{
  "license": {
    "name": "CC BY 4.0",
    "url": "https://creativecommons.org/licenses/by/4.0/"
  },
  "cite_as": "Newsprint, \"Knowatoa: new features and launches\", https://www.newsprint.com/companies/knowatoa/, updated 2026-10-28",
  "updated_at": "2026-10-28",
  "url": "https://www.newsprint.com/companies/knowatoa/",
  "markdown_url": "https://www.newsprint.com/companies/knowatoa.md",
  "title": "Knowatoa: new features and launches",
  "opening_answer": "We confirmed 19 product launches from Knowatoa since June 2025. The latest, MCP historical analysis and period-over-period reporting, became available Oct. 19, 2026.",
  "period": "June 6, 2025 to Oct. 19, 2026",
  "methodology_url": "https://www.newsprint.com/updates/pr-software/#methodology",
  "company": {
    "id": "C096",
    "slug": "knowatoa",
    "name": "Knowatoa",
    "aliases": [],
    "site": "https://knowatoa.com/",
    "summary": "Knowatoa sells AI visibility tracking to brands. It tracks brand mentions, cited pages and sentiment each week across several AI answer engines. A Research Hub finds real AI search questions and content gaps, and AI agents draft site articles and LinkedIn and Bluesky posts.",
    "founded": 2024,
    "categories": [
      "ai-visibility"
    ],
    "status": "active",
    "price_note": "Starter $59/mo (ChatGPT, AI Overviews, AI Mode); Growth $199/mo (all seven engines, API, MCP server, Looker Studio, NinjaCat, dedicated account rep); Enterprise custom",
    "update_channels": [
      {
        "kind": "changelog",
        "url": "https://knowatoa.com/updates"
      },
      {
        "kind": "blog",
        "url": "https://knowatoa.com/disrupted"
      },
      {
        "kind": "docs",
        "url": "https://docs.knowatoa.com"
      }
    ],
    "updated_at": "2026-10-28",
    "category_names": [
      "AI visibility"
    ]
  },
  "confirmed_product_launches": 19,
  "dated_product_launches": 19,
  "undated_launches": 0,
  "launches_data_url": "https://www.newsprint.com/data/launches.json",
  "count": 19,
  "launches": [
    {
      "id": "K20",
      "company": "knowatoa",
      "product": null,
      "title": "MCP historical analysis and period-over-period reporting",
      "summary": "Every analytical MCP method accepts date ranges and returns the current period, the previous period and the change, for mention rate, sentiment, citations and competitors.",
      "kind": "mcp",
      "features": [
        "mcp-and-connectors",
        "ai-answer-tracking",
        "mcp-server"
      ],
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        "ai-visibility"
      ],
      "tech": "rules",
      "stage": "ga",
      "announced_on": "2026-10-19",
      "available_on": "2026-10-19",
      "date_precision": "day",
      "sources": [
        {
          "url": "https://knowatoa.com/updates/period-over-period-mcp",
          "name": "Knowatoa updates",
          "quote": "Every MCP tool that returns metrics now accepts date ranges and automatically compares them to the previous period.",
          "retrieved_at": "2026-10-22"
        }
      ],
      "verification": {
        "status": "confirmed",
        "model": "claude-opus-5-5",
        "checked_at": "2026-10-22",
        "content_hash": "c52f2d346e7e7ca6f6a2d7c0442cff9ab5d7eb7c911b01cf340b3448ac231d0b"
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      "recorded_on": "2026-10-19",
      "issue": "pr-software/2026-10-26",
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      "updated_at": "2026-10-22",
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        "mcp-server": "https://www.newsprint.com/features/#feature-mcp-server"
      },
      "url": "https://www.newsprint.com/companies/knowatoa/#launch-K20",
      "issues": []
    },
    {
      "id": "K21",
      "company": "knowatoa",
      "product": null,
      "title": "Sentiment response counts and negative-mention diagnostics",
      "summary": "Sentiment exports show the response count behind each percentage, and a negative_mentions endpoint lists every AI answer that describes a client negatively, with the question, AI service and relevant sentences.",
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        {
          "url": "https://knowatoa.com/updates/sentiment-counts-and-diagnostics",
          "name": "Knowatoa updates",
          "quote": "the new negative_mentions endpoint shows you every AI answer that describes your client negatively.",
          "retrieved_at": "2026-10-19"
        }
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      "issues": [
        {
          "title": "PR software this week: Oct. 5 to 19, 2026",
          "url": "https://www.newsprint.com/updates/pr-software/2026-10-20/#launch-K21"
        }
      ]
    },
    {
      "id": "K18",
      "company": "knowatoa",
      "product": null,
      "title": "Set up client sites from an AI assistant (MCP)",
      "summary": "An assistant connected to Knowatoa can create a site with brand-name variations, add competitors and load up to 100 questions per batch.",
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          "url": "https://knowatoa.com/updates/mcp-site-setup",
          "name": "Knowatoa updates",
          "quote": "An assistant connected to Knowatoa can now do that with you.",
          "retrieved_at": "2026-10-19"
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      },
      "url": "https://www.newsprint.com/companies/knowatoa/#launch-K18",
      "issues": []
    },
    {
      "id": "K19",
      "company": "knowatoa",
      "product": null,
      "title": "Competitor sentiment export through the API",
      "summary": "Competitor sentiment (positive, neutral, negative counts per brand per AI platform, with period comparison) can be pulled as CSV or JSON for NinjaCat, Looker and other tools.",
      "kind": "feature",
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      "sources": [
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          "name": "Knowatoa updates",
          "quote": "You can now export competitor sentiment as structured CSV or JSON data through our API, ready to feed into whatever reporting tool you're using.",
          "retrieved_at": "2026-10-19"
        }
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      "issues": []
    },
    {
      "id": "E354",
      "company": "knowatoa",
      "product": null,
      "title": "Publishing Queue (Connie content agent)",
      "summary": "Knowatoa surfaces a Publishing Queue letting users decide what its Connie content-writing agent drafts next; Sam researches AI-search gaps and Connie writes the drafts for review or auto-approval.",
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    {
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      "title": "Sophie (social media agent)",
      "summary": "AI agent that drafts platform-specific LinkedIn and Bluesky posts from articles published by Knowatoa's content-writing agent, Connie.",
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        "agents"
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          "quote": "under Agents in the sidebar",
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    {
      "id": "R363",
      "company": "knowatoa",
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      "title": "MCP Integrations",
      "summary": "Supports the Model Context Protocol so users can query AI search visibility data directly from Claude Desktop, Claude Code, ChatGPT, and Gemini.",
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          "name": "Knowatoa Updates",
          "quote": "Connect Knowatoa to Your AI Tools with MCP",
          "retrieved_at": "2026-10-13"
        },
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    {
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      "summary": "Crawls competitor sitemaps and cross-references pages against what AI engines are citing, surfacing AI-coverage gaps and content opportunities.",
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    {
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      "summary": "Citation sources classified into 20 industry-specific categories using AI-powered tagging.",
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      "title": "What's Chrome Saying? (free tool)",
      "summary": "Knowatoa launched \"What's Chrome Saying?,\" a free tool that uses Chrome's built-in Gemini Nano to show what AI knows about any website.",
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      "title": "Guided Configuration",
      "summary": "Site setup now auto-generates candidate competitors and tracked questions via AI for faster configuration.",
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