{
  "researched": "2026-11-02",
  "review_by": "2026-11-16",
  "note": "Hand-curated and refreshed weekly by the Monday AI Tools Radar run. Every source was fetched on or before the researched date. sources are [title, url, fact in Socket's words]; the first source is the main one. No em dashes.",
  "starter": {
    "title": "AI tools scoreboard",
    "publisher": "Nashville AI Consulting",
    "url": "https://nashvilleaiconsultation.com/ai-tools/",
    "as_of": "2026-06"
  },
  "tools": [
    {
      "tool": "ChatGPT",
      "vendor": "OpenAI",
      "category": "Frontier assistant",
      "latest": "GPT-6 Astra (Sep 2026); GPT-6.1 Sol (Sep 29) and GPT-6.1 Terra (Oct 26, 2026); GPT-Rosalind-6 biology model for vetted users (Oct 30)",
      "use_cases": "Drafting, research and analysis for most teams. ChatGPT Work pulls context from Drive, Slack, Teams, Gmail and Salesforce to build documents, sheets, decks and web apps; Dots are always-on agents.",
      "best_for": "General-purpose knowledge work and agentic office tasks across many connected apps",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Three flagship models shipped Sep to Oct 2026, and OpenAI says ChatGPT serves over 1 billion users.",
      "watch_out": "Tiers and model names change fast (Astra, Sol, Terra, Luna, Rosalind, Pro 500); re-test workflows after each change. A share link flaw that could hijack sessions was fixed Oct 26, 2026, so treat shared chat links with care.",
      "smb_fit": 4,
      "sources": [
        [
          "OpenAI: GPT-Rosalind-6 system card addendum",
          "https://deploymentsafety.openai.com/gpt-rosalind-6",
          "Oct 30, 2026: biology and drug discovery model on GPT-6 Astra, available only through vetted trusted access"
        ],
        [
          "AI Weekly: OpenAI patches ChatGPT share link flaw",
          "https://aiweekly.co/alerts/openai-patches-chatgpt-share-link-flaw-that-hijacked-sessions",
          "A malicious share link could hijack a viewer's session; fixed Oct 26, 2026 with no user action needed"
        ],
        [
          "Axios: OpenAI releases GPT-5.6 and ChatGPT Work",
          "https://axios.com/2026/07/09/ai-openai-gpt-release",
          "GPT-5.6 ships in Sol, Terra and Luna variants; ChatGPT Work builds docs, sheets and decks from connected apps."
        ],
        [
          "IT Brief UK: OpenAI launches GPT-6 Astra",
          "https://itbrief.co.uk/story/openai-launches-gpt-6-astra-for-paid-chatgpt-users",
          "GPT-6 Astra launched Sep 4, 2026 with a staged rollout to Plus, Pro, Business and Enterprise."
        ],
        [
          "The Batch: Sol nearly eclipses Astra",
          "https://www.deeplearning.ai/the-batch/sol-nearly-eclipses-astra",
          "GPT-6.1 Sol introduced at DevDay Sep 29, 2026; Dots agents and a $500/month Pro 500 plan launched."
        ],
        [
          "OpenAI News",
          "https://openai.com/news/",
          "Lists GPT-6.1 Terra on Oct 26, 2026 and a post on serving over 1 billion ChatGPT users."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Claude",
      "vendor": "Anthropic",
      "category": "Frontier assistant",
      "latest": "Claude Opus 5.5 (Sep 22), Sonnet 5.5 (Sep 28), Haiku 5.5 (Oct 7, 2026); Fable 5.1 (Sep 15); Claude Duet preview for US Pro and Max (Oct 21); Chat and Cowork unified for Enterprise with an Efficient mode (Oct 23); S-1 filed for Nasdaq IPO, ticker ANT (Oct 26, 2026)",
      "use_cases": "Agentic coding, long document and analysis work, and producing docs, slides and spreadsheets. Claude Tag puts a shared Claude agent in Slack channels that teams hand work to.",
      "best_for": "Coding, careful multi-step knowledge work and team agents in Slack",
      "pricing": "Team Standard $20/seat/mo annual ($25 monthly); Premium $100/seat/mo annual ($125 monthly)",
      "momentum": "Rising",
      "momentum_why": "Three 5.5 models shipped in about two weeks, and Anthropic posted an S-1 IPO filing on Oct 26, 2026.",
      "watch_out": "Claude Duet is invite only, US only and not yet on Team or Enterprise plans, and it draws on the same usage limits as chat. The pending IPO may bring pricing and packaging changes; the S-1 also flags safety related delays as a business risk.",
      "smb_fit": 5,
      "sources": [
        [
          "Claude: Cowork and chat come together for Enterprise",
          "https://claude.com/resources/articles/unified-claude-enterprise",
          "Oct 23, 2026: Chat and Cowork became one experience for Enterprise, with spend limits and an Efficient mode on Sonnet and Haiku"
        ],
        [
          "Anthropic files S-1 with the SEC for proposed initial public offering",
          "https://www.anthropic.com/news/s1-sec",
          "Anthropic filed an S-1 on Oct 26, 2026 for a Nasdaq listing under ANT; share count and price range not yet set."
        ],
        [
          "Claude release notes",
          "https://support.claude.com/en/articles/12138966-release-notes",
          "Claude Duet research preview opened for Pro and Max plans on Oct 21, 2026."
        ],
        [
          "Claude Duet: Anthropic previews an AI agent that messages you first (VKTR)",
          "https://www.vktr.com/ai-platforms/claude-duet-anthropic-previews-an-ai-agent-that-messages-you-first/",
          "Duet runs in the cloud, asks approval before acting, is US only via waitlist, and Team and Enterprise support is planned later."
        ],
        [
          "Expanding our partnership with GSA to bring Claude to all levels of government",
          "https://www.anthropic.com/news/expanding-partnership-gsa",
          "Oct 27, 2026: 40% discount on Claude Enterprise, Claude for Government and the API for US government buyers including state and local."
        ],
        [
          "Anthropic: Introducing Claude Opus 5.5",
          "https://www.anthropic.com/news/claude-opus-5-5",
          "Released Sep 22, 2026; performs near Fable 5.1 on most work at lower cost than Opus 5."
        ],
        [
          "Anthropic: Introducing Claude Sonnet 5.5",
          "https://www.anthropic.com/news/claude-sonnet-5-5",
          "Released Sep 28, 2026; nearly matches Opus 5.5 on knowledge-work and computer-use benchmarks."
        ],
        [
          "Anthropic News",
          "https://www.anthropic.com/news",
          "Lists Fable 5.1 (Sep 15), Haiku 5.5 (Oct 7) and the S-1 IPO filing (Oct 26, 2026)."
        ],
        [
          "Claude pricing",
          "https://claude.com/pricing",
          "Team Standard $20 and Premium $100 per seat per month billed annually; Fable on Premium seats."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Gemini",
      "vendor": "Google",
      "category": "Frontier assistant",
      "latest": "Gemini 4 Carbon (Oct 28, 2026), limited to selected cyber defenders for now; Gemini 4 Argon (Oct 13, now generally available in the app for AI Pro and Ultra); October Gemini Drop (Oct 30) adds a Windows app, Skills, file editing in chat and more connectors",
      "use_cases": "Built into Gmail, Docs, Sheets and Meet for drafting and summaries. New small-business tools add a business hub, on-brand images, and links to Google Ads, Business Profile, Shopify, Xero and Canva.",
      "best_for": "Google Workspace shops and cost-conscious small businesses",
      "pricing": "Workspace Business Standard with Gemini: $14/user/mo from Feb 10, 2027 ($7 promo until then)",
      "momentum": "Rising",
      "momentum_why": "Two Gemini 4 models in about two weeks: Argon on Oct 13 and Carbon on Oct 28, plus small-business tools on Oct 20.",
      "watch_out": "Gemini 4 Carbon is not yet available to businesses and has no release date. Argon in the app is limited to AI Pro and Ultra, and Gemini 4 API prices double after the introductory period.",
      "smb_fit": 4,
      "sources": [
        [
          "Google: Introducing Gemini 4 Carbon",
          "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-carbon/",
          "Oct 28, 2026: Carbon launched for a subset of cyber defenders, with intro API pricing that later doubles"
        ],
        [
          "Jetstream: Gemini Drops October 2026",
          "https://jetstream.blog/en/gemini-drops-october-2026/",
          "Oct 30 Gemini Drop made Argon generally available for AI Pro and Ultra and added a Windows app, Skills and file editing"
        ],
        [
          "Google: Introducing Gemini 4 Argon",
          "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-argon/",
          "Launched Oct 13, 2026; API price rises after Nov 30; offered through Gemini for business."
        ],
        [
          "Google: New Gemini tools for small business owners",
          "https://blog.google/innovation-and-ai/products/gemini-app/new-tools-small-business-owners/",
          "Adds a business hub, brand visuals, financial insights and connections to Business Profile, Ads, Shopify, Canva, Xero and Wix."
        ],
        [
          "Google Workspace pricing",
          "https://workspace.google.com/pricing",
          "Business Standard is $14/user/month from Feb 10, 2027, with a $7 promo, and includes Gemini."
        ],
        [
          "Nashville AI Consulting: AI tools scoreboard",
          "https://nashvilleaiconsultation.com/ai-tools/",
          "Starter list: rates Gemini best value, with the biggest context window and Workspace integration."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Grok",
      "vendor": "xAI (SpaceXAI)",
      "category": "Frontier assistant",
      "latest": "Grok 4.7 (Sep 21, 2026); Grok Bot agent teammates (beta Aug 11, 2026); SpaceX Super Intelligence Partner Network for enterprise Grok deployments (Oct 22, 2026); no Grok 5 yet",
      "use_cases": "Coding through Cursor and Grok Build, real-time information inside X, and image and video with Grok Imagine. Grok Bot gives always-on agent teammates that run routines on their own cloud computer.",
      "best_for": "Real-time X signal, coding teams on Cursor, and social-first creative work",
      "pricing": "Grok Business $30/user/mo",
      "momentum": "Rising",
      "momentum_why": "Two flagship releases in six weeks (4.6 in Aug, 4.7 in Sep) and new distribution via Bedrock, Foundry and GitHub Copilot.",
      "watch_out": "Deepfake controversies and xAI's admission of partial distillation from OpenAI models; looser, less filtered style.",
      "smb_fit": 3,
      "sources": [
        [
          "Introducing the SpaceX Super Intelligence Partner Network",
          "https://x.ai/news/partnernetworkannouncement",
          "Oct 22, 2026: partner program with deployment and marketplace tracks; 130+ early access companies and 48 named launch partners."
        ],
        [
          "xAI: Introducing Grok 4.7",
          "https://x.ai/news/grok-4-7",
          "Released Sep 21, 2026; available in Cursor, Grok Build and the API."
        ],
        [
          "xAI: Grok Bot included with more plans",
          "https://x.ai/news/grok-bot-more-plans",
          "Grok Bot (beta Aug 11) adds always-on agent teammates, included with SuperGrok and Cursor plans from Aug 26, 2026."
        ],
        [
          "Grok Business",
          "https://x.ai/grok/business",
          "Business plan is $30 per user per month with SOC 2 and no training on customer data."
        ],
        [
          "Wikipedia: SpaceXAI",
          "https://en.wikipedia.org/wiki/SpaceXAI",
          "SpaceX acquired xAI in Feb 2026; covers the deepfake controversy and distillation admission."
        ],
        [
          "Nashville AI Consulting: AI tools scoreboard",
          "https://nashvilleaiconsultation.com/ai-tools/",
          "Starter list: rates Grok best for live web and social signal, with a smaller business ecosystem."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Microsoft 365 Copilot",
      "vendor": "Microsoft",
      "category": "Frontier assistant",
      "latest": "25+ finance skills and plugins for Excel and Cowork (Oct 29, 2026); rebuilt Copilot with Home, Code and Autopilot (Sep 25); GPT-6.1 Sol and Claude Sonnet 5.5 in the model picker",
      "use_cases": "Drafting, summarizing and email triage inside Word, Excel, Outlook and Teams. Cowork runs multi-step tasks, Code builds trackers and apps, and Autopilot is a proactive agent inside the tenant.",
      "best_for": "Companies that already run on Microsoft 365",
      "pricing": "Copilot Business add-on $18/user/mo annual through Dec 31, 2026 ($21 list); $25.20 monthly",
      "momentum": "Rising",
      "momentum_why": "Microsoft's biggest Copilot overhaul was announced Sep 25, 2026, adding multi-vendor frontier models.",
      "watch_out": "Billing is split: Chat is in the license, but Cowork, Code, Autopilot and frontier models use usage credits, so set spend policies. From Dec 1, 2026 Copilot can be bought without a Microsoft 365 base plan, and pay as you go is on by default for new CSP Copilot Business licenses.",
      "smb_fit": 2,
      "sources": [
        [
          "Microsoft Copilot blog: Copilot for finance",
          "https://www.microsoft.com/en-us/copilot/blog/2026/10/29/microsoft-copilot-for-finance-purpose-built-for-the-way-finance-teams-work/",
          "Oct 29, 2026: 25+ finance skills and plugins, with finance skills in Excel generally available"
        ],
        [
          "Microsoft Partner Center: October 2026 announcements",
          "https://learn.microsoft.com/en-us/partner-center/announcements/2026-october",
          "From Dec 1, 2026 Copilot offers need no base subscription; pay as you go on by default for new CSP Copilot Business licenses"
        ],
        [
          "Microsoft: Introducing the new Copilot with Home, Code and Autopilot",
          "https://blogs.microsoft.com/blog/2026/09/25/introducing-the-new-copilot-with-home-code-and-autopilot/",
          "Sep 25, 2026: Home, Code and Autopilot, with usage-based billing for agent work and frontier models."
        ],
        [
          "Microsoft 365 Copilot Business pricing",
          "https://www.microsoft.com/en-us/microsoft-365/copilot/business",
          "$18/user/month annual (from $21) through Dec 31, 2026, or $25.20 monthly."
        ],
        [
          "A Guide to Cloud: M365 Copilot October 2026 updates",
          "https://www.aguidetocloud.com/blog/microsoft-365-copilot-october-2026-updates/",
          "GPT-6.1 Sol and Claude Sonnet 5.5 began rolling out Sep 30 in Cowork and Copilot Studio."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Perplexity",
      "vendor": "Perplexity AI",
      "category": "Knowledge and research",
      "latest": "Perplexity Enterprise earned FedRAMP Moderate (Oct 28, 2026); Computer agent runs fully on-device on Mac and on air-gapped servers (Oct 20)",
      "use_cases": "Fast cited research for market, vendor and competitor questions, deep research reports, and a Computer agent for multi-step work that can now run on local files or in regulated environments.",
      "best_for": "Cited research and agent work for regulated organizations needing local deployment",
      "pricing": "Pro $17/mo and Max $167/mo billed annually; Enterprise per seat, not listed",
      "momentum": "Rising",
      "momentum_why": "Reported annualized revenue topped $750M, up from under $250M at the start of 2026.",
      "watch_out": "Web traffic has slipped since Oct 2025; important claims still need human review.",
      "smb_fit": 4,
      "sources": [
        [
          "Perplexity: New FedRAMP certification",
          "https://www.perplexity.ai/hub/blog/new-fedramp-certification-brings-perplexity-to-more-government-workflows",
          "Oct 28, 2026: Perplexity Enterprise received FedRAMP Moderate, with live web search inside the certified boundary"
        ],
        [
          "Perplexity: Computer now runs fully local on Mac",
          "https://www.perplexity.ai/hub/blog/perplexity-computer-now-runs-fully-local-on-mac",
          "Oct 20, 2026: Computer can run on-device for Pro, Max and Enterprise users on Apple silicon."
        ],
        [
          "Perplexity: Computer on enterprise infrastructure with Valarian",
          "https://www.perplexity.ai/hub/blog/perplexity-brings-computer-to-enterprise-infrastructure-with-valarian",
          "Oct 20, 2026: Computer runs on institution-controlled and air-gapped servers, including healthcare."
        ],
        [
          "Fast Company: Maybe we were wrong about Perplexity",
          "https://fastcompany.com/91600914/maybe-we-were-wrong-about-perplexity",
          "Reported annualized revenue above $750M, and declining web traffic since Oct 2025."
        ],
        [
          "Perplexity pricing",
          "https://www.perplexity.ai/hub/pricing?p=enterprise",
          "Pro $17/month and Max $167/month billed annually; Enterprise price not listed."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Meta AI / Muse",
      "vendor": "Meta",
      "category": "Frontier assistant",
      "latest": "Muse personal agent app (Sep 8, 2026) on Muse Spark 1.3, now in the US, Canada and Singapore (Oct 28); Muse Wonder and Muse Wonder Full frontier models via Meta Model API and Muse Code (Oct 12, 2026)",
      "use_cases": "Mostly consumer use: an agent in the Muse app and WhatsApp that books travel, fills forms, shops and sends email. Not yet aimed at business teams.",
      "best_for": "Personal errands and reaching customers where they already are on WhatsApp",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "First Meta frontier model (Muse Wonder) shipped Oct 12, and NVIDIA agreed on Oct 27 to invest $3B in Meta's equity offering while deepening Muse inference work.",
      "watch_out": "Consumer focused with no business tier, available only in the US, Canada and Singapore; trains on interaction data by default.",
      "smb_fit": 3,
      "sources": [
        [
          "Social Media Today: Meta's Muse AI agents now available in Singapore",
          "https://www.socialmediatoday.com/news/metas-muse-ai-agents-are-now-available-to-users-in-singapore/873131",
          "Muse launched in Singapore on Oct 28, 2026, after the US and Canada"
        ],
        [
          "Introducing Muse Wonder and Muse Wonder Full",
          "https://about.fb.com/news/2026/10/introducing-muse-wonder-models/",
          "Oct 12, 2026: Muse Wonder available to developers via Meta Model API and Muse Code; Muse app subscribers get it first later."
        ],
        [
          "NVIDIA and Meta to Expand Collaboration on Muse (GlobeNewswire)",
          "https://www.globenewswire.com/news-release/2026/10/27/3388683/0/en/nvidia-and-meta-to-expand-collaboration-on-muse-and-muse-family-of-models-amid-robust-growth.html",
          "Oct 27, 2026: NVIDIA to invest $3B in Meta's equity offering and expand work on Muse model performance."
        ],
        [
          "TechCrunch: Meta's AI agent Muse is now the No. 2 app in the US",
          "https://techcrunch.com/2026/09/10/metas-ai-agent-muse-is-now-the-no-2-app-in-the-us/",
          "Muse launched Sep 8, 2026, US only, on iOS, web and WhatsApp, and reached No. 2."
        ],
        [
          "The Neuron: How to get started with Meta Muse",
          "https://theneuron.ai/explainer-articles/how-to-get-started-with-meta-muse/",
          "Muse runs on Muse Spark; no business offering described; training on data is on by default."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "DeepSeek",
      "vendor": "DeepSeek",
      "category": "Open models",
      "latest": "DeepSeek V4 Pro open weights (Aug 12, 2026, MIT); V4.1-Flash-1017 update with weights on Hugging Face (Oct 17, 2026); Search and Fetch APIs opened to all developers",
      "use_cases": "Low-cost API access and self-hosted coding and reasoning. The flagship needs heavy multi-GPU hardware to run in-house.",
      "best_for": "Lowest-cost API calls and open-weight experiments",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "V4 Pro shipped under MIT in August, then V4.1-Flash in September with API price cuts.",
      "watch_out": "Search and Fetch API calls start billing at $0.75 per 1,000 calls per endpoint on Oct 31, 2026, so check agent tool usage before then. A roughly five hour outage hit the service the week of Oct 12.",
      "smb_fit": 4,
      "sources": [
        [
          "DeepSeek API news: V4.1-Flash-1017",
          "https://api-docs.deepseek.com/news/news261017/",
          "Oct 17, 2026 update to V4.1-Flash plus Search and Fetch APIs, billed at $0.75 per 1,000 calls from Oct 31."
        ],
        [
          "DeepSeek Pushes Out Updated AI Model It Says Is Faster, Leaner (Bloomberg via Yahoo Finance)",
          "https://finance.yahoo.com/technology/ai/articles/deepseek-pushes-updated-ai-model-134714989.html",
          "DeepSeek called it a minor update with better reasoning, coding and agent scores and shorter outputs."
        ],
        [
          "AI Weekly: DeepSeek V4 Pro exits preview with MIT weights",
          "https://aiweekly.co/alerts/deepseek-v4-pro-exits-preview-with-mit-licensed-17t-weights",
          "V4 Pro released Aug 12, 2026 under MIT as a 1.6T-parameter model needing serious infrastructure."
        ],
        [
          "Tproger: DeepSeek releases V4.1-Flash",
          "https://tproger.ru/news/deepseek-vypustila-multimodalnuyu-model-v4-1-flash-i-nachala-za",
          "V4.1-Flash introduced Sep 10, 2026 with API price cuts."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Qwen",
      "vendor": "Alibaba",
      "category": "Open models",
      "latest": "Qwen3.8 family (Aug 2026), including Qwen3.8-27B under Apache 2.0 (Aug 14)",
      "use_cases": "Self-hosted and fine-tuned deployments. The 27B model fits on a single server; the large model powers coding agents.",
      "best_for": "Mid-size models you can host yourself with a permissive license",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "Qwen3.8 shipped in August 2026, with no newer major release confirmed for Sep to Oct.",
      "watch_out": "The large open model needs a commercial license above $50M in revenue; hosted Max versions are proprietary.",
      "smb_fit": 3,
      "sources": [
        [
          "Wikipedia: Qwen",
          "https://en.wikipedia.org/wiki/Qwen",
          "Qwen3.8 open weights Aug 12, 2026 (revenue-gated license) and the 27B under Apache 2.0 on Aug 14."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Llama / Muse Glimmer",
      "vendor": "Meta",
      "category": "Open models",
      "latest": "Llama line ended Apr 2026; Muse Glimmer 30B (Apache 2.0) released Aug 10, 2026",
      "use_cases": "Glimmer is a compact open model that runs in under 20GB for local or private use. Existing Llama installs keep running, but no new Llama models are coming.",
      "best_for": "A compact local model with a permissive license",
      "pricing": "",
      "momentum": "Cooling",
      "momentum_why": "Meta moved frontier work to closed Muse models and promised open weights had not shipped by mid-August.",
      "watch_out": "Plan migrations off Llama; Meta's future open releases are uncertain.",
      "smb_fit": 3,
      "sources": [
        [
          "Codersera: Meta is open-sourcing again",
          "https://codersera.com/blog/meta-open-weights-return-2026/",
          "Meta ended Llama in April 2026 and released Muse Glimmer (30B, Apache 2.0) on Aug 10."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Mistral",
      "vendor": "Mistral AI",
      "category": "Open models",
      "latest": "Mistral Large 4 open weights posted on Hugging Face (Oct 29, 2026): about 1T parameters, 1M token context, FP8 and NVFP4 checkpoints, under a modified MIT license; Voxtral 3 audio models and Voice Agents in public preview (Oct 20, 2026)",
      "use_cases": "Data-sovereign and self-hosted AI for European companies, document and OCR processing, and multimodal reasoning.",
      "best_for": "EU data sovereignty and self-hosted enterprise use",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Large 4 weights shipped Oct 29 with same day support in Transformers, vLLM and llama.cpp.",
      "watch_out": "Internal use is free, but running Large 4 as a hosted service for third parties needs a separate commercial license. Self hosting is heavy: FP8 weights are roughly 1 TB and examples use 8 GPUs.",
      "smb_fit": 4,
      "sources": [
        [
          "Hugging Face blog: Mistral Large 4",
          "https://huggingface.co/blog/mistral-large4",
          "Oct 29, 2026: Large 4 weights in FP8 and NVFP4 with 1M token context and day zero vLLM and llama.cpp support"
        ],
        [
          "mistralai/Mistral-Large-4-1T-A52B (Hugging Face)",
          "https://huggingface.co/mistralai/Mistral-Large-4-1T-A52B",
          "Model card live with a modified MIT license; offering the model as a service needs a separate commercial license"
        ],
        [
          "Mistral changelog",
          "https://docs.mistral.ai/resources/changelogs",
          "Oct 20, 2026: Voxtral 3 TTS and transcription family plus managed Voice Agents released in public preview."
        ],
        [
          "Artificial Analysis: Mistral Large 4",
          "https://artificialanalysis.ai/articles/mistral-large-4-france-ai",
          "Oct 6, 2026: Large 4 in API preview with open weights planned for end of October."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "gpt-oss",
      "vendor": "OpenAI",
      "category": "Open models",
      "latest": "gpt-oss-120b and gpt-oss-20b (Aug 2025, Apache 2.0); no successor confirmed",
      "use_cases": "On-premises or private reasoning. The 20b model runs on about 16GB of memory and the 120b on one 80GB GPU.",
      "best_for": "Private, low-cost reasoning on modest hardware",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "Still the original Aug 2025 pair, with no successor confirmed.",
      "watch_out": "Now well behind 2026 open models like DeepSeek V4 and Qwen3.8.",
      "smb_fit": 3,
      "sources": [
        [
          "OpenAI: Introducing gpt-oss",
          "https://openai.com/index/introducing-gpt-oss/",
          "Released Aug 5, 2025 under Apache 2.0; 120b runs on one 80GB GPU and 20b on about 16GB."
        ],
        [
          "Nashville AI Consulting: AI tools scoreboard",
          "https://nashvilleaiconsultation.com/ai-tools/",
          "Starter list: rates open models best for private or regulated data, but someone must own hosting and security."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Viktor",
      "vendor": "Viktor",
      "category": "AI coworker / agent",
      "latest": "Side-pane link previews for GitHub PRs, Google files, Gmail threads and Slack messages (Oct 31, 2026); emoji reactions and inline video (Oct 30); email hover cards (Oct 27); per-channel usage view for admins (Oct 23); Viktor's Screen opened to all workspaces Oct 22, 2026",
      "use_cases": "Teams message Viktor in Slack or Teams to pull reports, build dashboards and internal apps, run ad and marketing campaigns, and run recurring work across HubSpot, Meta Ads, Notion and QuickBooks.",
      "best_for": "SMB and mid-market teams that run their work in Slack or Teams and want one shared AI teammate",
      "pricing": "Free (up to $100 in credits); Team $100/mo for 40,000 shared credits, no per-seat charge; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "Sacra estimates about $50M annualized revenue in Sep 2026, up from a $15M run rate in May.",
      "watch_out": "Credit billing can get expensive; it has broad tool access, so set approval rules and per-person permissions.",
      "smb_fit": 5,
      "sources": [
        [
          "Viktor changelog",
          "https://viktor.com/changelog",
          "Oct 31, 2026 adds side-pane link previews; Oct 30 adds message reactions and inline video; Oct 27 adds email hover cards"
        ],
        [
          "Fortune: Viktor raises $75 million to put a virtual coworker in Slack and Teams",
          "https://fortune.com/2026/05/19/viktor-ai-startup-raises-75-million-for-virtual-coworker-exclusive/",
          "$75M Series A led by Accel; $15M run rate about three months after launch; credit pricing can be costly."
        ],
        [
          "Viktor homepage",
          "https://viktor.com/",
          "AI employee in Slack and Teams with its own cloud computer, approval buttons for irreversible actions."
        ],
        [
          "Viktor pricing",
          "https://viktor.com/pricing",
          "Free, Team at $100/mo for 40,000 shared credits, and Enterprise custom."
        ],
        [
          "Sacra: Viktor revenue",
          "https://sacra.com/c/viktor/",
          "Estimates about $50M annualized revenue in Sep 2026 and 70,000+ teams in Oct."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "OpenClaw",
      "vendor": "OpenClaw Foundation (open source)",
      "category": "AI coworker / agent",
      "latest": "v2026.10.8 stable plus v2026.9.35 extended-stable gateway-only line with backported security fixes (both Oct 27, 2026), after OpenClaw 2.0 (Aug 30, 2026)",
      "use_cases": "A self-hosted personal agent people message through Telegram, Signal, WhatsApp or Discord to handle email, calendars, browser tasks and scheduled jobs. Freelancers use it for lead generation.",
      "best_for": "Technical users who want a free, model-agnostic agent they control",
      "pricing": "Free and open source (MIT); you pay for model usage",
      "momentum": "Rising",
      "momentum_why": "A foundation launched July 2026 with OpenAI, NVIDIA, Microsoft and Tencent as sponsors.",
      "watch_out": "Serious security record: malicious skills, prompt injection and 2026 CVEs; sandboxing is off by default even in 2.0.",
      "smb_fit": 2,
      "sources": [
        [
          "OpenClaw releases on GitHub",
          "https://github.com/openclaw/openclaw/releases",
          "Oct 27, 2026: v2026.10.8 (exec allowlist hardening, API keys kept out of errors) and v2026.9.35 extended-stable gateway release with critical security and reliability fixes"
        ],
        [
          "Wikipedia: OpenClaw",
          "https://en.wikipedia.org/wiki/OpenClaw",
          "Renamed from Clawdbot and Moltbot in early 2026; OpenClaw 2.0 released Aug 30."
        ],
        [
          "Trending Topics: OpenClaw Foundation launches",
          "https://www.trendingtopics.eu/opwnclaw-foundation-launches-with-openai-nvidia-microsoft-and-tencent-as-sponsors/",
          "Foundation launched July 9, 2026 with OpenAI, NVIDIA, Microsoft and Tencent as sponsors."
        ],
        [
          "OpenClaw 2.0: same security defaults",
          "https://www.dsebastien.net/2026-10-03-openclaw-2-0-easier-setup-shared-sessions-same-security-defaults/",
          "2.0 release notes say Secret Store is unencrypted at rest and sandboxing is off by default."
        ],
        [
          "Rescana: Claw Chain vulnerabilities",
          "https://www.rescana.com/post/claw-chain-critical-openclaw-vulnerabilities-cve-2026-44112-44113-44115-44118-enable-data-theft-privilege-escalation-and",
          "Four CVEs enabling sandbox escape and impersonation affect versions before 2026.4.22."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Claude Tag",
      "vendor": "Anthropic",
      "category": "AI coworker / agent",
      "latest": "Beta for Team and Enterprise; replaced Claude in Slack on Aug 3, 2026; Teams version on waitlist",
      "use_cases": "Anyone in a Slack channel tags @Claude to hand off multi-step work: pulling metrics, working support tickets, investigating bugs or coding. It keeps channel memory and schedules its own follow-ups.",
      "best_for": "Slack-centric teams on Claude Team or Enterprise wanting an admin-governed AI teammate per channel",
      "pricing": "Consumption-based on Claude Team and Enterprise, with org and channel spend caps",
      "momentum": "Rising",
      "momentum_why": "Replaced the old Slack app in August and a Microsoft Teams waitlist signals expansion.",
      "watch_out": "Scope credentials per channel; memory persists unless Owners edit or delete it.",
      "smb_fit": 5,
      "sources": [
        [
          "Anthropic: Introducing Claude Tag",
          "https://www.anthropic.com/news/introducing-claude-tag",
          "Launched June 23, 2026 in beta; one Claude per channel; admins set tool access and limits."
        ],
        [
          "Claude Help Center: What is Claude Tag?",
          "https://support.claude.com/en/articles/15594475-what-is-claude-tag",
          "Replaced Claude in Slack on Aug 3, 2026; consumption billing with spend alerts."
        ],
        [
          "Claude: Claude Tag Teams waitlist",
          "https://claude.com/es/form/claude-tag-teams-waitlist",
          "Claude Tag is coming to Microsoft Teams, with a waitlist."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "ChatGPT Work",
      "vendor": "OpenAI",
      "category": "AI coworker / agent",
      "latest": "Launched Jul 9, 2026; GPT-6.1 Terra rolling out in ChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu (Oct 26, 2026)",
      "use_cases": "Multi-hour projects that gather context across connected apps and return finished documents, spreadsheets, decks or web apps, such as turning customer research into a campaign brief.",
      "best_for": "Teams on ChatGPT Business or Enterprise wanting long-running deliverable work",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Moved to GPT-6 within about 10 weeks of launch and is rolling across paid plans.",
      "watch_out": "Chat and Work can run different model snapshots; re-test workflows after model changes.",
      "smb_fit": 4,
      "sources": [
        [
          "ChatGPT release notes",
          "https://help.openai.com/en/articles/6825453-chatgpt-release-notes",
          "Oct 26, 2026 entry: GPT-6.1 Terra rolls out in ChatGPT Work and Codex; plan usage limits unchanged, some Plus and Pro default presets shift to Terra"
        ],
        [
          "Android Authority: ChatGPT Work launch",
          "https://www.androidauthority.com/chatgpt-work-launch-3685935/",
          "Launched July 9, 2026 with Codex built in; handles hours-long tasks with approvals."
        ],
        [
          "Beri: GPT-6 rollout leaves Work on September's Sol",
          "https://www.beri.net/article/chatgpt-gpt-6-intelligent-ui-october-sol-luna-vs-work-codex-september-enterprise-admin-desktop-app",
          "GPT-6 Sol and Luna shipped in ChatGPT Work and Codex on Sep 22."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Manus",
      "vendor": "Butterfly Effect (Singapore)",
      "category": "AI coworker / agent",
      "latest": "Manus 2.0 with Manus Studio and Automations (Oct 30, 2026 post, desktop build 2.0.4); independent again after Meta unwind (Aug to Sep 2026); raised $500M+ in Oct 2026",
      "use_cases": "A general agent for research, reports, file processing, slides, video and building apps and websites from one prompt.",
      "best_for": "Individuals and small teams wanting one agent to produce research and deliverables end to end",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Caixin reports ARR near $400M by June 2026, and a $500M+ round closed in October.",
      "watch_out": "Ownership and data handling have been unstable; review data residency for sensitive work.",
      "smb_fit": 3,
      "sources": [
        [
          "Manus blog: Rebuilding Manus with Manus",
          "https://manus.im/blog/rebuilding-manus-with-manus",
          "Oct 30, 2026 post describes Manus 2.0, Manus Studio and Automations, and links a 2.0.4 macOS desktop build"
        ],
        [
          "Caixin: Manus cuts ties with Meta",
          "https://www.caixinglobal.com/2026-08-12/manus-cuts-ties-with-meta-as-tencent-emerges-as-top-backer-102473415.html",
          "Investors bought Manus back from Meta; Tencent became largest shareholder; ARR about $400M by June."
        ],
        [
          "TechCrunch: Manus seeks $4B valuation",
          "https://techcrunch.com/2026/09/18/manus-seeks-4b-valuation-in-new-500m-fundraise-as-it-resumes-independent-ops/",
          "Resumed independent operations in Sep 2026 and sought $500M at $4B."
        ],
        [
          "Pulse 2.0: Manus raises more than $500 million",
          "https://pulse2.com/manus-raises-more-than-500-million-after-unwinding-meta-acquisition/",
          "Round co-led by Boyu Capital and IDG Capital, reported Oct 8, 2026."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Lindy",
      "vendor": "Lindy",
      "category": "AI coworker / agent",
      "latest": "Lindy Apps: request internal tools built on your existing integrations (Oct 28, 2026); webhooks for Lindy Apps and full Outlook signatures (Oct 29); Airtable, Intercom and Google Analytics integrations (Oct 18)",
      "use_cases": "Inbox triage, meeting notes and follow-ups, scheduling, phone calls and recurring routines. Watch and Learn lets you show it a task once so it can take over.",
      "best_for": "Founders, sales and ops staff wanting an executive-assistant style agent",
      "pricing": "Free ($50 in credits for 7 days); Team $49.99/user/mo with 5,000 credits; top-ups $10 per 1,000 credits; Enterprise custom",
      "momentum": "Steady",
      "momentum_why": "Still shipping, but now competes head-on with Claude Tag and Viktor in Slack.",
      "watch_out": "Team now lists at $49.99 per active user for 5,000 credits (up from $29.99 for 3,000), and monthly credits do not roll over, so cost is hard to predict. Teammate reportedly runs on DeepSeek, which regulated buyers should vet.",
      "smb_fit": 3,
      "sources": [
        [
          "Lindy pricing",
          "https://www.lindy.ai/pricing",
          "Team plan shown at $49.99/mo per active user with 5,000 credits; top-ups $10 per 1,000 credits; Free has $50 in credits lasting 7 days"
        ],
        [
          "Lindy changelog",
          "https://www.lindy.ai/changelog",
          "Lindy Apps launched Oct 28, 2026; webhooks for Apps and Outlook signatures Oct 29"
        ],
        [
          "Cognitive Revolution: Lindy Teammate",
          "https://www.cognitiverevolution.ai/lindy-teammate-flo-crivello-on-multiplayer-agents-memory-why-he-d-ban-the-chinese-models-he-uses-newsletter/",
          "Aug 10, 2026 episode on Lindy Teammate, which joins Slack and runs on DeepSeek."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Genspark",
      "vendor": "Genspark (MainFunc)",
      "category": "AI coworker / agent",
      "latest": "AI Workspace 6.0 (Jul 21, 2026) with SecondBrain memory, GenMail and GenTeam",
      "use_cases": "A multi-model super agent for slides, financial models, docs, websites and apps, now with long-term memory, agentic email and team chat.",
      "best_for": "Small teams producing many decks, research and documents",
      "pricing": "Plus $24.99/mo; Pro $249.99/mo; Team $40/seat/mo; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "$100M Series B extension at $2.6B and 7,000+ business customers by July.",
      "watch_out": "Credit-heavy tasks burn through plans; memory retains company context, so review data policies.",
      "smb_fit": 3,
      "sources": [
        [
          "Boursorama: Genspark valued at $2.6B",
          "https://www.boursorama.com/bourse/actualites/la-start-up-specialisee-dans-l-ia-genspark-a-ete-valorisee-a-2-6-milliards-de-dollars-lors-de-son-dernier-tour-de-table-0b4a8faa44153f2ceabf98cd16a41c55",
          "$100M extension at a $2.6B valuation; $150M ARR in Q1 2026."
        ],
        [
          "Boerse Express: Genspark 6.0",
          "https://www.boerse-express.com/news/articles/genspark-60-ki-plattform-mit-secondbrain-gedaechtnis-startet-930983",
          "6.0 released July 21, 2026 with SecondBrain; more than 7,000 business customers."
        ],
        [
          "Genspark membership plans",
          "https://www.genspark.ai/helpcenter/membership-plans",
          "Plus $24.99/mo, Pro $249.99/mo, Team $40/seat/mo."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Perplexity Comet",
      "vendor": "Perplexity",
      "category": "AI coworker / agent",
      "latest": "Comet free worldwide with Comet Enterprise (Mar 2026); Computer Automations (Oct 5, 2026); Computer adds Ultrafast models (Max) and role-based connector controls for Enterprise (Oct 19, 2026)",
      "use_cases": "An agentic browser that summarizes pages, queries Gmail and calendar, and completes multi-step web tasks like shopping or form filling.",
      "best_for": "Teams whose work happens in the browser: research, prospecting, admin web tasks",
      "pricing": "Free to install; some features need Pro ($20/mo) or Max",
      "momentum": "Steady",
      "momentum_why": "Keeps shipping but faces Amazon litigation, with a dismissal hearing set for Nov 20, 2026.",
      "watch_out": "Agentic browsing can be hijacked by prompt injection; use enterprise policies and approvals.",
      "smb_fit": 3,
      "sources": [
        [
          "Perplexity changelog: Ultrafast Computer models, Decisions API, and connector controls",
          "https://www.perplexity.ai/changelog/ultrafast-computer-models-decisions-api-and-connector-controls",
          "Oct 19, 2026: Ultrafast speed in Computer for Max (uses more credits), Decisions API, role-based connector access for sales-assisted Enterprise admins"
        ],
        [
          "TestingCatalog: Comet Enterprise",
          "https://www.testingcatalog.com/perplexity-launches-comet-enterprise-with-advanced-security/",
          "Comet Enterprise announced Mar 17, 2026 with policies, agent restrictions and approvals."
        ],
        [
          "Keywords Everywhere: Perplexity updates 2026",
          "https://keywordseverywhere.com/news/perplexity-updates/",
          "Amazon amended its complaint Sep 21; Perplexity moved to dismiss Oct 13 with a hearing Nov 20."
        ],
        [
          "Perplexity changelog",
          "https://www.perplexity.ai/changelog",
          "Computer added Automations (Oct 5) and connector controls (Oct 19)."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Copilot Cowork and Studio",
      "vendor": "Microsoft",
      "category": "AI coworker / agent",
      "latest": "Copilot Cowork GA (Jun 16, 2026); app building added Sep 10, 2026",
      "use_cases": "Cowork runs long multi-tool tasks inside Microsoft 365. Copilot Studio builds no-code custom agents, voice agents and multi-agent workflows on 1,500+ connectors.",
      "best_for": "Microsoft 365 shops needing agents inside their compliance boundary",
      "pricing": "Copilot Studio $200 per 25,000-credit pack/mo; Cowork $0.01 per Copilot Credit plus M365 Copilot license",
      "momentum": "Rising",
      "momentum_why": "Cowork reached GA worldwide and Microsoft ships monthly agent features.",
      "watch_out": "Usage-billed per task; set tenant and user spend limits and govern who can publish agents.",
      "smb_fit": 3,
      "sources": [
        [
          "Microsoft: Copilot Cowork is generally available",
          "https://microsoft.com/en-us/microsoft-365/blog/2026/06/16/copilot-cowork-is-now-generally-available",
          "GA June 16, 2026; requires M365 Copilot license; usage billed per Copilot Credit."
        ],
        [
          "Microsoft Copilot Studio",
          "https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio",
          "$200 per 25,000-credit pack per month; no-code agents with 1,500+ connectors."
        ],
        [
          "Microsoft: Copilot Studio product integrations",
          "https://www.microsoft.com/en-us/microsoft-copilot/blog/copilot-studio/cs-topic/product-integrations/",
          "Sep 10 app building in Cowork and Studio; Oct 7 monthly update."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Salesforce Agentforce",
      "vendor": "Salesforce",
      "category": "AI coworker / agent",
      "latest": "Dreamforce 2026 (Sep 15 to 17): Agentforce Coworker GA; Agent Context Engine in preview (Oct 20, 2026); long-horizon agents due Nov 2026",
      "use_cases": "Prebuilt and custom agents for sales development, service, back office and supply chain inside Salesforce.",
      "best_for": "Companies already running sales and service on Salesforce",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "Dreamforce shipped many features, but no published customer ROI or cost-to-run figures.",
      "watch_out": "Salesforce plans to charge Flex Credits for agentic MCP and API calls (counted as headless platform interactions); partners pushed back in Oct 2026 and pricing details are still unresolved, so model usage costs before rollout",
      "smb_fit": 2,
      "sources": [
        [
          "Salesforce: Agent Context Engine",
          "https://www.salesforce.com/blog/agent-context-engine-trusted-shared-context/",
          "Oct 20, 2026: shared context layer for agents built on Data 360, in preview now, usable by Agentforce and third-party agent frameworks"
        ],
        [
          "Salesforce Ben: Salesforce opens talks with partners over AI agent billing concerns",
          "https://www.salesforceben.com/salesforce-opens-talks-with-partners-over-ai-agent-billing-concerns/",
          "Oct 21, 2026: each successful agentic MCP or API call will consume Flex Credits; no effective date or rates given; partner concerns not yet resolved"
        ],
        [
          "Salesforce: 21 things we announced at Dreamforce 2026",
          "https://www.salesforce.com/blog/dreamforce-2026-announcements/",
          "Agentforce Coworker GA; long-horizon agents GA November 2026; Claudeforce beta."
        ],
        [
          "MarketScale: Dreamforce ROI numbers still missing",
          "https://www.marketscale.com/industries/software-and-technology/dreamforce-2026-goes-all-in-on-ai-agents-but-roi-numbers-are-still-missing.md",
          "No Agentforce ROI or cost-to-run figures cited in pre-event materials."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Devin",
      "vendor": "Cognition",
      "category": "Build and code",
      "latest": "Corridor security team joins Cognition to build out Devin Security (Oct 28, 2026); FrontierCode 2.0 benchmark (Oct 27); Devin Security for vulnerability scanning and fix PRs (Oct 26); $2B Series E at $48B (Sep 2026)",
      "use_cases": "An autonomous software engineer that takes tickets, investigates incidents and triages vulnerabilities from Slack, Teams, Jira, Linear or GitHub.",
      "best_for": "Engineering teams with a backlog of well-scoped tickets or migrations",
      "pricing": "Free; Pro $20/mo; Max $200/mo; Teams $80/mo plus $40 per dev seat",
      "momentum": "Rising",
      "momentum_why": "Run-rate revenue reportedly near $900M and valuation up from $26B to $48B in months.",
      "watch_out": "It executes unsupervised; grant repo and production access deliberately and review its PRs.",
      "smb_fit": 3,
      "sources": [
        [
          "Corridor is Joining Cognition",
          "https://cognition.com/blog/corridor-joining-cognition",
          "Oct 28, 2026: Corridor, a security company for AI-native teams, is joining Cognition to advance Devin Security; deal terms not disclosed"
        ],
        [
          "FrontierCode 2.0",
          "https://cognition.com/blog/frontier-code-2.0",
          "Oct 27, 2026: Cognition's new coding benchmark graded by open-source maintainers; top score 45.5%"
        ],
        [
          "Cognition blog: Devin Security",
          "https://cognition.com/blog/devin-security",
          "Oct 26, 2026: enterprise product that threat models a codebase, runs deep scans with frontier cyber models, reranks findings by real exploitability and opens fix PRs; free scans offered to enterprise customers, no list price"
        ],
        [
          "AI Business: Cognition valued at $48B",
          "https://aibusiness.com/generative-ai/ai-coding-startup-cognition-valued-at-48b",
          "Sep 10, 2026: $2B Series E at $48B; run rate near $900M."
        ],
        [
          "Devin pricing",
          "https://devin.ai/pricing",
          "Free, Pro $20, Max $200, Teams $80 plus $40 per dev seat, Enterprise custom."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Hone",
      "vendor": "Hone",
      "category": "AI coworker / agent",
      "latest": "Launched with a $60M seed at a $285M valuation (Oct 8, 2026)",
      "use_cases": "Builds AI agents meant to act as professional staff on business tasks that run for weeks or months.",
      "best_for": "Early adopters piloting long-horizon AI staff",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Large seed from Benchmark and Index in Oct 2026, though the product is very early.",
      "watch_out": "Brand-new company with little public product detail; pilot only.",
      "smb_fit": 3,
      "sources": [
        [
          "Bloomberg Government: Former OpenAI, Cognition staffers want AI to help run a business",
          "https://news.bgov.com/artificial-intelligence/former-openai-cognition-staffers-want-ai-to-help-run-a-business",
          "Oct 8, 2026: Hone raised a $60M seed at $285M to build long-running AI staff agents."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Cursor",
      "vendor": "Anysphere (SpaceX)",
      "category": "Build and code",
      "latest": "Agent SDK (Oct 20, 2026); Cloud Agent Canvases (Oct 16, 2026)",
      "use_cases": "An AI-first code editor for writing, refactoring and reviewing whole codebases, and running agents that open pull requests and watch deployments.",
      "best_for": "Software teams and technical founders",
      "pricing": "Free; Plus $8/mo; Premium $30/mo; Super $100/mo; Ultra $200/mo; Teams $30+/user/mo; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "Reportedly past $3B in annual sales, and SpaceX closed a $60B acquisition on Aug 14, 2026.",
      "watch_out": "New ownership, and its Composer 2 model drew criticism over undisclosed origins; pricing tiers shift often.",
      "smb_fit": 4,
      "sources": [
        [
          "Cursor pricing",
          "https://cursor.com/pricing",
          "Pricing page now lists Super at $100/mo and Ultra at $200/mo alongside Free, Plus, Premium, Teams and Enterprise"
        ],
        [
          "Cursor changelog",
          "https://cursor.com/changelog",
          "Agent SDK Oct 20, 2026; Cloud Agent Canvases Oct 16."
        ],
        [
          "Wikipedia: Cursor (company)",
          "https://en.wikipedia.org/wiki/Cursor_(company)",
          "SpaceX acquisition closed Aug 14, 2026; $3B annual sales rate reported in May."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Claude Code",
      "vendor": "Anthropic",
      "category": "Build and code",
      "latest": "v2.1.316 (Oct 31, 2026): pooled group budgets and a subagent effort setting; v2.1.314 (Oct 30) limits writes to working directories; Claude Mods and blocking hooks added in October",
      "use_cases": "An agentic coding assistant in the terminal, IDE and desktop that builds features, fixes bugs, reviews code and automates repo tasks through hooks and plugins.",
      "best_for": "Builders who want an agent doing multi-step work in a real codebase",
      "pricing": "In all paid Claude plans: Pro $20/mo; Max from $100/mo; Team Standard $25/seat monthly",
      "momentum": "Rising",
      "momentum_why": "23 versions shipped in October 2026 alone.",
      "watch_out": "Lower-tier usage limits can bind for heavy agent work; fast releases change behavior often. Opus 4.8 fast mode retires before Nov 30, 2026.",
      "smb_fit": 5,
      "sources": [
        [
          "Havoptic: Claude Code October 2026 releases",
          "https://www.havoptic.com/releases/claude-code/2026/10",
          "v2.1.316 on Oct 31, 2026 added pooled group budgets and subagent effort; notes say Opus 4.8 fast mode retires before Nov 30"
        ],
        [
          "Claude pricing",
          "https://claude.com/pricing",
          "Claude Code is included in all paid plans."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "OpenAI Codex",
      "vendor": "OpenAI",
      "category": "Build and code",
      "latest": "Codex CLI 0.166.0 (Oct 29, 2026); 0.165.0 adds a built-in Vertex AI provider (Oct 27); GPT-6.1 Terra in Codex (Oct 26); DevDay 2026 (Sep 29): Codex cloud, Code Review, Codex Security Cloud",
      "use_cases": "Developers hand coding tasks from the CLI, IDE, ChatGPT or phone, run many in parallel in the cloud, and use automatic PR reviews and security scans.",
      "best_for": "Teams on ChatGPT wanting parallel delegated coding and automatic reviews",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "39 CLI releases in Q3 2026 and about 25.7M weekly npm downloads, up 18.6% quarter over quarter.",
      "watch_out": "Features are split across ChatGPT tiers, so what a small team gets depends on its plan.",
      "smb_fit": 4,
      "sources": [
        [
          "OpenAI changelog",
          "https://learn.chatgpt.com/docs/changelog",
          "Codex CLI 0.165.0 (Oct 27, 2026) added a Google Cloud Vertex AI provider; 0.166.0 (Oct 29) added transcript search and GPT-6.1 Terra on Vertex and Bedrock catalogs"
        ],
        [
          "OpenAI: DevDay 2026 recap",
          "https://openai.com/index/devday-2026-recap/",
          "Codex cloud, CLI with voice, Code Review, Codex Security Cloud and an Agents API."
        ],
        [
          "Havoptic: OpenAI Codex CLI Q3 2026",
          "https://www.havoptic.com/blog/deep-dive-openai-codex-q3-2026",
          "39 releases in Q3; about 25.7M weekly npm downloads; GPT-6.1 Sol default Sep 29."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "GitHub Copilot",
      "vendor": "GitHub (Microsoft)",
      "category": "Build and code",
      "latest": "GitHub Universe (Oct 28, 2026): Copilot Fusion multi-model routing GA on all plans, shared team Copilot Automations rolling out, Copilot included with GitHub Enterprise for account-team customers; GPT-6.1 Terra GA (Oct 26)",
      "use_cases": "Code completion and chat in the editor, plus agents that open, fix and merge pull requests or run scheduled tasks; can host Claude and Codex agent sessions.",
      "best_for": "Teams on GitHub and VS Code wanting AI in existing tools at low cost",
      "pricing": "Free; Pro $10/mo; Pro+ $39/mo; Max $100/mo",
      "momentum": "Steady",
      "momentum_why": "Monthly releases keep adding agent features without a major platform shift.",
      "watch_out": "Many agent features are previews or staged rollouts. Fusion bills each model it calls at that model's rate, and shared automations bill the repo owner's AI credits. Business and Enterprise prices were not shown on the plans page.",
      "smb_fit": 4,
      "sources": [
        [
          "GitHub Changelog: Copilot Fusion",
          "https://github.blog/changelog/2026-10-28-route-and-orchestrate-models-with-github-copilot-fusion",
          "Oct 28, 2026: Fusion picks and combines models at Standard, High or Max effort; GA on all Copilot plans, billed per model used"
        ],
        [
          "GitHub Changelog: shared Copilot Automations",
          "https://github.blog/changelog/2026-10-28-build-shared-workflows-for-your-team-with-copilot-automations",
          "Oct 28, 2026: shared automations belong to the repo, act as Copilot and bill the repo owner; rolling out to Pro through Enterprise"
        ],
        [
          "GitHub Changelog: GitHub Enterprise now includes Copilot",
          "https://github.blog/changelog/2026-10-28-github-enterprise-now-includes-access-to-github-copilot",
          "Oct 28, 2026: account-team enterprise customers get Copilot with GitHub Enterprise, metered against an enterprise budget"
        ],
        [
          "GitHub Changelog: GPT-6.1 Terra in GitHub Copilot",
          "https://github.blog/changelog/2026-10-26-gpt-6-1-terra-in-github-copilot",
          "Oct 26, 2026: GPT-6.1 Terra generally available for Pro, Pro+, Max, Business and Enterprise, billed at provider list price under usage based billing"
        ],
        [
          "GitHub Changelog: Copilot assisted permissions GA",
          "https://github.blog/changelog/2026-10-26-github-copilot-assisted-permissions-generally-available",
          "Oct 26, 2026: Copilot assisted permissions reached general availability"
        ],
        [
          "GitHub: Copilot in VS Code September 2026 releases",
          "https://github.blog/changelog/2026-10-01-github-copilot-in-vs-code-september-2026-releases",
          "Added Automations, agent merge and PRs from Copilot, Claude and Codex sessions."
        ],
        [
          "GitHub Copilot plans",
          "https://github.com/features/copilot/plans",
          "Free, Pro $10, Pro+ $39, Max $100 per month."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Lovable",
      "vendor": "Lovable",
      "category": "Build and code",
      "latest": "Credit run-out email warnings and one-click 2FA (Oct 28, 2026); workspace Events and Hooks and Scrive e-signatures (Oct 27); 17 releases in Oct 2026, incl. Supabase projects from chat and n8n connections (Oct 20)",
      "use_cases": "Non-developers describe an app in chat and get a working, hosted web app with database, login and integrations, used for MVPs, internal tools and customer sites.",
      "best_for": "Non-technical founders and small teams who need a real app fast",
      "pricing": "Pro from $25/mo; Business from $50/mo (100 credits, scaling up)",
      "momentum": "Rising",
      "momentum_why": "Raised $400M at a $13.3B valuation on Aug 12, 2026, nearing a $600M revenue run rate.",
      "watch_out": "Credit billing climbs on heavy iteration; generated apps need a security review before handling sensitive data.",
      "smb_fit": 5,
      "sources": [
        [
          "Havoptic: Lovable October 2026 releases",
          "https://www.havoptic.com/releases/lovable/2026/10",
          "Oct 27 added Events and Hooks and Scrive e-signatures; Oct 28 added email warnings before workspace credits run out"
        ],
        [
          "Lovable subscription plans",
          "https://docs.lovable.dev/introduction/subscription-plans",
          "Pro from $25/mo and Business from $50/mo for 100 credits."
        ],
        [
          "Dealroom: Lovable raises $400M at $13.3B",
          "https://dealroom.co/news/144597-lovable-raises-400m-at-13-3b-valuation-eyes-600m-revenue-run-rate/",
          "Aug 12, 2026 round; run rate projected near $600M."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Replit",
      "vendor": "Replit",
      "category": "Build and code",
      "latest": "Cloud Agent opens tested pull requests with screenshots and video (Oct 30, 2026); autonomous on-call engineer (Oct 23); Windows desktop preview (Oct 9)",
      "use_cases": "Build and deploy full-stack apps by chatting with Replit Agent in a workspace that includes hosting, database and backups; now also investigates and fixes production alerts.",
      "best_for": "Non-developers and small teams wanting build, host and run in one place",
      "pricing": "Core $20/mo; Pro $100/mo; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "Weekly Agent releases through Sep and Oct 2026 after tripling its valuation to $9B.",
      "watch_out": "Usage-based agent costs can be unpredictable.",
      "smb_fit": 4,
      "sources": [
        [
          "Havoptic: Replit Agent October 2026 releases",
          "https://www.havoptic.com/releases/replit-agent/2026/10",
          "Release 2026.10.30: Cloud Agent tests the change in the running app and opens a PR with screenshots and video"
        ],
        [
          "Replit pricing",
          "https://replit.com/pricing",
          "Core $20/mo and Pro $100/mo; Enterprise custom."
        ],
        [
          "Latent Space: Replit Agent 4",
          "https://www.latent.space/p/ainews-replit-agent-4-the-knowledge",
          "Agent 4 launched around March 2026; valuation tripled to $9B."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Bolt",
      "vendor": "StackBlitz",
      "category": "Build and code",
      "latest": "Bolt Forge agent on open models (Sep 14, 2026); acquired Dokai (Sep 29)",
      "use_cases": "Prompt full-stack web apps, slides and prototypes in the browser and deploy in one click, with visual edits and a pre-publish security scan.",
      "best_for": "Quick prototypes and landing pages on a budget",
      "pricing": "Free; Pro $25/mo; Teams $30/member/mo",
      "momentum": "Steady",
      "momentum_why": "Ships regularly, but with less news flow than Lovable or Replit.",
      "watch_out": "Opting into Bolt Forge's extra usage means sessions help train open models; check the setting.",
      "smb_fit": 3,
      "sources": [
        [
          "Bolt.new product blog",
          "https://bolt.new/blog/category/product",
          "Dokai acquisition Sep 29; Bolt Forge Sep 14; Visual Edits Sep 3."
        ],
        [
          "Bolt pricing",
          "https://bolt.new/pricing",
          "Free, Pro $25/mo, Teams $30/member/mo."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "v0",
      "vendor": "Vercel",
      "category": "Build and code",
      "latest": "v0 apps connect to Slack, Google and 100+ services (Aug 2026); v0 API GA",
      "use_cases": "Turns plain-English descriptions into React or Next.js interfaces, dashboards and full-stack apps on Vercel, often for landing pages and internal tools.",
      "best_for": "Teams deploying on Vercel or wanting polished front-end code",
      "pricing": "Free; Business $100/user/mo; Enterprise custom",
      "momentum": "Steady",
      "momentum_why": "Adds integrations and API access; SaaStr reported 4M+ users in March 2026.",
      "watch_out": "Best on the Vercel and Next.js stack; moving elsewhere takes work.",
      "smb_fit": 4,
      "sources": [
        [
          "Vercel weekly (Aug 2026)",
          "https://community.vercel.com/t/vercel-weekly-2026-08-24/48152",
          "v0 apps can connect to Slack, Google and 100+ services."
        ],
        [
          "SaaStr: v0 by Vercel",
          "https://www.saastr.com/saastr-ai-app-of-the-week-v0-by-vercel-the-vibe-coding-tool-that-4-million-people-use-to-ship-real-software-not-just-demos",
          "Over 4M users; Teams and Enterprise are over half of revenue."
        ],
        [
          "v0 pricing",
          "https://v0.app/pricing",
          "Free, Business $100/user/mo, Enterprise custom."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Supabase",
      "vendor": "Supabase",
      "category": "Build and code",
      "latest": "Unified .NET SDK v8 (Oct 21, 2026); scoped personal access tokens by default; Supabase Select 2026 (Oct 2): Turso acquisition and an MCP server for apps",
      "use_cases": "The Postgres backend (database, auth, storage, functions) behind many AI-built apps; Lovable and others create Supabase projects automatically.",
      "best_for": "Anyone building apps who needs a real database and auth without servers",
      "pricing": "Free; Pro from $25/mo; Team from $599/mo",
      "momentum": "Rising",
      "momentum_why": "Raised $500M at $10.5B in June 2026; platform customers up 370% in six months.",
      "watch_out": "AI-built projects often skip row-level security; costs grow with usage.",
      "smb_fit": 5,
      "sources": [
        [
          "Supabase blog: Introducing the unified Supabase .NET SDK",
          "https://supabase.com/blog/introducing-the-unified-supabase-net-sdk",
          "Oct 21, 2026: .NET SDK v8 moves all packages to one repo with a shared version, adds ASP.NET Core dependency injection; breaking changes from v7"
        ],
        [
          "Supabase blog: Scope your Personal Access Tokens",
          "https://supabase.com/blog/scope-your-personal-access-tokens",
          "Oct 26, 2026: dashboard created tokens now default to limited scope by project, org and permission; existing tokens keep working"
        ],
        [
          "Supabase blog",
          "https://supabase.com/blog",
          "Select 2026 posts Oct 2 including the Turso acquisition and MCP server."
        ],
        [
          "Orrick: Supabase raises $500M at $10.5B",
          "https://www.orrick.com/en/News/2026/06/Supabase-Raises-500-Million-at-10-5-Billion-Valuation-to-Accelerate-Lead-in-Agentic-Infrastructure",
          "Series F June 2026; 9M+ developers; platform customers up 370%."
        ],
        [
          "Supabase pricing",
          "https://supabase.com/pricing",
          "Free, Pro from $25, Team from $599, Enterprise custom."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "n8n",
      "vendor": "n8n GmbH",
      "category": "Automation",
      "latest": "n8n 2.45.4 stable (Oct 26, 2026); n8n 3.0.0 and 2.46.0 pre-releases (Oct 27); Browser Use available to all (Oct 6)",
      "use_cases": "Visual workflows and AI agents connecting apps, APIs and models, self-hostable for data control; popular for lead routing, document processing and internal agents.",
      "best_for": "Technical teams wanting flexible, low-cost automation with self-hosting",
      "pricing": "Starter EUR 20/mo; Pro EUR 50/mo; Business EUR 667/mo (annual)",
      "momentum": "Rising",
      "momentum_why": "SAP's May 2026 investment valued it at about $5.2B, with weekly releases through October.",
      "watch_out": "Self-hosting brings security and update duties; frequent breaking node changes. n8n 3.0 is a major release with breaking changes, so run the migration tool before upgrading.",
      "smb_fit": 4,
      "sources": [
        [
          "n8n release notes: n8n 3.0",
          "https://docs.n8n.io/release-notes/",
          "n8n 3.0 (Oct 27, 2026) is a major release with breaking changes and a migration tool; GitHub still marks 3.0.0 as a pre-release"
        ],
        [
          "GitHub: n8n releases",
          "https://github.com/n8n-io/n8n/releases",
          "Oct 26, 2026: 2.45.4 marked latest with sub-workflow error and IMAP reconnect fixes; Oct 27: 3.0.0 and 2.46.0 published as pre-releases with custom OAuth2 scopes and Assistant permission checks"
        ],
        [
          "n8n pricing",
          "https://n8n.io/pricing/",
          "Starter EUR 20, Pro EUR 50, Business EUR 667 per month billed annually."
        ],
        [
          "Wikipedia: n8n",
          "https://en.wikipedia.org/wiki/N8n",
          "SAP investment in May 2026 at about $5.2B."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Zapier",
      "vendor": "Zapier",
      "category": "Automation",
      "latest": "Standalone Agents folded into AI steps inside Zaps (Sep 2026); Functions retired Sep 1",
      "use_cases": "Connect thousands of SaaS apps with Zaps and add AI steps or agents, plus chatbots, Tables and Zapier MCP so AI assistants can act across apps.",
      "best_for": "Non-technical SMB operators who need the widest app catalog",
      "pricing": "Free (100 tasks); Professional from $19.99/mo; Team from $69/mo",
      "momentum": "Steady",
      "momentum_why": "Consolidating products rather than launching new lines.",
      "watch_out": "Converted agents need auditing; task billing and MCP calls add up.",
      "smb_fit": 5,
      "sources": [
        [
          "Zapier pricing",
          "https://zapier.com/pricing",
          "Plan prices for Zaps, Agents and Chatbots; AI features include Agents, Canvas and MCP."
        ],
        [
          "Collab365: Zapier folds standalone Agents into Zaps",
          "https://spaces.collab365.com/posts/zapier-folds-standalone-agents-into-normal-zaps-kkimyhta",
          "Agents convert to Zaps with an AI step; guide updated Sep 7."
        ],
        [
          "Anavem: Zapier Functions deprecation",
          "https://www.anavem.com/news/zapier-functions-deprecation-2026-09",
          "Functions stopped running Sep 1, 2026."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Make",
      "vendor": "Make (Celonis)",
      "category": "Automation",
      "latest": "Process Intelligence (task and process mining) unveiled at Waves '26, waitlist (Oct 20, 2026); MakeOS vision (waitlist); agent prompt caching (Sep 2026)",
      "use_cases": "Visual multi-step scenarios and AI agents that move data between apps, used for invoice lookups, CRM updates and marketing ops.",
      "best_for": "Ops-minded teams wanting visual control at lower cost per operation",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "Repositioning around governed agents, but MakeOS is still at the waitlist stage.",
      "watch_out": "AI features use more credits per action; MakeOS is a vision, not a shipped product.",
      "smb_fit": 4,
      "sources": [
        [
          "Make blog: Introducing Make Process Intelligence",
          "https://www.make.com/blog/what-to-automate-next-introducing-make-process-intelligence",
          "Oct 20, 2026: Process Intelligence with Task Mining and Process Mining shown at Waves '26 in Prague; waitlist only, no pricing given"
        ],
        [
          "Make Community: Waves '26 recap",
          "https://community.make.com/t/waves-26-recap-watch-the-keynote-recording-and-find-out-all-the-news/117911",
          "MakeOS glass-box vision announced with a waitlist."
        ],
        [
          "Make Community: September 2026 releases",
          "https://community.make.com/t/releases-on-make-september-2026/117388",
          "New models plus AI Agent prompt caching and fallback connections."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Gumloop",
      "vendor": "Gumloop",
      "category": "Automation",
      "latest": "v13.3.0 (Oct 30, 2026): publish agents to Okta, native context compaction; v13.2.0 (Oct 28): App Rules to block or require approval for tool calls; v13.0.0 revamped agent harness (Oct 23)",
      "use_cases": "Non-technical staff build AI agents across company tools for CRM updates, lead research, support triage and data analysis.",
      "best_for": "Business teams wanting agents rather than rigid workflows",
      "pricing": "Pro from $37/mo; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "21+ versions Aug to Oct 2026 after a $50M Series B led by Benchmark.",
      "watch_out": "Very fast change; fewer long-standing integrations than Zapier.",
      "smb_fit": 3,
      "sources": [
        [
          "Gumloop changelog",
          "https://www.gumloop.com/changelog",
          "13.3.0 (Oct 30, 2026) adds Okta agent registry publishing; 13.2.0 (Oct 28) adds App Rules for tool-call approvals; 13.0.0 (Oct 23) revamped the agent harness"
        ],
        [
          "Gumloop pricing",
          "https://www.gumloop.com/pricing",
          "Pro starts at $37/month with a 14-day trial."
        ],
        [
          "The Logic: Gumloop raises $50M Series B",
          "https://thelogic.co/briefing/gumloop-raises-us50m-series-b-for-ai-agent-building-tools/",
          "Mar 12, 2026 round led by Benchmark."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Airtable AI",
      "vendor": "Airtable (Bending Spoons)",
      "category": "Automation",
      "latest": "Bending Spoons acquisition completed (Sep 2026); large layoffs Oct 12, 2026",
      "use_cases": "A no-code database and app builder with AI fields, AI app building and agents for tracking, operations and light CRMs.",
      "best_for": "Teams already running operations on Airtable",
      "pricing": "Team $20/user/mo; Business $45/user/mo (annual)",
      "momentum": "Cooling",
      "momentum_why": "Sold for $1.285B enterprise value, far below its $11.7B peak, then cut much of the team.",
      "watch_out": "Roadmap and support risk after ownership change; watch for price increases.",
      "smb_fit": 3,
      "sources": [
        [
          "Willkie: Bending Spoons acquisition of Airtable",
          "https://www.willkie.com/news/2026/08/willkie-advises-bending-spoons-on-1-285-billion-acquisition-of-airtable",
          "Announced Aug 4, 2026; all-cash at $1.285B enterprise value."
        ],
        [
          "Business Insider via DNYUZ: Airtable layoffs",
          "https://dnyuz.com/2026/10/12/airtables-new-owner-is-laying-off-a-large-part-of-its-team/",
          "Oct 12, 2026 layoffs; focus on core platform and AI."
        ],
        [
          "Airtable pricing",
          "https://www.airtable.com/pricing",
          "Team $20 and Business $45 per user per month billed annually."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Google Flow and Veo",
      "vendor": "Google",
      "category": "Media and content",
      "latest": "Gemini Omni 1.1 Flash in Flow (Aug 2026) and in Google Vids (Sep 23, 2026)",
      "use_cases": "Generate and edit short cinematic clips, B-roll and ad concepts from text or images, extend scenes, and make clips inside Vids for marketing and internal video.",
      "best_for": "Google Workspace teams wanting high-quality AI video with built-in editing",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Omni 1.1 Flash reached Flow in August and Workspace Vids in September.",
      "watch_out": "Outputs carry SynthID watermarks; usage is credit-limited by plan.",
      "smb_fit": 3,
      "sources": [
        [
          "Android Authority: Google Flow update",
          "https://www.androidauthority.com/google-flow-gemini-omni-1-1-flash-video-update-3704288/",
          "Omni 1.1 Flash adds 40-second scenes, frame control and 4K output."
        ],
        [
          "Google Workspace Updates: Omni 1.1 Flash in Vids",
          "https://workspaceupdates.googleblog.com/2026/09/gemini-omni-11-flash-now-in-vids-with-improved-extension-quality-1080p-and-duration-control.html",
          "Rollout to Business and Enterprise editions began Sep 23, 2026."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Grok Imagine",
      "vendor": "xAI",
      "category": "Media and content",
      "latest": "Grok Imagine Video 1.5 used for an AI 'Odyssey' series (Oct 23, 2026); older grok-imagine-image-quality API model retired Nov 2, 2026 in favor of grok-imagine-image-2.0",
      "use_cases": "Quick images and short video clips with audio inside Grok and X for social content and memes; xAI is pushing it toward long-form stories.",
      "best_for": "Experimenting with social-first video for X audiences",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "The Odyssey release drew attention, but reviewers criticized its quality.",
      "watch_out": "Serious legal and reputational risk: deepfake history and Illinois biometric privacy class actions; never upload real people's photos.",
      "smb_fit": 2,
      "sources": [
        [
          "TechCrunch: Grok releases the first seven minutes of its AI-generated Odyssey",
          "https://techcrunch.com/2026/10/25/grok-releases-the-first-seven-minutes-of-its-ai-generated-odyssey/",
          "Oct 25, 2026 review found the episode more realistic than expected but stilted"
        ],
        [
          "xAI API release notes",
          "https://docs.x.ai/developers/release-notes",
          "grok-imagine-image-quality retires Nov 2, 2026, with requests routed to grok-imagine-image-2.0"
        ],
        [
          "LatestLY: Grok Imagine Odyssey",
          "https://www.latestly.com/technology/grok-imagine-releases-first-7-mins-of-ai-generated-odyssey-7656991.html",
          "Posted Oct 23, 2026, made with Grok Imagine Video 1.5; critics noted flaws."
        ],
        [
          "Wikipedia: Grok (chatbot)",
          "https://en.wikipedia.org/wiki/Grok_(chatbot)",
          "Covers Imagine releases, deepfake controversies and Oct 2026 Illinois proposed class actions."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Midjourney",
      "vendor": "Midjourney",
      "category": "Media and content",
      "latest": "V8.2 (Jul 24, 2026); V8.2 edit model (Aug 27); Thinking Mode alpha (Oct 8)",
      "use_cases": "High-style concept art, mood boards, ad visuals and brand imagery, now with instruction-based editing and short animation.",
      "best_for": "Creative teams that care most about striking visual style",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "Frequent editor and alpha updates, with ongoing studio copyright suits.",
      "watch_out": "Disney, Universal and Warner Bros. Discovery lawsuits; avoid recognizable characters or IP.",
      "smb_fit": 3,
      "sources": [
        [
          "Midjourney updates",
          "https://updates.midjourney.com/",
          "Official feed shows Oct 2026 posts including Testing Thinking Mode."
        ],
        [
          "Wikipedia: Midjourney",
          "https://en.wikipedia.org/wiki/Midjourney",
          "V8.2 on Jul 24, 2026; lists the studio lawsuits."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "ElevenLabs",
      "vendor": "ElevenLabs",
      "category": "Media and content",
      "latest": "SFX v3 sound effects model (Oct 29, 2026); Eleven Realtime Translation alpha for enterprise API customers (Oct 21); Eleven Realtime for voice agents (Oct 20); Eleven v4 TTS (Sep 28)",
      "use_cases": "Lifelike voiceovers, audiobooks, dubbing and voice cloning, and increasingly phone and web voice agents that handle customer calls in 90+ languages.",
      "best_for": "Voiceover, localization and building voice AI agents",
      "pricing": "Free; Starter $6/mo; Creator $22/mo; Pro $99/mo; Scale $299/mo; Business $990/mo",
      "momentum": "Rising",
      "momentum_why": "Shipped live call translation across 90+ languages with Deutsche Telekom as an early customer, weeks after Eleven v4 and Eleven Realtime.",
      "watch_out": "Voice-cloning consent and impersonation risk; disclose AI voices on customer calls.",
      "smb_fit": 5,
      "sources": [
        [
          "ElevenLabs blog: Introducing SFX v3",
          "https://elevenlabs.io/blog/sound-effects-v3",
          "Oct 29, 2026: SFX v3 follows multi-sound prompts better with cleaner audio; in ElevenCreative, the API and the mobile app"
        ],
        [
          "Voice Over Herald: ElevenLabs and Mistral make voices speak any language",
          "https://www.voiceoverherald.com/elevenlabs-realtime-translation-mistral-voxtral-3-voice-clone-languages/",
          "ElevenLabs announced Eleven Realtime Translation on Oct 21, 2026, in alpha for enterprise developer customers, running on Eleven v4 Turbo; Deutsche Telekom is building it into its Magenta AI Call Assistant."
        ],
        [
          "ElevenLabs blog: Eleven v4",
          "https://elevenlabs.io/blog/eleven-v4",
          "Published Sep 28, 2026; v4 and low-latency v4 Turbo for agents."
        ],
        [
          "CX Foundation: ElevenLabs launches Eleven Realtime",
          "https://cxfoundation.com/news/elevenlabs-launches-eleven-realtime",
          "Announced Oct 20, 2026 as a bundled voice agent stack."
        ],
        [
          "ElevenLabs pricing",
          "https://elevenlabs.io/pricing",
          "Lists Free through Business and Enterprise plan prices."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "HeyGen",
      "vendor": "HeyGen",
      "category": "Media and content",
      "latest": "HeyGen Voice Turbo, ranked first on Artificial Analysis TTS board, free API tier through Nov 30, 2026 (Oct 21); HeyGen Video general video model with audio (Sep 30, 2026); HeyGen Voice (Oct 9)",
      "use_cases": "Talking-avatar videos without filming for sales outreach, training, explainers and social; translating and lip-syncing videos into other languages.",
      "best_for": "Marketing and sales teams making personalized or multilingual spokesperson video",
      "pricing": "Free; Creator $29/mo; Pro $49/mo; Business $149/mo",
      "momentum": "Rising",
      "momentum_why": "HeyGen now ships its own voice and general video models, not just avatars, and is pricing them aggressively against ElevenLabs and Veo.",
      "watch_out": "Avatars and voice clones need explicit consent of the person shown.",
      "smb_fit": 5,
      "sources": [
        [
          "HeyGen blog: HeyGen Voice Turbo is free for developers",
          "https://www.heygen.com/blog/heygen-voice-turbo",
          "Turbo is free through Nov 30, 2026 with best effort capacity and no uptime guarantee; HeyGen says it ranks first on the Artificial Analysis TTS leaderboard."
        ],
        [
          "HeyGen blog: Best video models 2026",
          "https://www.heygen.com/blog/best-video-models",
          "HeyGen Video launched Sep 30, 2026, generating 5 to 15 second clips with dialogue and sound; API rates are $0.02/sec at 480p and $0.03/sec at 768p, half off through Oct 31, 2026."
        ],
        [
          "PR Newswire: HeyGen launches HeyGen Voice",
          "https://www.prnewswire.com/news-releases/heygen-launches-heygen-voice-debuting-at-1-on-artificial-analysis-leaderboard-302903718.html",
          "Oct 9, 2026; HeyGen reports 40M+ users and over $200M ARR."
        ],
        [
          "HeyGen pricing",
          "https://www.heygen.com/pricing",
          "Free, Creator $29, Pro $49 and Business $149 per month."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Synthesia",
      "vendor": "Synthesia",
      "category": "Media and content",
      "latest": "Sessions interactive avatars (Oct 1, 2026) and new plan structure",
      "use_cases": "Turns scripts and documents into avatar-led training, onboarding and internal comms videos, now with interactive roleplay and survey sessions.",
      "best_for": "Corporate training and internal communications at scale",
      "pricing": "Basic free; Starter $19/mo; Pro $89/mo; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "$4B valuation in January 2026, a new NYC HQ in September, and 140% net revenue retention.",
      "watch_out": "Custom avatars of real employees need consent and governance.",
      "smb_fit": 4,
      "sources": [
        [
          "Unite.AI: Synthesia launches Sessions",
          "https://www.unite.ai/synthesia-launches-sessions-platform-for-interactive-ai-avatars/",
          "Sessions launched Oct 1, 2026 with roleplay and survey sessions."
        ],
        [
          "Unite.AI: Synthesia opens US headquarters",
          "https://www.unite.ai/synthesia-opens-50-000-square-foot-us-headquarters-in-new-york/",
          "Sep 18, 2026; 90% of the Fortune 100 are customers; 140% net revenue retention."
        ],
        [
          "Synthesia pricing",
          "https://www.synthesia.io/pricing",
          "Basic $0, Starter $19 and Pro $89 per month."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Gamma",
      "vendor": "Gamma",
      "category": "Media and content",
      "latest": "API keys and REST API opened to all plans including Free (Oct 22, 2026); Gamma 5 (Oct 6, 2026): rebuilt agent, freeform editor, about 20 connectors, PowerPoint import",
      "use_cases": "Turns a prompt, notes or a document into a polished deck, one-pager or web page in minutes, pulling context from tools like Slack and Granola.",
      "best_for": "Fast pitch decks and proposals without a designer",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Gamma 5 relaunch in October 2026 with 100M+ users.",
      "watch_out": "Output can look generic and needs fact-checking; connectors raise data governance questions.",
      "smb_fit": 5,
      "sources": [
        [
          "Gamma developer changelog",
          "https://developers.gamma.app/reference/changelog",
          "Oct 22, 2026: API keys and the REST API available on all plans including Free, limited by credits"
        ],
        [
          "Business Wire: Gamma launches Gamma 5",
          "https://www.businesswire.com/news/home/20261006266441/en/Gamma-Launches-Gamma-5-to-Eliminate-the-AI-Smell-From-AI-Generated-Content",
          "Rebuilt agent, new editor and enterprise connectors; 100M+ users."
        ],
        [
          "SiliconANGLE: Gamma revamps presentation platform",
          "https://siliconangle.com/2026/10/06/exclusive-gamma-revamps-presentation-platform-to-make-output-look-more-human/",
          "Oct 6, 2026; about 20 connectors; import accuracy above 97%."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Canva AI",
      "vendor": "Canva",
      "category": "Media and content",
      "latest": "Canva Craft, its first in-house image model (Oct 22, 2026)",
      "use_cases": "Social posts, flyers, presentations and brand assets from templates, now with on-brand image generation that turns into editable layered designs.",
      "best_for": "Non-designers producing everyday marketing collateral",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Craft launched Oct 22, 2026 for all users.",
      "watch_out": "Check commercial-use terms for AI images.",
      "smb_fit": 5,
      "sources": [
        [
          "TechCrunch: Canva releases its first image generation model",
          "https://techcrunch.com/2026/10/22/canva-releases-its-first-image-generation-model/",
          "Released Oct 22, 2026; trained on Canva templates; available to all users."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Suno",
      "vendor": "Suno",
      "category": "Media and content",
      "latest": "Suno MCP beta (Oct 28, 2026) lets ChatGPT, Claude and other MCP clients create songs on any Suno plan using account credits; Suno v6 model family (Sep 9, 2026) trained on licensed partner data; answered UMG and Sony second lawsuit (Oct 20, 2026)",
      "use_cases": "Full songs, jingles and background music from a text prompt for videos, ads and social posts.",
      "best_for": "Quick custom music and jingles",
      "pricing": "Free (no commercial rights); Pro $8/mo; Premier $24/mo",
      "momentum": "Rising",
      "momentum_why": "Valued at $5.4B after raising over $400M in June 2026, with 100M+ users.",
      "watch_out": "UMG and Sony are suing again over v6, and in its Oct 20 answer Suno admitted it has not deleted all recordings used in past training. Discovery is escalating, with a Dec 1 hearing on an Apple subpoena. Sony and UMG have no license deal, an artist class action is pending, and Free plan songs are non-commercial.",
      "smb_fit": 3,
      "sources": [
        [
          "Suno release notes: Suno MCP (beta)",
          "https://suno.com/release-notes/suno-mcp-beta",
          "Oct 28, 2026: Suno MCP beta works from Claude, ChatGPT, Claude Code and other MCP clients on all plans, using the account's credits"
        ],
        [
          "Digital Music News: Suno fires back against Apple in subpoena dispute",
          "https://digitalmusicnews.com/2026/10/28/suno-apple-subpoena-dispute",
          "Oct 28, 2026: Suno opposed Apple's motion to quash a deposition subpoena in UMG v. Suno; hearing set for Dec 1"
        ],
        [
          "TechCrunch: Suno replaces its AI models with one trained on licensed music",
          "https://techcrunch.com/2026/09/09/suno-replaces-its-ai-models-with-a-new-one-trained-on-licensed-music-as-copyright-suits-pile-up/",
          "Suno v6 launched Sep 9, 2026 in three variants (v6, v6-wild for paid users, v6-mini for all) using licensed data from Warner, BMG and Believe."
        ],
        [
          "Music Business Worldwide: Suno admits it has not deleted all training recordings",
          "https://musicbusinessworldwide.com/suno-admits-it-has-not-deleted-all-the-recordings-used-to-train-its-ai-in-answer-to-umg-and-sonys-laundering-lawsuit",
          "Suno filed its answer on Oct 20, 2026 in Massachusetts federal court, claiming fair use and asking for dismissal with prejudice; a response in the Isbell class action is due Nov 3."
        ],
        [
          "Music Business Worldwide: Suno hires Michael Chua",
          "https://www.musicbusinessworldwide.com/suno-hires-ticketmasters-michael-chua-to-lead-its-live-music-team-including-songkick/",
          "Oct 8, 2026; Suno valued at $5.4B with more than 100M users."
        ],
        [
          "Suno pricing",
          "https://suno.com/pricing",
          "Free has no commercial rights; Pro $8/mo and Premier $24/mo."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Descript",
      "vendor": "Descript",
      "category": "Media and content",
      "latest": "Oct 12, 2026 roundup: ElevenLabs v4 voices, drive search, recording requests for Enterprise, file repair, faster default AI video model; Sep 17 update added AI music and sound effects, rebuilt captions and Underlord agent",
      "use_cases": "Record, then edit video and audio by editing the transcript; Underlord removes filler words, cuts clips and adds captions.",
      "best_for": "Podcasts, webinars and talking-head video",
      "pricing": "Free; Hobbyist $24/mo; Creator $35/mo; Business $65/mo (monthly billing)",
      "momentum": "Steady",
      "momentum_why": "Regular feature updates but no major funding or model news.",
      "watch_out": "Voice cloning needs speaker consent.",
      "smb_fit": 3,
      "sources": [
        [
          "Descript changelog: Release roundup, October 12, 2026",
          "https://descript.canny.io/changelog/release-roundupoctober-12-2026",
          "Posted Oct 13, 2026: ElevenLabs v4 for AI Speech, drive search, async recording requests (Enterprise), file repair"
        ],
        [
          "Glad-IA-tor: Descript September 2026 update",
          "https://glad-ia-tor.com/blog/podcasting/descript-ai-music-sound-generation-september-update",
          "Sep 17, 2026 update added AI music, SFX and caption presets."
        ],
        [
          "Descript pricing",
          "https://www.descript.com/pricing",
          "Lists Free, Hobbyist, Creator, Business and Enterprise prices."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "CapCut",
      "vendor": "ByteDance",
      "category": "Media and content",
      "latest": "ChatGPT plugin announced Oct 24, 2026 (coming soon); Seedance video models",
      "use_cases": "Edit short-form social video with templates, auto-captions and effects, and generate AI clips for TikTok, Reels and Shorts.",
      "best_for": "Fast short-form social video",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "First CapCut World conference in October 2026 and a ChatGPT plugin announced.",
      "watch_out": "ByteDance ownership raises data and regulatory concerns; AI generation features vary by market.",
      "smb_fit": 5,
      "sources": [
        [
          "SoyaCincau: CapCut is coming to ChatGPT",
          "https://soyacincau.com/2026/10/26/capcut-is-coming-to-chatgpt-letting-you-create-videos-directly-inside-chat",
          "A plugin will let users draft videos in ChatGPT and finish in CapCut."
        ],
        [
          "Wikipedia: CapCut",
          "https://en.wikipedia.org/wiki/CapCut",
          "Briefly banned in the US in January 2025 and restored in February 2025."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Kling AI",
      "vendor": "Kuaishou",
      "category": "Media and content",
      "latest": "Kling unit completed a funding round of about $2.98B (Oct 30, 2026); Kling 4.0 fully available on web and app (Oct 15 to 16), native 30 second video; API still early access",
      "use_cases": "Realistic product, ad and story clips up to 30 seconds guided by reference images and keyframes.",
      "best_for": "High-quality AI ad and product video at lower cost",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Kling 4.0 reached general release, Kling reports 100M+ users and 50,000+ enterprise customers, and it closed a near $3B funding round on Oct 30.",
      "watch_out": "China-based vendor; review data residency and likeness rules. Kuaishou keeps about two-thirds of the equity, so the parent's priorities and regulators apply.",
      "smb_fit": 3,
      "sources": [
        [
          "MarketScreener (Reuters): Kling AI unit completes near $3 billion funding round",
          "https://www.marketscreener.com/news/kuaishou-s-kling-ai-unit-completes-a-near-3-billion-funding-round-ce785fdbdc81f12d",
          "Oct 30, 2026: Kling raised about 19.8B yuan (about $2.98B) with new investors including Kingdee and MetaX units; Kuaishou holds two-thirds"
        ],
        [
          "GlobeNewswire: Kling AI launches Kling 4.0 globally",
          "https://www.globenewswire.com/news-release/2026/10/16/3382484/0/en/kling-ai-launches-kling-4-0-globally-with-professional-grade-output-stable-motion-and-multimodal-control.html",
          "Oct 16, 2026 release says Kling 4.0 is fully available on the Kling site with native 30 second generation; enterprise API coming soon; 100M+ users and 50,000+ enterprise customers."
        ],
        [
          "Kling AI blog: Inside Kling 4.0",
          "https://kling.ai/blog/kling-4-ai-video-model",
          "Early access Sep 28, 2026; 3 to 30 second video, up to 4K."
        ],
        [
          "Digital Applied: Kling AI's $3B raise",
          "https://www.digitalapplied.com/blog/kling-ai-3b-funding-18b-valuation-video-revenue-2026",
          "HKEX filing Jul 2, 2026: about $3B at about an $18B valuation."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Gemini Notebook",
      "vendor": "Google",
      "category": "Knowledge and research",
      "latest": "Renamed from NotebookLM (Jul 16, 2026); Connected App in Gemini (Oct 23); mobile recorder (Oct 27)",
      "use_cases": "Upload documents, PDFs and recordings and get answers grounded in those sources, plus audio and video overviews, slides and quizzes for briefings and training.",
      "best_for": "Research, onboarding and knowledge synthesis from your own documents",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Steady Aug to Oct 2026 releases; Google cites 30M+ users and 600,000 organizations.",
      "watch_out": "The rename may confuse staff; check Workspace data settings before uploading sensitive or PHI content.",
      "smb_fit": 4,
      "sources": [
        [
          "Google: NotebookLM is now Gemini Notebook",
          "https://blog.google/innovation-and-ai/products/gemini-notebook/notebooklm-gemini-notebook/",
          "Renamed Jul 16, 2026; Google cites 30M+ users and 600,000 organizations."
        ],
        [
          "9to5Google: Gemini Notebook as Connected App",
          "https://9to5google.com/2026/10/23/gemini-notebook-connected-app/",
          "From Oct 23, 2026 Gemini can create and pull from notebooks in chat."
        ],
        [
          "9to5Google: Gemini Notebook audio recorder",
          "https://9to5google.com/2026/10/27/gemini-notebook-recorder/",
          "Mobile recorder rolling out Oct 27, 2026."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Granola",
      "vendor": "Granola",
      "category": "Meetings and sales",
      "latest": "Free voice typing in any app for all users (Oct 29, 2026); $125M Series C at $1.5B (Mar 2026); Spaces, APIs and MCP server; Apple Watch app (Jul 2026)",
      "use_cases": "Transcribes meetings in the background without a bot and turns rough notes into clean summaries; teams share notes and pipe them into Claude or ChatGPT.",
      "best_for": "Founders and small teams wanting quiet, bot-free notes that plug into AI assistants",
      "pricing": "Basic $0; Business $14/user/mo; Enterprise $35/user/mo",
      "momentum": "Rising",
      "momentum_why": "Valuation rose from $250M to $1.5B in under a year, and on Oct 29 it moved beyond meetings with free dictation in any app.",
      "watch_out": "AI meeting notes are commoditizing; check API access before building on it.",
      "smb_fit": 3,
      "sources": [
        [
          "Digital Trends: Granola's new voice typing feature",
          "https://www.digitaltrends.com/computing/granolas-new-voice-typing-feature-lets-you-ditch-the-keyboard/",
          "Oct 29, 2026: voice typing works wherever the cursor is, free for every Granola user with no word limit"
        ],
        [
          "TechCrunch: Granola raises $125M",
          "https://techcrunch.com/2026/03/25/granola-raises-125m-hits-1-5b-valuation-as-it-expands-from-meeting-notetaker-to-enterprise-ai-app/",
          "$125M Series C; valuation up to $1.5B; launched Spaces and APIs."
        ],
        [
          "Granola pricing",
          "https://www.granola.ai/pricing",
          "Basic $0, Business $14, Enterprise $35 per user per month."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Fathom",
      "vendor": "Fathom (Superhuman)",
      "category": "Meetings and sales",
      "latest": "Now part of Superhuman (deal announced complete Sep 14, 2026); same app, login and plans so far; Fathom connector live in Superhuman Go",
      "use_cases": "Records calls, flags key moments and action items, makes meetings searchable and syncs results to CRMs.",
      "best_for": "Individuals and small sales teams wanting a generous free notetaker",
      "pricing": "Free; Premium $20/user/mo; Team $19/user/mo; Business $34/user/mo",
      "momentum": "Steady",
      "momentum_why": "Hundreds of thousands of companies use it; now part of Superhuman, which plans to combine meeting context with email and docs.",
      "watch_out": "The deal is done, so expect roadmap and terms to shift toward Superhuman; avoid long commitments and know how to export your recordings.",
      "smb_fit": 3,
      "sources": [
        [
          "Fathom: Fathom is now part of Superhuman",
          "https://www.fathom.ai/superhuman",
          "Sep 14, 2026: Fathom is officially part of Superhuman; nothing changes yet for users; Superhuman Go connector live"
        ],
        [
          "Goodwin: Fathom acquisition by Superhuman",
          "https://www.goodwinlaw.com/en/news-and-events/news/2026/09/announcements-otherindustries-goodwin-advises-fathom-on-acquisition-by-superhuman",
          "Sep 21, 2026; Superhuman will add Fathom notetaking to its products."
        ],
        [
          "Fathom pricing",
          "https://www.fathom.ai/pricing",
          "Free, Premium, Team and Business tiers with listed prices."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Otter",
      "vendor": "Otter.ai",
      "category": "Meetings and sales",
      "latest": "Work Mode briefs and follow-ups for all paid users plus Live Assist real-time coaching in Zoom, Teams and Meet (Oct 27, 2026); $320M revenue-based financing from General Catalyst's Customer Value Fund (Oct 20)",
      "use_cases": "Transcripts with speaker labels, one-page summaries and a searchable archive, plus sales agents for follow-ups and demo booking and an MCP server.",
      "best_for": "Teams wanting a searchable meeting knowledge base with sales agents",
      "pricing": "Basic free; Pro $16.99/user/mo; Business $30/user/mo (monthly)",
      "momentum": "Rising",
      "momentum_why": "The $320M raise funds tripling sales and marketing; 40M+ users.",
      "watch_out": "Expect aggressive enterprise upselling; discounted prices carry conditions.",
      "smb_fit": 1,
      "sources": [
        [
          "Otter blog: Otter rethinks the meeting",
          "https://otter.ai/blog/otter-rethinks-the-meeting-new-ai-preps-you-coaches-you-and-follows-through",
          "Oct 27, 2026: Work Mode for all paid users; Live Assist live for enterprise, rolling to all paid users over coming weeks"
        ],
        [
          "Otter AI raises $320M from General Catalyst's growth fund (TechCrunch)",
          "https://techcrunch.com/2026/10/20/otter-ai-raises-320-million-from-general-catalysts-growth-fund-for-its-meeting-tool/",
          "Oct 20, 2026: the $320M is revenue-based financing from General Catalyst's Customer Value Fund, not equity."
        ],
        [
          "SiliconANGLE: Otter.ai raises $320M",
          "https://siliconangle.com/2026/10/20/otter-ai-raises-320m-in-funding-for-its-ai-meeting-assistant/",
          "$320M from General Catalyst's Customer Value Fund; 40M+ users."
        ],
        [
          "Otter.ai press",
          "https://www.otter.ai/press",
          "Lists an Oct 27, 2026 meeting product release and the Oct 20 funding."
        ],
        [
          "Otter pricing",
          "https://otter.ai/pricing",
          "Pro $16.99 monthly; Business $30 monthly."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Read AI",
      "vendor": "Read AI",
      "category": "Meetings and sales",
      "latest": "Ada email digital twin (2026); available as a Claude connector, ChatGPT app and MCP server",
      "use_cases": "Notetaker for Zoom, Teams and Meet that also uses email, calendar and CRM context; cc Ada to schedule and draft replies.",
      "best_for": "Professionals wanting meeting, email and scheduling help in one assistant",
      "pricing": "Free; Pro $19.75/user/mo; Enterprise $29.75/user/mo (monthly)",
      "momentum": "Steady",
      "momentum_why": "5M monthly active users, but no new funding found for Aug to Oct 2026.",
      "watch_out": "Ada acts on email threads; set consent and approval rules.",
      "smb_fit": 4,
      "sources": [
        [
          "GeekWire: Read AI rolls out digital twin",
          "https://www.geekwire.com/2026/read-ai-rolls-out-digital-twin-that-can-respond-to-work-emails-and-schedule-meetings/",
          "Ada works over email; Read AI has 5M monthly active users."
        ],
        [
          "Read AI pricing",
          "https://www.read.ai/pricing",
          "Free, Pro, Enterprise and Enterprise+ tiers with listed prices."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Clay",
      "vendor": "Clay",
      "category": "Meetings and sales",
      "latest": "Claygent auto-mode model routing, reported 47% cheaper than always using the top model (Oct 27, 2026); $115M Series D at $7.1B (Sep 9, 2026); Sculpt conference (Oct 8)",
      "use_cases": "Combines CRM, call and product data with outside signals like funding and hiring; AI agents research prospects and set up outreach.",
      "best_for": "Revenue teams with a technical GTM operator",
      "pricing": "Launch $167/mo; Growth $446/mo; Enterprise custom",
      "momentum": "Rising",
      "momentum_why": "Valuation more than doubled to $7.1B with 17,000+ customers.",
      "watch_out": "Credits climb quickly; complex without a dedicated operator.",
      "smb_fit": 3,
      "sources": [
        [
          "Claygent picks the right model for every task with auto-mode (Clay blog)",
          "https://www.clay.com/blog/automode-for-claygent",
          "Oct 27, 2026: auto-mode is now the default for new Claygent columns and workflow nodes at no extra charge; on production traffic it cost 47% less than routing every task to the most capable model."
        ],
        [
          "The Next Web: Clay raises $115M",
          "https://thenextweb.com/news/clay-raises-115m-series-d-7-1bn-valuation-wellington",
          "Announced Sep 9, 2026; 17,000+ customers."
        ],
        [
          "Clay pricing",
          "https://www.clay.com/pricing",
          "Launch $167/mo and Growth $446/mo."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "HubSpot Breeze",
      "vendor": "HubSpot",
      "category": "Meetings and sales",
      "latest": "Agent Hub live; HubSpot Work in public beta; AI spend caps (Oct 15, 2026)",
      "use_cases": "AI agents in the HubSpot CRM that prep reps, log meeting notes, update deals, find prospects, answer customers and build campaigns.",
      "best_for": "SMBs already on HubSpot wanting agents without another vendor",
      "pricing": "Sales Hub Professional $90/seat/mo; Prospecting Agent $1 per lead; Customer Agent $0.50 per resolution",
      "momentum": "Rising",
      "momentum_why": "A wave of agents in Oct 2026 plus spend controls.",
      "watch_out": "Credit use is hard to forecast; set account and feature caps.",
      "smb_fit": 3,
      "sources": [
        [
          "MarTech: HubSpot Unbound 2026",
          "https://martech.org/hubspots-unbound-2026-the-big-announcements-and-updates/",
          "Agent Hub live; HubSpot Work in public beta; Notetaker live."
        ],
        [
          "CMSWire: HubSpot AI spend caps",
          "https://www.cmswire.com/digital-experience/hubspot-rolls-out-ai-spend-caps-flexible-billing/",
          "Oct 15, 2026; credit packs or pay as you go; per-lead and per-resolution prices."
        ],
        [
          "HubSpot Sales Hub pricing",
          "https://www.hubspot.com/pricing/sales",
          "Professional $90 and Enterprise $150 per seat per month."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Apollo AI",
      "vendor": "Apollo.io",
      "category": "Meetings and sales",
      "latest": "AI GTM System at ApolloNEXT (Sep 30, 2026); data partner for Salesforce's Hunter agent",
      "use_cases": "A B2B contact database with AI that recommends who to contact and when, drafts and sends sequences, and works with Claude and ChatGPT through MCP.",
      "best_for": "SMB outbound sales teams wanting data, sequencing and AI in one tool",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "5M+ users doubling year over year and 4x growth in MCP teams Mar to Aug 2026.",
      "watch_out": "Some announced pieces are not yet available; manage credits and deliverability.",
      "smb_fit": 5,
      "sources": [
        [
          "Apollo: Apollo reveals the AI GTM System",
          "https://www.apollo.io/newsroom/announcements/apollo-reveals-the-ai-gtm-system-bringing-data-intelligence-and-execution-into-a-single-engine-ushering-in-the-future-of-go-to-market",
          "Sep 30, 2026; 5M+ users; MCP teams grew more than 4x."
        ],
        [
          "Apollo newsroom",
          "https://www.apollo.io/newsroom",
          "Sep 15, 2026: flagship data partner for Salesforce's Hunter agent."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Abridge",
      "vendor": "Abridge",
      "category": "Healthcare AI",
      "latest": "VA enterprise contract (Sep 22, 2026); UT System agreement (Oct 8, 2026)",
      "use_cases": "Ambient AI that listens to patient visits and drafts structured notes in the EHR, now extending to coding, CDI and claim review.",
      "best_for": "Large health systems and academic medical centers",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Deployed at 300+ US health systems and selected by the VA.",
      "watch_out": "Enterprise-only; Epic's native Art now competes directly.",
      "smb_fit": 4,
      "sources": [
        [
          "Abridge press",
          "https://www.abridge.com/press",
          "Oct 8 UT System; Sep 22 VA contract; Sep 14 CDI and coding extension."
        ],
        [
          "HIT Consultant: Abridge awarded VA contract",
          "https://hitconsultant.net/2026/09/22/abridge-awarded-va-enterprise-contract-ambient-ai-veterans-health-administration/",
          "$775.72M multi-award ceiling; 300+ US health systems."
        ],
        [
          "Nextgov: VA selects Abridge",
          "https://nextgov.com/artificial-intelligence/2026/09/va-selects-abridge-ambient-scribe-under-new-enterprise-contract/416140",
          "Knowtex was also selected."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Microsoft Dragon Copilot",
      "vendor": "Microsoft",
      "category": "Healthcare AI",
      "latest": "Apps and agents GA on Microsoft Marketplace (Aug 2026); per-encounter billing from May 1, 2026",
      "use_cases": "Dictation plus ambient note capture with a clinical assistant across EHRs; partner agents for prior authorization, revenue cycle and decision support.",
      "best_for": "Practices and systems already on Dragon Medical One or Microsoft 365",
      "pricing": "",
      "momentum": "Steady",
      "momentum_why": "100,000+ clinicians use it daily and Marketplace purchasing opened in August.",
      "watch_out": "Pricing not published; competes with native Epic AI in Epic shops.",
      "smb_fit": 3,
      "sources": [
        [
          "Microsoft: Dragon Copilot at HIMSS 2026",
          "https://microsoft.com/en-us/industry/blog/healthcare/2026/03/05/unify-simplify-scale-microsoft-dragon-copilot-meets-the-moment-at-himss-2026",
          "100,000+ clinicians daily; partner agents; 58 languages."
        ],
        [
          "Message center AZ557775",
          "https://mc.merill.net/message/AZ557775",
          "Apps and agents generally available Aug 2026 for US customers."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Ambience Healthcare",
      "vendor": "Ambience Healthcare",
      "category": "Healthcare AI",
      "latest": "Ambience Chorus agent harness (Aug to Sep 2026); nursing suite (Jun 2026)",
      "use_cases": "Ambient documentation with real-time coding and CDI prompts across clinic, inpatient and ED, now extending to nursing chart Q&A and handoffs.",
      "best_for": "Health systems focused on coding accuracy and margin",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "KLAS/CHIME Trailblazer Award and Chorus launched Aug to Sep 2026.",
      "watch_out": "Enterprise-only with outcome-tied fees; competes with Epic's native tools.",
      "smb_fit": 4,
      "sources": [
        [
          "Ambience blog",
          "https://www.ambiencehealthcare.com/blog",
          "Chorus Part 1 (Aug 2026) and Part 2 (Sep 2026); Nursing Suite (Jun 2026)."
        ],
        [
          "KLAS: Trailblazer Award to Ambience",
          "https://engage.klasresearch.com/press-release/klas-and-chime-present-2nd-annual-trailblazer-award-to-ambience-healthcare-at-vive-2026/",
          "Award presented Feb 23, 2026."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Suki",
      "vendor": "Suki",
      "category": "Healthcare AI",
      "latest": "$90M Series E (Oct 15, 2026); athenahealth preferred ambient partner",
      "use_cases": "Ambient scribe plus voice assistant that drafts notes, suggests codes and handles voice commands, integrated with Epic, Oracle Health, athenahealth, MEDITECH and WellSky.",
      "best_for": "Ambulatory groups and mid-size practices on non-Epic EHRs",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Fresh $90M round in Oct 2026 to grow into a clinical AI platform.",
      "watch_out": "Ambient scribing is commoditizing; ask for specialty accuracy data and total cost per clinician.",
      "smb_fit": 4,
      "sources": [
        [
          "HLTH: Suki secures $90M",
          "https://hlth.com/insights/news/suki-secures-90m-to-expand-ai-powered-clinical-workflows",
          "Oct 15, 2026; $90M Series E; integrations with five EHRs."
        ],
        [
          "Business Wire: athenahealth selects Suki",
          "https://www.businesswire.com/news/home/20260126365722/en/Suki-Selected-by-athenahealth-as-Preferred-Solution-Partner-for-Ambient-Intelligence",
          "Named athenahealth's preferred ambient partner (Jan 2026)."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Epic AI (Art, Emmie, Penny)",
      "vendor": "Epic Systems",
      "category": "Healthcare AI",
      "latest": "Connectors announced at Open@Epic (Oct 21, 2026), letting outside apps plug into Art, Emmie, Penny and Agent Factory agents; Ergo AI platform available at UGM (Aug 2026); Agent Factory in 2027",
      "use_cases": "AI built into the EHR: Art summarizes charts and drafts notes, Emmie handles patient messaging in MyChart, and Penny automates coding and denial appeals.",
      "best_for": "Health systems already on Epic",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "AI in Epic assists 1.4M+ clinicians monthly; Art summaries at 300+ organizations.",
      "watch_out": "Developer-built Connectors are not expected in Epic's Showroom until March 2027, and observers note the MCP-based design treats outside apps as background tools behind Epic's own agents.",
      "smb_fit": 2,
      "sources": [
        [
          "Epic enables EHRs to communicate with other apps (Healthcare IT News)",
          "https://www.healthcareitnews.com/news/epic-enables-ehrs-communicate-other-apps",
          "Oct 21, 2026: Epic announced Connectors so outside apps can link to Emmie, Art, Penny and custom Agent Factory agents; health systems can source developer Connectors from March 2027."
        ],
        [
          "Epic Opened Its AI Agents to Outside Apps (The Epic Edge)",
          "https://hitdoc.substack.com/p/epic-opened-its-ai-agents-to-outside",
          "Oct 27, 2026 analysis: Connectors debuted at the second Open@Epic conference, run over MCP, and organizations review each Connector's read and write scope before enabling it."
        ],
        [
          "Healthcare IT News: Epic bets on its AI speed at UGM",
          "https://www.healthcareitnews.com/news/epic-bets-its-ai-speed-ugm",
          "Ergo available; Art summaries at 300+ systems; AI assists 1.4M+ clinicians monthly."
        ],
        [
          "Healthcare IT Today: Epic UGM 2026 keynote",
          "https://www.healthcareittoday.com/2026/08/19/epic-ugm-2026-judy-faulkner-keynote-and-cool-stuff-ahead/",
          "Chart with Art in 70 specialties; Penny autonomous coding; Ergo interface Nov 2026."
        ],
        [
          "Fierce Healthcare: Epic agent platform",
          "https://fiercehealthcare.com/health-tech/epic-expands-ai-ambitions-agent-platform-cosmos-powered-predictions-and-deeper-workflow",
          "Agent Factory widely available in 2027."
        ]
      ],
      "fit_by": "Caleb Dixon"
    },
    {
      "tool": "Town",
      "vendor": "Town",
      "category": "AI coworker / agent",
      "latest": "1Password integration lets a Townie sign in to sites to finish tasks without Town seeing credentials (Oct 29, 2026); teammates can edit shared routines in threads (Oct 21); $108M Series B at a $1B valuation (Oct 19, 2026)",
      "use_cases": "A personal assistant (Townie) for each employee wired into email, docs and calendar: sales call prep, cross-team handoffs between finance, ops and field sales, shared team workflows, and emailing or texting customers, partners and candidates",
      "best_for": "Small and mid-size teams that want every employee to get an assistant that learns their context and can coordinate with teammates' assistants",
      "pricing": "Free $0; Starter $15/mo; Pro $49/user/mo (annual); Power $99/user/mo (annual); Power Plus $199/user/mo (annual); Team plans with pooled credits",
      "momentum": "Rising",
      "momentum_why": "Unicorn round four months after a $55M Series A; company says paying customers grew 4x and paying teams 9x since July",
      "watch_out": "Traction numbers are company claims only; credit-based pricing with overage charges, and agents that email outside parties need clear guardrails",
      "smb_fit": 4,
      "sources": [
        [
          "Town updates",
          "https://www.town.com/updates",
          "Oct 29, 2026: 1Password integration for logged-in tasks; Oct 21: build routines together in threads"
        ],
        [
          "Town press release: Series B",
          "https://www.town.com/press/series-b",
          "Oct 19, 2026: $108M Series B at $1B valuation; Townies connect to email, docs and calendar and can hand off work; SOC 2 Type 2"
        ],
        [
          "AI assistant startup Town nabs unicorn valuation 4 months after launch (TechCrunch)",
          "https://techcrunch.com/2026/10/19/ai-assistant-startup-town-nabs-unicorn-valuation-four-months-after-launch/",
          "Oct 19, 2026: $108M Series B co-led by Forerunner and Menlo; founded by former Plaid CTO."
        ],
        [
          "The Next Web: Town raises $108M at a $1B valuation",
          "https://thenextweb.com/news/town-108m-series-b-1b-valuation-ai-assistants",
          "Town says thousands of businesses use Townies daily and it reached seven-figure ARR within weeks of its June launch"
        ],
        [
          "Town pricing",
          "https://www.town.com/pricing",
          "Plans from Free to Power Plus at $199/user/mo, plus Team plans with pooled credits per seat"
        ]
      ]
    },
    {
      "tool": "Kimi K3.1 Pro",
      "vendor": "Moonshot AI",
      "category": "Open models",
      "latest": "Kimi K3.1 Pro and K3.1 Pro Highspeed (Oct 23, 2026), 3T class, 1M token context; full open weights promised by Nov 4, 2026",
      "use_cases": "Long multi step coding agents, office and financial analysis, front end and CAD scripting, long document work",
      "best_for": "Teams wanting a near frontier coding and agent model that will also be self hostable",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "New flagship landed Oct 23 with vendor benchmarks close to Claude Opus 5.5 on terminal coding, wide press pickup and same day OpenRouter listing.",
      "watch_out": "Open weights and license were still not posted as of Nov 1, 2026 (promised by Nov 4). Moonshot plans to retire all K2 models by the end of December 2026. Benchmarks are vendor reported; reasoning cannot be turned off; enterprise admins must enable it manually; data residency review needed for a China based vendor.",
      "smb_fit": 3,
      "sources": [
        [
          "DEV Community: Kimi K2 closes in December",
          "https://dev.to/ai_maya_063fc568e157562fd/kimi-k2-closes-in-december-what-moving-to-k31-pro-changes-and-what-the-default-reasoning-effort-fld",
          "As of Nov 1, 2026 the K3.1 Pro weights were still promised for Nov 4; K2 series retires by end of December"
        ],
        [
          "VKTR: Kimi K3.1 Pro nears top proprietary models",
          "https://www.vktr.com/ai-platforms/kimi-k31-pro-nears-top-proprietary-models-as-moonshot-limits-its-cyber-skills/",
          "Moonshot removed cyber training data before open release; enterprise access is off by default"
        ],
        [
          "Kimi K3.1 Pro (Moonshot AI blog)",
          "https://www.kimi.ai/blog/kimi-k3-1-pro",
          "Moonshot calls it its most capable 3T class open weight model, with full weights by Nov 4, 2026."
        ],
        [
          "Moonshot AI Releases Kimi K3.1 Pro (Unite.AI)",
          "https://www.unite.ai/moonshot-ai-releases-kimi-k3-1-pro-first-model-in-new-k3-1-series/",
          "Available in Kimi apps, Kimi Work, Kimi Code and API with zero data retention option; license not named."
        ],
        [
          "Kimi K3.1 Pro: Benchmarks, Pricing, and How to Access It (DataCamp)",
          "https://www.datacamp.com/blog/kimi-k3-1-pro",
          "Trails Claude Opus 5.5 on pure reasoning and computer use; listed on OpenRouter."
        ]
      ]
    },
    {
      "tool": "GoHighLevel",
      "vendor": "HighLevel",
      "category": "Meetings and sales",
      "latest": "LevelUp 2026 in Dallas (Oct 26 to 29): $497 Agency Pro renamed the Founder Plan (same price) and a $20/mo per sub-account AI Employee Starter launched for Founder Plan agencies; AI Studio and Funnel AI generally available (Sep 2026)",
      "use_cases": "Agencies and local service businesses run it as a white-label CRM, funnel and messaging hub, then add the AI Employee so Voice AI answers and qualifies calls, Conversation AI replies across SMS, social and chat, and agents book appointments, chase reviews and run follow-ups.",
      "best_for": "Marketing agencies reselling a CRM, and appointment-driven SMBs (clinics, home services, local firms) wanting missed-call capture, booking and follow-up in one platform",
      "pricing": "Starter $97/mo; Unlimited $297/mo; Founder $497/mo; AI Employee add-on $50 or $97/mo per sub-account plus usage; HIPAA add-on $297/mo (included with Enterprise)",
      "momentum": "Rising",
      "momentum_why": "LevelUp (Oct 26 to 29) shipped a renamed Founder Plan and a cheaper $20 AI Employee Starter tier, after AI Studio went generally available in September.",
      "watch_out": "The base price understates cost: AI Employee is a per-sub-account add-on with usage fees for AI, voice and messaging, and the $20 Starter tier is only for Founder Plan agencies. Setup is heavy without an agency partner, and HIPAA costs an extra $297/mo unless you are on Enterprise.",
      "smb_fit": 4,
      "sources": [
        [
          "HighLevel pricing",
          "https://www.gohighlevel.com/pricing",
          "Starter $97, Unlimited $297, Founder $497 per month; AI Employee add-ons $50 or $97 per sub-account; HIPAA add-on $297/mo or included in Enterprise"
        ],
        [
          "HighLevel Help Center: Introducing the Founder Plan",
          "https://help.gohighlevel.com/support/solutions/articles/48001180534-introducing-the-highlevel-founder-plan",
          "Updated Oct 27, 2026: Founder Plan is the former $497 Agency Pro plan at the same price; customers move over automatically"
        ],
        [
          "HighLevel Help Center: $20 AI Employee Starter plan",
          "https://help.gohighlevel.com/support/solutions/articles/155000009501-how-to-upgrade-a-sub-account-to-the-20ai-employee-starter-plan",
          "Updated Oct 29, 2026: $20/mo per sub-account for Ask AI and AI Studio, only for Founder plan agencies"
        ],
        [
          "HighLevel AI",
          "https://www.gohighlevel.com/ai",
          "AI team of Receptionist, Scheduler, Marketer, Reputation and Sales agents, plus Voice AI, chat automation and the no-code Agent Studio."
        ],
        [
          "NetPartners: HighLevel updates, Sep 21 to 25, 2026",
          "https://netpartners.marketing/highlevel-updates-week-september-21-25-2026/",
          "AI Studio and Funnel AI moved to general availability and Conversation AI gained external API calls."
        ],
        [
          "HighLevel LevelUp 2026 announcement (via Webull)",
          "https://www.webull.com/news/15746541921330176",
          "Oct 14, 2026: LevelUp runs Oct 26 to 29 in Dallas with 300+ features and the 2027 roadmap."
        ]
      ]
    },
    {
      "tool": "Grok Bot",
      "vendor": "xAI",
      "category": "AI coworker / agent",
      "latest": "Beta Aug 11, 2026; included with SuperGrok and Cursor plans from Aug 26; Grok 4.7 trained on the Grok Bot harness (Sep 21)",
      "use_cases": "Teams message Bots like coworkers to do browser and terminal work on a persistent cloud computer: prospecting and outreach drafts, inbox triage, routine refunds, meeting notes and website builds. You can teach a task once by recording it and run it on a schedule.",
      "best_for": "Tech-comfortable founders and small teams already on SuperGrok or Cursor who want to hand off repetitive web tasks, especially in tools with no API",
      "pricing": "No standalone price; included with SuperGrok tiers and paid Cursor plans, with Bot usage metered separately and on-demand usage billed by tokens",
      "momentum": "Rising",
      "momentum_why": "xAI widened access from top plans to SuperGrok and all Cursor Teams plans in August, then trained Grok 4.7 specifically for the Bot harness in September.",
      "watch_out": "All of a user's Bots share one cloud computer, logins and files, so they are not a security boundary. No published SOC 2 or HIPAA claims and no spend cap on overages; keep regulated data out.",
      "smb_fit": 2,
      "sources": [
        [
          "xAI: Grok Bot is now included with more plans",
          "https://x.ai/news/grok-bot-more-plans",
          "Aug 26, 2026: Bots included with SuperGrok tiers and Cursor Pro, Pro+, Ultra and Teams; example jobs include prospecting, refunds, inbox triage and meeting notes."
        ],
        [
          "xAI docs: Grok Bot FAQ",
          "https://docs.x.ai/grok-bot/faq",
          "Weekly usage with on-demand billing; all Bots share one cloud computer and are not a security boundary; updated Oct 22, 2026."
        ],
        [
          "xAI: Introducing Grok 4.7",
          "https://x.ai/news/grok-4-7",
          "Sep 21, 2026: Grok 4.7 trained to work natively in the Grok Bot harness."
        ],
        [
          "eesel AI: Grok Bot review",
          "https://www.eesel.ai/blog/grok-bot-review",
          "Reviewers found it does real work but lacks an audit view, compliance claims and a spend cap."
        ]
      ]
    },
    {
      "tool": "Jev",
      "vendor": "TypeSafe AI",
      "category": "Build and code",
      "latest": "Jev System One decision model in early access via API and hosted MCP (launched Sep 15, 2026); in Replit AI Integrations since Oct 2",
      "use_cases": "Developers drop Jev into apps and agent workflows as a fast decision step that returns a typed choice, score or yes/no with confidence: classifying content, routing support tickets or agent tasks, scoring leads, filtering search results and guarding LLM outputs.",
      "best_for": "Teams with high-volume routing, scoring or classification steps inside workflows or agents that need structured answers instead of prose",
      "pricing": "$0.042 per million input tokens; output tokens not billed",
      "momentum": "Rising",
      "momentum_why": "Bloomberg reported on Oct 9, 2026 that TypeSafe raised about $870M at a $7.5B valuation led by Andreessen Horowitz, weeks after launch.",
      "watch_out": "Narrow by design: it picks among options you define and cannot write text, and it can still pick the wrong one. Speed, cost and adoption claims are self-reported, and access is still through an early-access waitlist.",
      "smb_fit": 3,
      "sources": [
        [
          "TypeSafe AI: Introducing System One Models and Jev",
          "https://typesafe.ai/blog/introducing-system-one-models-and-jev",
          "Launched Sep 15, 2026; returns structured decisions; $0.042 per million input tokens with free outputs; early-access waitlist."
        ],
        [
          "Bloomberg Law: Andreessen Horowitz backs Jev maker at $7.5 billion value",
          "https://news.bgov.com/private-equity/andreessen-horowitz-backs-jev-maker-at-7-5-billion-value",
          "Oct 9, 2026: about $870M raised at a $7.5B valuation led by a16z; the company says about a third of the Fortune 500 use Jev."
        ],
        [
          "Havoptic: Replit Agent October 2026 releases",
          "https://www.havoptic.com/releases/replit-agent/2026/10",
          "Oct 2, 2026: Jev available in Replit AI Integrations for classifying content, routing requests and scoring leads."
        ],
        [
          "Thoughtworks: Jev decision models, what you need to know",
          "https://www.thoughtworks.com/insights/blog/generative-ai/jev-decision-models-what-need-know-why",
          "Oct 12, 2026: useful as a fast confidence gate for agents but far narrower than frontier models."
        ]
      ]
    },
    {
      "tool": "Hermes Agent",
      "vendor": "Nous Research",
      "category": "AI coworker / agent",
      "latest": "v0.22.5 (Oct 22, 2026), after v0.22.0 with signed desktop apps and one-click local models (Oct 13)",
      "use_cases": "A self-hosted, self-improving agent people reach through Telegram, Slack, Discord, WhatsApp, email or the command line. It keeps memory, runs scheduled reports and briefings, delegates to subagents, and turns solved problems into reusable skills.",
      "best_for": "Technical teams and power users who want a long-running agent they control, with their choice of model",
      "pricing": "Free and open source (MIT); optional Nous Portal plans: Plus $20/mo, Super $100/mo, Ultra $200/mo",
      "momentum": "Rising",
      "momentum_why": "Nous Research raised a reported $90M at a $1.5B valuation in October 2026, citing 22.7M Hermes Agent downloads.",
      "watch_out": "It has broad access to your machine and accounts and a long 2026 vulnerability list, including remote code execution through malicious repos and plugins. Keep it updated, run it sandboxed, connect few accounts and vet every skill or plugin.",
      "smb_fit": 3,
      "sources": [
        [
          "GitHub: NousResearch/hermes-agent",
          "https://github.com/NousResearch/hermes-agent",
          "MIT-licensed self-improving agent with a messaging gateway, scheduled jobs, subagents and an OpenClaw import command."
        ],
        [
          "GitHub: Hermes Agent v0.22.0 release notes",
          "https://github.com/NousResearch/hermes-agent/releases/tag/v0.22.0",
          "Oct 13, 2026: signed desktop apps, app connectors, one-click local models and about 600 reviewed plugins."
        ],
        [
          "Dealroom: Nous Research raises $90M at $1.5B",
          "https://dealroom.co/news/160592-nous-research-raises-90m-at-1-5b-valuation-for-open-source-ai/",
          "Oct 7, 2026: $90M Series B; 22.7M Hermes Agent downloads."
        ],
        [
          "Composio: OpenClaw vs Hermes Agent",
          "https://composio.dev/blog/openclaw-vs-hermes-agent",
          "Hermes has safer command-approval defaults and a hosted option; OpenClaw has the larger community and skills marketplace."
        ]
      ]
    },
    {
      "tool": "OpenEvidence",
      "vendor": "OpenEvidence",
      "category": "Healthcare AI",
      "latest": "Embedded in NYU Langone Health's Epic EHR across about 12.4M outpatient visits a year (Oct 29, 2026); Johns Hopkins Medicine collaboration (Oct 13, 2026)",
      "use_cases": "Clinical question answering grounded in peer-reviewed literature, now with patient context inside the Epic chart at partner health systems; point-of-care evidence lookup and trainee education.",
      "best_for": "Clinicians and practices that want fast, cited answers to clinical questions",
      "pricing": "Free for verified US health care professionals",
      "momentum": "Rising",
      "momentum_why": "Large health systems are wiring it into Epic: NYU Langone on Oct 29 after Johns Hopkins on Oct 13.",
      "watch_out": "Inputs to the public tool are not covered by HIPAA, so keep patient identifiers out unless you use a health system integration; usage claims are company figures.",
      "smb_fit": 4,
      "sources": [
        [
          "NYU Langone: OpenEvidence and NYU Langone Health partner",
          "https://nyulangone.org/news/openevidence-and-nyu-langone-health-partner-bring-patient-aware-intelligence-12-million-visits-new-york-city",
          "Oct 29, 2026: patient-aware clinical intelligence embedded in NYU Langone's Epic workflow; free for verified US clinicians"
        ],
        [
          "Unite.AI: NYU Langone embeds OpenEvidence in Epic",
          "https://www.unite.ai/nyu-langone-embeds-openevidence-in-epic-ehr-for-12m-annual-visits/",
          "Oct 29, 2026: covers 12.4M outpatient and 421,000+ ED visits a year"
        ],
        [
          "OpenEvidence",
          "https://www.openevidence.com/news",
          "States the tool is free and unlimited for health care professionals"
        ]
      ]
    },
    {
      "tool": "Higgsfield",
      "vendor": "Higgsfield AI",
      "category": "Media and content",
      "latest": "Nvidia and TCV joined a Series B extension (Oct 23, 2026), after a $400M Series B at a $5.4B valuation led by DST Global (Aug 2026)",
      "use_cases": "Ad creatives, product videos and short social clips from text and images, with multi-scene agent workflows and storyboards that combine several third-party video models.",
      "best_for": "Marketing teams producing high volumes of AI ad and social video",
      "pricing": "",
      "momentum": "Rising",
      "momentum_why": "Reported annualized revenue near $700M in August 2026, mostly from businesses, and Nvidia and TCV invested on Oct 23; it cites 40M+ registered users.",
      "watch_out": "Revenue figures are company-reported run rates; it depends on third-party models it does not own; past controversies include stock footage passed off as AI output and throttled unlimited plans. Check likeness and logo use before publishing.",
      "smb_fit": 3,
      "sources": [
        [
          "The Edge Malaysia: AI video startup Higgsfield draws investment from Nvidia",
          "https://theedgemalaysia.com/node/822990",
          "Oct 23, 2026: Nvidia and TCV invested in an extension of the August Series B; 40M+ registered users"
        ],
        [
          "VKTR: Higgsfield raises $400 million at $5.4 billion valuation",
          "https://www.vktr.com/ai-platforms/higgsfield-raises-400-million-at-54-billion-valuation-as-ai-video-finds-an-enterprise-foothold/",
          "Aug 19, 2026: $400M Series B at $5.4B led by DST Global; about $700M annualized revenue; enterprise now most of sales"
        ],
        [
          "The Next Web: Higgsfield raised $400mn at $5.4bn",
          "https://thenextweb.com/news/higgsfield-series-b-400m-5-4bn-valuation-700m-revenue",
          "Run rate is an extrapolation; risks include compute scarcity and dependence on third-party models"
        ]
      ]
    }
  ],
  "signals": [
    [
      "2026-11-01",
      "Kimi K3.1 Pro",
      "K3.1 Pro weights still pending; Moonshot plans to retire K2 models by year end",
      "https://dev.to/ai_maya_063fc568e157562fd/kimi-k2-closes-in-december-what-moving-to-k31-pro-changes-and-what-the-default-reasoning-effort-fld"
    ],
    [
      "2026-10-31",
      "Claude Code",
      "Claude Code v2.1.316 adds pooled group budgets and subagent effort",
      "https://www.havoptic.com/releases/claude-code/2026/10"
    ],
    [
      "2026-10-31",
      "Viktor",
      "Viktor adds side-pane link previews for GitHub, Google files, Gmail and Slack",
      "https://viktor.com/changelog"
    ],
    [
      "2026-10-30",
      "Kling AI",
      "Kling AI completes a near $3B funding round",
      "https://www.marketscreener.com/news/kuaishou-s-kling-ai-unit-completes-a-near-3-billion-funding-round-ce785fdbdc81f12d"
    ],
    [
      "2026-10-30",
      "ChatGPT",
      "OpenAI releases GPT-Rosalind-6 biology model to trusted users",
      "https://deploymentsafety.openai.com/gpt-rosalind-6"
    ],
    [
      "2026-10-30",
      "Gemini",
      "October Gemini Drop makes Gemini 4 Argon generally available and adds a Windows app",
      "https://jetstream.blog/en/gemini-drops-october-2026/"
    ],
    [
      "2026-10-30",
      "Replit",
      "Replit Cloud Agent opens tested PRs with screenshots and video",
      "https://www.havoptic.com/releases/replit-agent/2026/10"
    ],
    [
      "2026-10-30",
      "Manus",
      "Manus details Manus 2.0 with Studio and Automations",
      "https://manus.im/blog/rebuilding-manus-with-manus"
    ],
    [
      "2026-10-30",
      "Gumloop",
      "Gumloop 13.3.0 lets teams publish agents to Okta",
      "https://www.gumloop.com/changelog"
    ],
    [
      "2026-10-29",
      "Mistral",
      "Mistral Large 4 open weights land on Hugging Face",
      "https://huggingface.co/blog/mistral-large4"
    ],
    [
      "2026-10-29",
      "Microsoft 365 Copilot",
      "Microsoft adds 25+ finance skills and plugins to Copilot",
      "https://www.microsoft.com/en-us/copilot/blog/2026/10/29/microsoft-copilot-for-finance-purpose-built-for-the-way-finance-teams-work/"
    ],
    [
      "2026-10-29",
      "OpenAI Codex",
      "Codex CLI 0.166.0 ships transcript search and wider GPT-6.1 Terra support",
      "https://learn.chatgpt.com/docs/changelog"
    ],
    [
      "2026-10-29",
      "GoHighLevel",
      "HighLevel adds a $20 AI Employee Starter tier for Founder Plan agencies",
      "https://help.gohighlevel.com/support/solutions/articles/155000009501-how-to-upgrade-a-sub-account-to-the-20ai-employee-starter-plan"
    ],
    [
      "2026-10-29",
      "Granola",
      "Granola adds free voice typing in any app",
      "https://www.digitaltrends.com/computing/granolas-new-voice-typing-feature-lets-you-ditch-the-keyboard/"
    ],
    [
      "2026-10-29",
      "OpenEvidence",
      "NYU Langone embeds OpenEvidence in its Epic EHR for 12M+ annual visits",
      "https://nyulangone.org/news/openevidence-and-nyu-langone-health-partner-bring-patient-aware-intelligence-12-million-visits-new-york-city"
    ],
    [
      "2026-10-29",
      "Town",
      "Townies can sign in to sites through 1Password to finish tasks",
      "https://www.town.com/updates"
    ],
    [
      "2026-10-29",
      "ElevenLabs",
      "ElevenLabs releases SFX v3 sound effects model",
      "https://elevenlabs.io/blog/sound-effects-v3"
    ],
    [
      "2026-10-28",
      "GitHub Copilot",
      "Copilot Fusion multi-model routing is generally available",
      "https://github.blog/changelog/2026-10-28-route-and-orchestrate-models-with-github-copilot-fusion"
    ],
    [
      "2026-10-28",
      "GitHub Copilot",
      "GitHub Enterprise now includes Copilot for account-team customers",
      "https://github.blog/changelog/2026-10-28-github-enterprise-now-includes-access-to-github-copilot"
    ],
    [
      "2026-10-28",
      "Devin",
      "Security startup Corridor joins Cognition to build Devin Security",
      "https://cognition.com/blog/corridor-joining-cognition"
    ],
    [
      "2026-10-28",
      "Gemini",
      "Google unveils Gemini 4 Carbon, limited to cyber defenders for now",
      "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-carbon/"
    ],
    [
      "2026-10-28",
      "Perplexity",
      "Perplexity Enterprise earns FedRAMP Moderate",
      "https://www.perplexity.ai/hub/blog/new-fedramp-certification-brings-perplexity-to-more-government-workflows"
    ],
    [
      "2026-10-28",
      "Meta AI / Muse",
      "Meta launches its Muse agent in Singapore",
      "https://www.socialmediatoday.com/news/metas-muse-ai-agents-are-now-available-to-users-in-singapore/873131"
    ],
    [
      "2026-10-28",
      "Lindy",
      "Lindy Apps lets teams request internal tools built on their integrations",
      "https://www.lindy.ai/changelog"
    ],
    [
      "2026-10-28",
      "Suno",
      "Suno launches MCP beta to make music from ChatGPT, Claude and other AI clients",
      "https://suno.com/release-notes/suno-mcp-beta"
    ],
    [
      "2026-10-28",
      "Gumloop",
      "Gumloop 13.2.0 adds App Rules for tool-call approvals",
      "https://www.gumloop.com/changelog"
    ],
    [
      "2026-10-27",
      "Clay",
      "Clay makes auto-mode model routing the Claygent default",
      "https://www.clay.com/blog/automode-for-claygent"
    ],
    [
      "2026-10-27",
      "n8n",
      "n8n publishes 3.0.0 pre-release",
      "https://github.com/n8n-io/n8n/releases"
    ],
    [
      "2026-10-27",
      "Claude",
      "Anthropic offers US government 40% off Claude via expanded GSA deal",
      "https://www.anthropic.com/news/expanding-partnership-gsa"
    ],
    [
      "2026-10-27",
      "Meta AI / Muse",
      "NVIDIA to invest $3B in Meta and expand Muse model collaboration",
      "https://www.globenewswire.com/news-release/2026/10/27/3388683/0/en/nvidia-and-meta-to-expand-collaboration-on-muse-and-muse-family-of-models-amid-robust-growth.html"
    ],
    [
      "2026-10-27",
      "Mistral",
      "Mistral Large 4 weights miss reported Oct 27 date; Hugging Face shows Oct 31 estimate",
      "https://forkast.news/the-reported-date-arrived-and-the-weights-did-not/"
    ],
    [
      "2026-10-27",
      "OpenClaw",
      "OpenClaw ships 2026.10.8 with security hardening that keeps API keys out of error messages",
      "https://github.com/openclaw/openclaw/releases"
    ],
    [
      "2026-10-27",
      "Gemini Notebook",
      "Gemini Notebook mobile apps gain a built-in audio recorder",
      "https://9to5google.com/2026/10/27/gemini-notebook-recorder/"
    ],
    [
      "2026-10-27",
      "Otter",
      "Otter launches Work Mode and Live Assist meeting coaching",
      "https://otter.ai/blog/otter-rethinks-the-meeting-new-ai-preps-you-coaches-you-and-follows-through"
    ],
    [
      "2026-10-27",
      "GoHighLevel",
      "HighLevel renames its $497 Agency Pro plan the Founder Plan at LevelUp",
      "https://help.gohighlevel.com/support/solutions/articles/48001180534-introducing-the-highlevel-founder-plan"
    ],
    [
      "2026-10-27",
      "Devin",
      "Cognition releases FrontierCode 2.0 coding benchmark",
      "https://cognition.com/blog/frontier-code-2.0"
    ],
    [
      "2026-10-27",
      "Lovable",
      "Lovable adds workspace Events and Hooks and Scrive e-signatures",
      "https://www.havoptic.com/releases/lovable/2026/10"
    ],
    [
      "2026-10-26",
      "ChatGPT Work",
      "GPT-6.1 Terra rolls out in ChatGPT Work and Codex",
      "https://help.openai.com/en/articles/6825453-chatgpt-release-notes"
    ],
    [
      "2026-10-26",
      "Devin",
      "Cognition launches Devin Security for enterprise vulnerability triage and fixes",
      "https://cognition.com/blog/devin-security"
    ],
    [
      "2026-10-26",
      "GitHub Copilot",
      "GPT-6.1 Terra generally available in GitHub Copilot",
      "https://github.blog/changelog/2026-10-26-gpt-6-1-terra-in-github-copilot"
    ],
    [
      "2026-10-26",
      "OpenAI Codex",
      "GPT-6.1 Terra arrives in Codex for paid ChatGPT plans",
      "https://learn.chatgpt.com/docs/changelog"
    ],
    [
      "2026-10-26",
      "Supabase",
      "Supabase makes scoped personal access tokens the default",
      "https://supabase.com/blog/scope-your-personal-access-tokens"
    ],
    [
      "2026-10-26",
      "Claude",
      "Anthropic files an S-1 for a proposed IPO",
      "https://www.anthropic.com/news"
    ],
    [
      "2026-10-26",
      "ChatGPT",
      "OpenAI introduces GPT-6.1 Terra",
      "https://openai.com/news/"
    ],
    [
      "2026-10-26",
      "CapCut",
      "CapCut announces a plugin to create and edit videos inside ChatGPT",
      "https://soyacincau.com/2026/10/26/capcut-is-coming-to-chatgpt-letting-you-create-videos-directly-inside-chat"
    ],
    [
      "2026-10-23",
      "CapCut",
      "ByteDance launches Dreamina Seedance 2.5 with 30 second clips and 50 references",
      "https://dreamina.capcut.com/resource/seedance-2-5-launch"
    ],
    [
      "2026-10-23",
      "Viktor",
      "Viktor admins can see credit usage by Slack or Teams channel",
      "https://viktor.com/changelog"
    ],
    [
      "2026-10-23",
      "OpenAI Codex",
      "Codex CLI 0.164.0 adds prompt presets and enterprise MCP auth",
      "https://learn.chatgpt.com/docs/changelog"
    ],
    [
      "2026-10-23",
      "Kimi K3.1 Pro",
      "Moonshot AI releases Kimi K3.1 Pro with open weights promised by Nov 4",
      "https://www.kimi.ai/blog/kimi-k3-1-pro"
    ],
    [
      "2026-10-23",
      "Replit",
      "Replit Agent adds an autonomous on-call engineer that investigates and fixes production alerts",
      "https://www.havoptic.com/releases/replit-agent/2026/10"
    ],
    [
      "2026-10-23",
      "Grok Imagine",
      "xAI posts seven minutes of an AI-made Odyssey series built with Grok Imagine Video 1.5",
      "https://www.latestly.com/technology/grok-imagine-releases-first-7-mins-of-ai-generated-odyssey-7656991.html"
    ],
    [
      "2026-10-23",
      "Claude",
      "Anthropic merges Claude chat and Cowork into one experience for Enterprise",
      "https://claude.com/resources/articles/unified-claude-enterprise"
    ],
    [
      "2026-10-23",
      "Higgsfield",
      "Nvidia and TCV invest in Higgsfield in a Series B extension",
      "https://theedgemalaysia.com/node/822990"
    ],
    [
      "2026-10-22",
      "Devin",
      "Cognition opens London office as UK team more than triples",
      "https://cognition.com/blog/building-in-london"
    ],
    [
      "2026-10-22",
      "Claude",
      "Anthropic donates Agent Skills standard to the Linux Foundation's Agentic AI Foundation",
      "https://www.anthropic.com/news/donating-agent-skills-to-the-agentic-ai-foundation"
    ],
    [
      "2026-10-22",
      "Grok",
      "xAI launches SpaceX Super Intelligence Partner Network for enterprise Grok",
      "https://x.ai/news/partnernetworkannouncement"
    ],
    [
      "2026-10-22",
      "Viktor",
      "Viktor's Screen rolls out to all workspaces",
      "https://viktor.com/changelog"
    ],
    [
      "2026-10-22",
      "Canva AI",
      "Canva debuts Craft, its first in-house image generation model",
      "https://techcrunch.com/2026/10/22/canva-releases-its-first-image-generation-model/"
    ],
    [
      "2026-10-21",
      "Epic AI (Art, Emmie, Penny)",
      "Epic unveils Connectors so third-party apps can work with its AI agents",
      "https://www.healthcareitnews.com/news/epic-enables-ehrs-communicate-other-apps"
    ],
    [
      "2026-10-21",
      "ElevenLabs",
      "ElevenLabs launches Eleven Realtime Translation in alpha for enterprise voice calls",
      "https://www.voiceoverherald.com/elevenlabs-realtime-translation-mistral-voxtral-3-voice-clone-languages/"
    ]
  ],
  "stats": [
    [
      "US businesses on Ramp paying for any AI",
      "55.9%",
      "Sep 2026",
      "Ramp AI Index",
      "https://ramp.com/data/ai-index"
    ],
    [
      "Ramp businesses paying for Anthropic",
      "43.8%",
      "Sep 2026",
      "Ramp AI Index",
      "https://ramp.com/data/ai-index"
    ],
    [
      "Ramp businesses paying for OpenAI",
      "40.6%",
      "Sep 2026",
      "Ramp AI Index",
      "https://ramp.com/data/ai-index"
    ],
    [
      "Organizations using AI in at least one business function",
      "88%",
      "Jun 2026",
      "McKinsey: The state of AI in 2026",
      "https://www.mckinsey.com/~/media/mckinsey/business%20functions/quantumblack/our%20insights/the%20state%20of%20ai/the-state-of-ai-in-2026-on-the-road-to-roi.pdf"
    ],
    [
      "Large organizations scaling AI agents",
      "40%",
      "Jun 2026",
      "McKinsey: The state of AI in 2026",
      "https://www.mckinsey.com/~/media/mckinsey/business%20functions/quantumblack/our%20insights/the%20state%20of%20ai/the-state-of-ai-in-2026-on-the-road-to-roi.pdf"
    ],
    [
      "Respondents reporting any EBIT impact from AI",
      "37%",
      "Jun 2026",
      "McKinsey: The state of AI in 2026",
      "https://www.mckinsey.com/~/media/mckinsey/business%20functions/quantumblack/our%20insights/the%20state%20of%20ai/the-state-of-ai-in-2026-on-the-road-to-roi.pdf"
    ],
    [
      "US employees using AI at work a few times a year or more",
      "52%",
      "May 2026",
      "Gallup: Artificial Intelligence indicator",
      "https://www.gallup.com/699797/indicator-artificial-intelligence.aspx"
    ],
    [
      "US employees using AI a few times a week or more",
      "30%",
      "May 2026",
      "Gallup: Artificial Intelligence indicator",
      "https://www.gallup.com/699797/indicator-artificial-intelligence.aspx"
    ],
    [
      "US employees using AI daily",
      "15%",
      "May 2026",
      "Gallup: Artificial Intelligence indicator",
      "https://www.gallup.com/699797/indicator-artificial-intelligence.aspx"
    ],
    [
      "US adults who use AI chatbots",
      "49%",
      "Feb 2026",
      "Pew Research Center",
      "https://www.pewresearch.org/chart/about-half-of-u-s-adults-now-use-ai-chatbots-up-from-a-third-in-2024/"
    ],
    [
      "US adults who use ChatGPT",
      "44%",
      "Feb 2026",
      "Pew Research Center",
      "https://www.pewresearch.org/chart/americans-report-using-chatgpt-far-more-than-other-chatbots/"
    ],
    [
      "US adults who use Gemini",
      "24%",
      "Feb 2026",
      "Pew Research Center",
      "https://www.pewresearch.org/chart/americans-report-using-chatgpt-far-more-than-other-chatbots/"
    ],
    [
      "US adults who use Microsoft Copilot",
      "17%",
      "Feb 2026",
      "Pew Research Center",
      "https://www.pewresearch.org/chart/americans-report-using-chatgpt-far-more-than-other-chatbots/"
    ],
    [
      "US adults who use Claude",
      "6%",
      "Feb 2026",
      "Pew Research Center",
      "https://www.pewresearch.org/chart/americans-report-using-chatgpt-far-more-than-other-chatbots/"
    ],
    [
      "US firms with 250+ employees using AI",
      "37%",
      "May 2026",
      "US Census Bureau: Business Trends and Outlook Survey",
      "https://census.gov/library/stories/2026/05/ai-use-businesses.html"
    ],
    [
      "US businesses using AI to produce goods or services",
      "19.8%",
      "May 2026",
      "US Census Bureau: Business Trends and Outlook Survey",
      "https://census.gov/library/stories/2026/05/ai-use-businesses.html"
    ],
    [
      "Canadian businesses using AI",
      "19.2%",
      "Q2 2026",
      "Statistics Canada",
      "https://www150.statcan.gc.ca/n1/pub/11-621-m/11-621-m2026010-eng.htm"
    ],
    [
      "ChatGPT monthly web visits (No. 1 AI tool)",
      "5.30 billion",
      "Jun 2026",
      "Business Today",
      "https://www.businesstoday.in/technology/artificial-intelligence/story/most-popular-ai-tools-in-2026-chatgpt-takes-the-top-spot-550382-2026-08-21"
    ],
    [
      "Gemini monthly web visits (No. 2)",
      "1.14 billion",
      "Jun 2026",
      "Business Today",
      "https://www.businesstoday.in/technology/artificial-intelligence/story/most-popular-ai-tools-in-2026-chatgpt-takes-the-top-spot-550382-2026-08-21"
    ],
    [
      "Claude monthly web visits (No. 3)",
      "967.91 million",
      "Jun 2026",
      "Business Today",
      "https://www.businesstoday.in/technology/artificial-intelligence/story/most-popular-ai-tools-in-2026-chatgpt-takes-the-top-spot-550382-2026-08-21"
    ]
  ],
  "fetched_at": "2026-11-05T02:24:15Z"
}