now include speaker attribution, so you can clearly see who said what: https://t.co/9gHQM5PDES",
        "date": "2026-05-05T19:37:26.000Z",
        "likes": 39,
        "retweets": 1
      },
      "signal": {
        "type": "product_endorsement",
        "sector": "AI/Productivity SaaS",
        "summary": "Notion adds speaker attribution to AI meeting notes, incrementally deepening AI integration into core enterprise collaboration workflows.",
        "strength": "low"
      }
    }
  ]
}