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      "known_share": 0.481,
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      "verdicts": {
        "absent": 12
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      "searches": 12,
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      "prompt_kept": 0.722,
      "added": [
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        "scrunch",
        "search"
      ],
      "brand_searches": 0,
      "flags": [
        "flat"
      ]
    },
    {
      "id": "semrush-ahrefs-enough-ai-visibility",
      "text": "Are Semrush's AI Toolkit or Ahrefs Brand Radar enough, or do we need a dedicated AI visibility tool?",
      "runs": 3,
      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
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      "products": [
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        {
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        {
          "name": "Profound",
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        {
          "name": "Peec AI",
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        },
        {
          "name": "Otterly.AI",
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        {
          "name": "Scrunch",
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        {
          "name": "Scrunch AI",
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        {
          "name": "ChatGPT",
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        {
          "name": "Evertune",
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        {
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        {
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        {
          "name": "Deepsmith",
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        {
          "name": "Gemini",
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        {
          "name": "Layer3 Labs",
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        {
          "name": "Perplexity",
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        },
        {
          "name": "Surmado",
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        },
        {
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        {
          "name": "Dageno AI",
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        {
          "name": "Demandsage",
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        {
          "name": "Google AI",
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        {
          "name": "Google AI Overviews",
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        {
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        {
          "name": "Rankability",
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        {
          "name": "SE Visible",
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        {
          "name": "Semrush One",
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        {
          "name": "TechRadar",
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        {
          "name": "Trakkr",
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        {
          "name": "eesel",
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          "name": "rework",
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      ],
      "unexpected": [
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        {
          "name": "Writesonic",
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        {
          "name": "Demandsage",
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        {
          "name": "Google AI",
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        {
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        {
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        {
          "name": "TechRadar",
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        "absent": 12
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      "searches": 14,
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      "added": [
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        "prompts",
        "site.semrush.com"
      ],
      "brand_searches": 0,
      "flags": [
        "flat"
      ]
    },
    {
      "id": "ai-visibility-tool-agency-white-label",
      "text": "What's the best AI visibility tool for an SEO agency that reports to many clients under its own brand?",
      "runs": 3,
      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
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      "products": [
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        {
          "name": "AgencyAnalytics",
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        {
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        },
        {
          "name": "Looker Studio",
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        {
          "name": "SE Visible",
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        {
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        {
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        {
          "name": "Perplexity",
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        {
          "name": "Ahrefs Brand Radar",
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        {
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        {
          "name": "Gemini",
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        {
          "name": "Rank Prompt",
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        {
          "name": "Agency Growth Kit",
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        {
          "name": "AthenaHQ",
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        {
          "name": "DashThis",
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        {
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        {
          "name": "Listable Labs",
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        {
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        {
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        {
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        {
          "name": "BrightEdge",
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        {
          "name": "DemandLocal",
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        {
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        {
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        {
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        {
          "name": "Muddy River News",
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        {
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        {
          "name": "Qvery",
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        {
          "name": "Rankability",
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        {
          "name": "Rankscale",
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        {
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        {
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        {
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        {
          "name": "VisibilityStack",
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        {
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      ],
      "unexpected": [
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        {
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          "name": "Perplexity",
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        {
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        {
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        {
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        {
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        {
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        {
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        {
          "name": "Rankscale",
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        {
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        {
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        {
          "name": "Trakkr",
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        {
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      ],
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      "searches": 15,
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      "added": [
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      "brand_searches": 0,
      "flags": [
        "flat",
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    },
    {
      "id": "ai-visibility-tools-cover-claude-overviews",
      "text": "Which AI visibility tools cover Claude, Gemini and Google AI Overviews, not just ChatGPT?",
      "runs": 3,
      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
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      "products": [
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        {
          "name": "Profound",
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        {
          "name": "Otterly.AI",
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        {
          "name": "Scrunch AI",
          "n": 8
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        {
          "name": "Ahrefs Brand Radar",
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        {
          "name": "AthenaHQ",
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        {
          "name": "Semrush AI Toolkit",
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        {
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        {
          "name": "Claude",
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        {
          "name": "Gemini",
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Rankscale",
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        {
          "name": "BrightEdge",
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        {
          "name": "Conductor",
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        {
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        {
          "name": "SE Ranking",
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        {
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        {
          "name": "Contentpen",
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        {
          "name": "Datadab",
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        {
          "name": "Dupple",
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        {
          "name": "Frase",
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        {
          "name": "Goodie AI",
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        },
        {
          "name": "LLM Pulse",
          "n": 2
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        {
          "name": "LucidRank",
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        },
        {
          "name": "Nightwatch",
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        },
        {
          "name": "Scrunch",
          "n": 2
        },
        {
          "name": "xseek",
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        {
          "name": "AI Mode",
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        {
          "name": "Advanced Web Ranking",
          "n": 1
        },
        {
          "name": "Athena",
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        {
          "name": "Copilot",
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        {
          "name": "DeepSeek",
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        {
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        {
          "name": "Google AI Mode",
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        {
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        {
          "name": "Perplexity",
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        {
          "name": "QuickSEO",
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        {
          "name": "ReachLLM",
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        {
          "name": "SE Ranking Visible",
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        {
          "name": "SE Visible",
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        },
        {
          "name": "Similarweb",
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        {
          "name": "Trustmary",
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        {
          "name": "Visiblie",
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        {
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      ],
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        {
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        {
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        {
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        {
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        {
          "name": "LucidRank",
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        {
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        {
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        {
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        {
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        {
          "name": "Athena",
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        {
          "name": "SE Ranking Visible",
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        {
          "name": "SE Visible",
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        {
          "name": "Similarweb",
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        },
        {
          "name": "Trustmary",
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        },
        {
          "name": "Visiblie",
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        },
        {
          "name": "Writesonic",
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        {
          "name": "eClincher",
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        {
          "name": "seoClarity",
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      ],
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      "added": [
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        "engines",
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      ],
      "brand_searches": 0,
      "flags": [
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      ]
    },
    {
      "id": "cheap-start-measuring-ai-visibility",
      "text": "What's a cheap way to start measuring AI visibility for a small startup?",
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      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
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      "products": [
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        {
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Otterly.AI",
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        },
        {
          "name": "Gemini",
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        },
        {
          "name": "Ahrefs Brand Radar",
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        },
        {
          "name": "Google Sheets",
          "n": 6
        },
        {
          "name": "Peec AI",
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        },
        {
          "name": "Claude",
          "n": 5
        },
        {
          "name": "GA4",
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        {
          "name": "HubSpot AI Search Grader",
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        },
        {
          "name": "Profound",
          "n": 4
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        {
          "name": "Copilot",
          "n": 3
        },
        {
          "name": "Google Analytics 4",
          "n": 3
        },
        {
          "name": "Microsoft Copilot",
          "n": 3
        },
        {
          "name": "SE Ranking",
          "n": 3
        },
        {
          "name": "Semrush AI Toolkit",
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          "name": "GA4",
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Scrunch AI",
          "n": 3
        },
        {
          "name": "geoSurge",
          "n": 3
        },
        {
          "name": "AuthorityTech",
          "n": 2
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        {
          "name": "Copilot",
          "n": 2
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        {
          "name": "Gemini",
          "n": 2
        },
        {
          "name": "LLM Pulse",
          "n": 2
        },
        {
          "name": "Meikai",
          "n": 2
        },
        {
          "name": "Scrunch",
          "n": 2
        },
        {
          "name": "ThriveStack",
          "n": 2
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        {
          "name": "metehan.ai",
          "n": 2
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        {
          "name": "AI Mode",
          "n": 1
        },
        {
          "name": "AI Overviews",
          "n": 1
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        {
          "name": "Claude",
          "n": 1
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        {
          "name": "DeepLearning.AI",
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        {
          "name": "Dupple",
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        {
          "name": "Frase",
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        {
          "name": "Google AI Mode",
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        {
          "name": "Gupta Deepak",
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        {
          "name": "QuickSEO",
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        {
          "name": "Superlines",
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        {
          "name": "arXiv",
          "n": 1
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        {
          "name": "seoClarity",
          "n": 1
        }
      ],
      "unexpected": [
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          "name": "Evertune",
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        {
          "name": "ChatGPT",
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        },
        {
          "name": "Perplexity",
          "n": 4
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        {
          "name": "GA4",
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        },
        {
          "name": "Google AI Overviews",
          "n": 3
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        {
          "name": "Scrunch AI",
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        {
          "name": "geoSurge",
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        {
          "name": "AuthorityTech",
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        {
          "name": "Copilot",
          "n": 2
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        {
          "name": "Gemini",
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        {
          "name": "LLM Pulse",
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        {
          "name": "Meikai",
          "n": 2
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        {
          "name": "Scrunch",
          "n": 2
        },
        {
          "name": "ThriveStack",
          "n": 2
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        {
          "name": "metehan.ai",
          "n": 2
        },
        {
          "name": "AI Mode",
          "n": 1
        },
        {
          "name": "AI Overviews",
          "n": 1
        },
        {
          "name": "Claude",
          "n": 1
        },
        {
          "name": "DeepLearning.AI",
          "n": 1
        },
        {
          "name": "Dupple",
          "n": 1
        },
        {
          "name": "Google AI Mode",
          "n": 1
        },
        {
          "name": "Gupta Deepak",
          "n": 1
        },
        {
          "name": "QuickSEO",
          "n": 1
        },
        {
          "name": "Superlines",
          "n": 1
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        {
          "name": "arXiv",
          "n": 1
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        {
          "name": "seoClarity",
          "n": 1
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      ],
      "known_share": 0.388,
      "mentions": 85,
      "competitors_seen": 6,
      "other_product": 0,
      "verdicts": {
        "absent": 12
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      "searches": 10,
      "from_prompt": 0.211,
      "prompt_kept": 0.25,
      "added": [
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      "brand_searches": 0,
      "flags": [
        "flat"
      ]
    },
    {
      "id": "ai-visibility-platform-soc2-enterprise",
      "text": "Which AI visibility platforms meet enterprise security requirements like SOC 2?",
      "runs": 3,
      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
      ],
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        "n": 12,
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        "hi": 0.2425007574992425
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      "recommended": {
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      "run_named": [
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        0,
        0
      ],
      "products": [
        {
          "name": "Profound",
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        {
          "name": "Conductor",
          "n": 8
        },
        {
          "name": "Scrunch AI",
          "n": 8
        },
        {
          "name": "Peec AI",
          "n": 7
        },
        {
          "name": "Evertune",
          "n": 6
        },
        {
          "name": "AthenaHQ",
          "n": 5
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        {
          "name": "BrightEdge",
          "n": 5
        },
        {
          "name": "Otterly.AI",
          "n": 5
        },
        {
          "name": "Brandlight",
          "n": 4
        },
        {
          "name": "Scrunch",
          "n": 4
        },
        {
          "name": "Semrush AI Toolkit",
          "n": 4
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        {
          "name": "AirOps",
          "n": 2
        },
        {
          "name": "Yext",
          "n": 2
        },
        {
          "name": "Adobe",
          "n": 1
        },
        {
          "name": "Adobe LLM Optimizer",
          "n": 1
        },
        {
          "name": "Ahrefs Brand Radar",
          "n": 1
        },
        {
          "name": "Athena",
          "n": 1
        },
        {
          "name": "AuthorityTech",
          "n": 1
        },
        {
          "name": "Bluefish",
          "n": 1
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        {
          "name": "CitedIndex",
          "n": 1
        },
        {
          "name": "Goodie",
          "n": 1
        },
        {
          "name": "Goodie AI",
          "n": 1
        },
        {
          "name": "Meltwater GenAI Lens",
          "n": 1
        },
        {
          "name": "Menra",
          "n": 1
        },
        {
          "name": "Nick Lafferty",
          "n": 1
        },
        {
          "name": "NoGood",
          "n": 1
        },
        {
          "name": "Qwairy",
          "n": 1
        },
        {
          "name": "Rankshift",
          "n": 1
        },
        {
          "name": "SecurityScorecard",
          "n": 1
        },
        {
          "name": "Sensiba LLP",
          "n": 1
        },
        {
          "name": "Sitecore",
          "n": 1
        },
        {
          "name": "Trakkr",
          "n": 1
        },
        {
          "name": "Writesonic",
          "n": 1
        },
        {
          "name": "eesel.ai",
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        {
          "name": "menra.ai",
          "n": 1
        },
        {
          "name": "nicklafferty.com",
          "n": 1
        },
        {
          "name": "seoClarity",
          "n": 1
        },
        {
          "name": "xseek",
          "n": 1
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      ],
      "unexpected": [
        {
          "name": "Conductor",
          "n": 8
        },
        {
          "name": "Scrunch AI",
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        {
          "name": "Evertune",
          "n": 6
        },
        {
          "name": "AthenaHQ",
          "n": 5
        },
        {
          "name": "BrightEdge",
          "n": 5
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        {
          "name": "Brandlight",
          "n": 4
        },
        {
          "name": "Scrunch",
          "n": 4
        },
        {
          "name": "AirOps",
          "n": 2
        },
        {
          "name": "Yext",
          "n": 2
        },
        {
          "name": "Adobe",
          "n": 1
        },
        {
          "name": "Adobe LLM Optimizer",
          "n": 1
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        {
          "name": "Athena",
          "n": 1
        },
        {
          "name": "AuthorityTech",
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        {
          "name": "Bluefish",
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        {
          "name": "CitedIndex",
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        {
          "name": "Goodie",
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        {
          "name": "Goodie AI",
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        {
          "name": "Meltwater GenAI Lens",
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        {
          "name": "Menra",
          "n": 1
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        {
          "name": "Nick Lafferty",
          "n": 1
        },
        {
          "name": "NoGood",
          "n": 1
        },
        {
          "name": "Qwairy",
          "n": 1
        },
        {
          "name": "Rankshift",
          "n": 1
        },
        {
          "name": "SecurityScorecard",
          "n": 1
        },
        {
          "name": "Sensiba LLP",
          "n": 1
        },
        {
          "name": "Sitecore",
          "n": 1
        },
        {
          "name": "Trakkr",
          "n": 1
        },
        {
          "name": "Writesonic",
          "n": 1
        },
        {
          "name": "eesel.ai",
          "n": 1
        },
        {
          "name": "menra.ai",
          "n": 1
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        {
          "name": "nicklafferty.com",
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        {
          "name": "seoClarity",
          "n": 1
        },
        {
          "name": "xseek",
          "n": 1
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      ],
      "known_share": 0.299,
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      "verdicts": {
        "absent": 12
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      "from_prompt": 0.384,
      "prompt_kept": 0.482,
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      "brand_searches": 0,
      "flags": [
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        "off_target"
      ]
    },
    {
      "id": "ai-visibility-tool-api-export",
      "text": "Which AI visibility tools have an API so we can pull the data into our own dashboards?",
      "runs": 3,
      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
      ],
      "named": {
        "hits": 0,
        "n": 12,
        "p": 0,
        "lo": 0,
        "hi": 0.2425007574992425
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      "recommended": {
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        "p": 0,
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      "run_named": [
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        0,
        0
      ],
      "products": [
        {
          "name": "Profound",
          "n": 12
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        {
          "name": "Peec AI",
          "n": 10
        },
        {
          "name": "Otterly.AI",
          "n": 9
        },
        {
          "name": "Scrunch AI",
          "n": 7
        },
        {
          "name": "Ahrefs Brand Radar",
          "n": 6
        },
        {
          "name": "AthenaHQ",
          "n": 5
        },
        {
          "name": "Scrunch",
          "n": 5
        },
        {
          "name": "Semrush AI Toolkit",
          "n": 5
        },
        {
          "name": "Promptwatch",
          "n": 4
        },
        {
          "name": "BigQuery",
          "n": 3
        },
        {
          "name": "BrightEdge",
          "n": 3
        },
        {
          "name": "Conductor",
          "n": 3
        },
        {
          "name": "DataForSEO",
          "n": 3
        },
        {
          "name": "Snowflake",
          "n": 3
        },
        {
          "name": "seoClarity",
          "n": 3
        },
        {
          "name": "Gemini",
          "n": 2
        },
        {
          "name": "Looker",
          "n": 2
        },
        {
          "name": "Looker Studio",
          "n": 2
        },
        {
          "name": "Perplexity",
          "n": 2
        },
        {
          "name": "Similarweb",
          "n": 2
        },
        {
          "name": "Tableau",
          "n": 2
        },
        {
          "name": "Waikay",
          "n": 2
        },
        {
          "name": "API Evangelist",
          "n": 1
        },
        {
          "name": "Anthropic",
          "n": 1
        },
        {
          "name": "ChatGPT",
          "n": 1
        },
        {
          "name": "Claude",
          "n": 1
        },
        {
          "name": "Data-Mania",
          "n": 1
        },
        {
          "name": "DemandSphere",
          "n": 1
        },
        {
          "name": "Discovered Labs",
          "n": 1
        },
        {
          "name": "Evertune",
          "n": 1
        },
        {
          "name": "Frontegg",
          "n": 1
        },
        {
          "name": "Glama",
          "n": 1
        },
        {
          "name": "Google AI Overviews",
          "n": 1
        },
        {
          "name": "Google Sheets",
          "n": 1
        },
        {
          "name": "HubSpot",
          "n": 1
        },
        {
          "name": "Improvado",
          "n": 1
        },
        {
          "name": "Keyword.com",
          "n": 1
        },
        {
          "name": "LLM Pulse",
          "n": 1
        },
        {
          "name": "OpenAI",
          "n": 1
        },
        {
          "name": "Power BI",
          "n": 1
        },
        {
          "name": "Rank Prompt",
          "n": 1
        },
        {
          "name": "SE Ranking",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 1
        },
        {
          "name": "SerpApi",
          "n": 1
        },
        {
          "name": "Surfer AI Tracker",
          "n": 1
        },
        {
          "name": "Trakkr",
          "n": 1
        }
      ],
      "unexpected": [
        {
          "name": "Scrunch AI",
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        {
          "name": "AthenaHQ",
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        {
          "name": "Scrunch",
          "n": 5
        },
        {
          "name": "Promptwatch",
          "n": 4
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        {
          "name": "BigQuery",
          "n": 3
        },
        {
          "name": "BrightEdge",
          "n": 3
        },
        {
          "name": "Conductor",
          "n": 3
        },
        {
          "name": "DataForSEO",
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        {
          "name": "Snowflake",
          "n": 3
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        {
          "name": "seoClarity",
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        {
          "name": "Gemini",
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        },
        {
          "name": "Looker",
          "n": 2
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        {
          "name": "Looker Studio",
          "n": 2
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        {
          "name": "Perplexity",
          "n": 2
        },
        {
          "name": "Similarweb",
          "n": 2
        },
        {
          "name": "Tableau",
          "n": 2
        },
        {
          "name": "Waikay",
          "n": 2
        },
        {
          "name": "API Evangelist",
          "n": 1
        },
        {
          "name": "Anthropic",
          "n": 1
        },
        {
          "name": "ChatGPT",
          "n": 1
        },
        {
          "name": "Claude",
          "n": 1
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        {
          "name": "Data-Mania",
          "n": 1
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        {
          "name": "DemandSphere",
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        {
          "name": "Discovered Labs",
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        {
          "name": "Evertune",
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        {
          "name": "Frontegg",
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        {
          "name": "Glama",
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Google Sheets",
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          "name": "HubSpot",
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          "name": "Improvado",
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        {
          "name": "Keyword.com",
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        {
          "name": "LLM Pulse",
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        {
          "name": "OpenAI",
          "n": 1
        },
        {
          "name": "Power BI",
          "n": 1
        },
        {
          "name": "Rank Prompt",
          "n": 1
        },
        {
          "name": "SE Ranking",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 1
        },
        {
          "name": "SerpApi",
          "n": 1
        },
        {
          "name": "Surfer AI Tracker",
          "n": 1
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        {
          "name": "Trakkr",
          "n": 1
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      "known_share": 0.353,
      "mentions": 119,
      "competitors_seen": 5,
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      "verdicts": {
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      "searches": 29,
      "from_prompt": 0.318,
      "prompt_kept": 0.379,
      "added": [
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        "site.scrunch.com",
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      "brand_searches": 0,
      "flags": [
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    },
    {
      "id": "ai-visibility-tools-run-schedule",
      "text": "Which AI visibility tools can run on a schedule and alert us when we drop out of answers?",
      "runs": 3,
      "answers": 12,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them"
      ],
      "named": {
        "hits": 0,
        "n": 12,
        "p": 0,
        "lo": 0,
        "hi": 0.2425007574992425
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      "recommended": {
        "hits": 0,
        "n": 12,
        "p": 0,
        "lo": 0,
        "hi": 0.2425007574992425
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      "run_named": [
        0,
        0,
        0
      ],
      "products": [
        {
          "name": "Otterly.AI",
          "n": 12
        },
        {
          "name": "Profound",
          "n": 11
        },
        {
          "name": "Peec AI",
          "n": 10
        },
        {
          "name": "Ahrefs Brand Radar",
          "n": 6
        },
        {
          "name": "Scrunch AI",
          "n": 6
        },
        {
          "name": "Scrunch",
          "n": 5
        },
        {
          "name": "AthenaHQ",
          "n": 4
        },
        {
          "name": "Perplexity",
          "n": 4
        },
        {
          "name": "Semrush AI Toolkit",
          "n": 4
        },
        {
          "name": "Slack",
          "n": 4
        },
        {
          "name": "Brand24",
          "n": 3
        },
        {
          "name": "Gemini",
          "n": 3
        },
        {
          "name": "OpenAI",
          "n": 3
        },
        {
          "name": "AIRefs",
          "n": 2
        },
        {
          "name": "ChatGPT",
          "n": 2
        },
        {
          "name": "Copilot",
          "n": 2
        },
        {
          "name": "Digital Applied",
          "n": 2
        },
        {
          "name": "Frase",
          "n": 2
        },
        {
          "name": "Google AI Overviews",
          "n": 2
        },
        {
          "name": "Layer3 Labs",
          "n": 2
        },
        {
          "name": "Make",
          "n": 2
        },
        {
          "name": "Promptmonitor",
          "n": 2
        },
        {
          "name": "SE Ranking",
          "n": 2
        },
        {
          "name": "Zapier",
          "n": 2
        },
        {
          "name": "eClincher",
          "n": 2
        },
        {
          "name": "Agent Rank Radar",
          "n": 1
        },
        {
          "name": "Amplitude",
          "n": 1
        },
        {
          "name": "Analyze",
          "n": 1
        },
        {
          "name": "Bluefish",
          "n": 1
        },
        {
          "name": "Brandlight",
          "n": 1
        },
        {
          "name": "BrightEdge",
          "n": 1
        },
        {
          "name": "Claude",
          "n": 1
        },
        {
          "name": "Conductor",
          "n": 1
        },
        {
          "name": "Dageno AI",
          "n": 1
        },
        {
          "name": "DiscoveredBy",
          "n": 1
        },
        {
          "name": "Evertune",
          "n": 1
        },
        {
          "name": "Goodie",
          "n": 1
        },
        {
          "name": "GrackerAI",
          "n": 1
        },
        {
          "name": "GrowthOS",
          "n": 1
        },
        {
          "name": "Hall",
          "n": 1
        },
        {
          "name": "LLM Pulse",
          "n": 1
        },
        {
          "name": "Opensend",
          "n": 1
        },
        {
          "name": "PageCrawl",
          "n": 1
        },
        {
          "name": "Presenc AI",
          "n": 1
        },
        {
          "name": "RankMasters",
          "n": 1
        },
        {
          "name": "Rankscale",
          "n": 1
        },
        {
          "name": "Rivo",
          "n": 1
        },
        {
          "name": "SE Ranking's SE Visible",
          "n": 1
        },
        {
          "name": "SE Visible",
          "n": 1
        },
        {
          "name": "Scout LLM",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 1
        },
        {
          "name": "SitePoint",
          "n": 1
        },
        {
          "name": "Slashdot",
          "n": 1
        },
        {
          "name": "Superlines",
          "n": 1
        },
        {
          "name": "Texta",
          "n": 1
        },
        {
          "name": "The Rank Masters",
          "n": 1
        },
        {
          "name": "Veesie",
          "n": 1
        },
        {
          "name": "Waikay.io",
          "n": 1
        }
      ],
      "unexpected": [
        {
          "name": "Scrunch AI",
          "n": 6
        },
        {
          "name": "Scrunch",
          "n": 5
        },
        {
          "name": "AthenaHQ",
          "n": 4
        },
        {
          "name": "Perplexity",
          "n": 4
        },
        {
          "name": "Slack",
          "n": 4
        },
        {
          "name": "Brand24",
          "n": 3
        },
        {
          "name": "Gemini",
          "n": 3
        },
        {
          "name": "OpenAI",
          "n": 3
        },
        {
          "name": "AIRefs",
          "n": 2
        },
        {
          "name": "ChatGPT",
          "n": 2
        },
        {
          "name": "Copilot",
          "n": 2
        },
        {
          "name": "Digital Applied",
          "n": 2
        },
        {
          "name": "Google AI Overviews",
          "n": 2
        },
        {
          "name": "Layer3 Labs",
          "n": 2
        },
        {
          "name": "Make",
          "n": 2
        },
        {
          "name": "Promptmonitor",
          "n": 2
        },
        {
          "name": "SE Ranking",
          "n": 2
        },
        {
          "name": "Zapier",
          "n": 2
        },
        {
          "name": "eClincher",
          "n": 2
        },
        {
          "name": "Agent Rank Radar",
          "n": 1
        },
        {
          "name": "Amplitude",
          "n": 1
        },
        {
          "name": "Analyze",
          "n": 1
        },
        {
          "name": "Bluefish",
          "n": 1
        },
        {
          "name": "Brandlight",
          "n": 1
        },
        {
          "name": "BrightEdge",
          "n": 1
        },
        {
          "name": "Claude",
          "n": 1
        },
        {
          "name": "Conductor",
          "n": 1
        },
        {
          "name": "DiscoveredBy",
          "n": 1
        },
        {
          "name": "Evertune",
          "n": 1
        },
        {
          "name": "Goodie",
          "n": 1
        },
        {
          "name": "GrackerAI",
          "n": 1
        },
        {
          "name": "GrowthOS",
          "n": 1
        },
        {
          "name": "Hall",
          "n": 1
        },
        {
          "name": "LLM Pulse",
          "n": 1
        },
        {
          "name": "Opensend",
          "n": 1
        },
        {
          "name": "PageCrawl",
          "n": 1
        },
        {
          "name": "Presenc AI",
          "n": 1
        },
        {
          "name": "RankMasters",
          "n": 1
        },
        {
          "name": "Rankscale",
          "n": 1
        },
        {
          "name": "Rivo",
          "n": 1
        },
        {
          "name": "SE Ranking's SE Visible",
          "n": 1
        },
        {
          "name": "SE Visible",
          "n": 1
        },
        {
          "name": "Scout LLM",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 1
        },
        {
          "name": "SitePoint",
          "n": 1
        },
        {
          "name": "Slashdot",
          "n": 1
        },
        {
          "name": "Superlines",
          "n": 1
        },
        {
          "name": "Texta",
          "n": 1
        },
        {
          "name": "The Rank Masters",
          "n": 1
        },
        {
          "name": "Veesie",
          "n": 1
        },
        {
          "name": "Waikay.io",
          "n": 1
        }
      ],
      "known_share": 0.348,
      "mentions": 132,
      "competitors_seen": 7,
      "other_product": 0,
      "verdicts": {
        "absent": 12
      },
      "searches": 22,
      "from_prompt": 0.343,
      "prompt_kept": 0.394,
      "added": [
        "brand",
        "daily",
        "monitoring",
        "slack",
        "tracking",
        "scheduled",
        "site.peec.ai",
        "prompt"
      ],
      "brand_searches": 0,
      "flags": [
        "flat"
      ]
    }
  ],
  "findings": [
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "generative-engine-optimization-tools-work",
      "text": "How do generative engine optimization tools work, and which ones are worth paying for?",
      "numbers": "named in 0 of 12 answers over 3 runs; 1 fix attempts targeted it and none moved it",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 1 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "evaluate-ai-visibility-tools-checklist",
      "text": "What should I look for when evaluating AI visibility or GEO tools?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "best-aeo-tool-b2b-saas",
      "text": "What's the best AEO tool for a B2B SaaS company that wants to know if ChatGPT and Claude recommend it?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "alternatives-to-profound",
      "text": "What are good alternatives to Profound for tracking AI search visibility?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "peec-ai-vs-profound",
      "text": "Peec AI vs Profound: which is better for a mid-size marketing team?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "otterly-vs-peec-ai-budget",
      "text": "Otterly.AI or Peec AI for tracking AI search visibility on a tight budget?",
      "numbers": "named in 0 of 12 answers over 3 runs; 3 fix attempts targeted it and none moved it",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 3 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "gauge-ai-visibility-worth-it",
      "text": "Is Gauge a good tool for tracking AI visibility, and what are the alternatives?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "semrush-ahrefs-enough-ai-visibility",
      "text": "Are Semrush's AI Toolkit or Ahrefs Brand Radar enough, or do we need a dedicated AI visibility tool?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-tool-agency-white-label",
      "text": "What's the best AI visibility tool for an SEO agency that reports to many clients under its own brand?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-tools-cover-claude-overviews",
      "text": "Which AI visibility tools cover Claude, Gemini and Google AI Overviews, not just ChatGPT?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "cheap-start-measuring-ai-visibility",
      "text": "What's a cheap way to start measuring AI visibility for a small startup?",
      "numbers": "named in 0 of 12 answers over 3 runs; 3 fix attempts targeted it and none moved it",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 3 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "free-ai-visibility-tracker-useful",
      "text": "Is there a free AI visibility tracker that's actually useful?",
      "numbers": "named in 0 of 12 answers over 3 runs; 1 fix attempts targeted it and none moved it",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 1 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-tool-pricing-drivers",
      "text": "How do AI visibility tools price their plans, and what drives the cost: prompts, models, brands or seats?",
      "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-numbers-accurate",
      "text": "AI answers change every time you ask. How do AI visibility tools make their numbers reliable, and how can I check them?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-platform-soc2-enterprise",
      "text": "Which AI visibility platforms meet enterprise security requirements like SOC 2?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-tool-api-export",
      "text": "Which AI visibility tools have an API so we can pull the data into our own dashboards?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-visibility-tools-run-schedule",
      "text": "Which AI visibility tools can run on a schedule and alert us when we drop out of answers?",
      "numbers": "named in 0 of 12 answers over 3 runs",
      "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)"
    },
    {
      "kind": "off_target",
      "prompt": "evaluate-ai-visibility-tools-checklist",
      "text": "What should I look for when evaluating AI visibility or GEO tools?",
      "numbers": "28% of 147 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all)",
      "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 5
        },
        {
          "name": "Claude",
          "n": 5
        },
        {
          "name": "Copilot",
          "n": 5
        },
        {
          "name": "GA4",
          "n": 5
        },
        {
          "name": "Gemini",
          "n": 5
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "ai-visibility-tool-agency-white-label",
      "text": "What's the best AI visibility tool for an SEO agency that reports to many clients under its own brand?",
      "numbers": "26% of 115 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"SE Ranking\", not a configured competitor, is named in 11 of 12 answers, more than Cheap Seats or any competitor",
      "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"SE Ranking\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "SE Ranking",
          "n": 11
        },
        {
          "name": "AgencyAnalytics",
          "n": 8
        },
        {
          "name": "Looker Studio",
          "n": 6
        },
        {
          "name": "SE Visible",
          "n": 6
        },
        {
          "name": "ChatGPT",
          "n": 4
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "cheap-start-measuring-ai-visibility",
      "text": "What's a cheap way to start measuring AI visibility for a small startup?",
      "numbers": "22% of 127 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 12 of 12 answers, more than Cheap Seats or any competitor",
      "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 12
        },
        {
          "name": "Perplexity",
          "n": 12
        },
        {
          "name": "Google AI Overviews",
          "n": 8
        },
        {
          "name": "Gemini",
          "n": 7
        },
        {
          "name": "Google Sheets",
          "n": 6
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "free-ai-visibility-tracker-useful",
      "text": "Is there a free AI visibility tracker that's actually useful?",
      "numbers": "25% of 114 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all)",
      "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"HubSpot AI Search Grader\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "HubSpot AI Search Grader",
          "n": 7
        },
        {
          "name": "ChatGPT",
          "n": 6
        },
        {
          "name": "Perplexity",
          "n": 6
        },
        {
          "name": "Gemini",
          "n": 5
        },
        {
          "name": "Amplitude AI Visibility",
          "n": 4
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "ai-visibility-platform-soc2-enterprise",
      "text": "Which AI visibility platforms meet enterprise security requirements like SOC 2?",
      "numbers": "30% of 97 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all)",
      "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"Conductor\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Conductor",
          "n": 8
        },
        {
          "name": "Scrunch AI",
          "n": 8
        },
        {
          "name": "Evertune",
          "n": 6
        },
        {
          "name": "AthenaHQ",
          "n": 5
        },
        {
          "name": "BrightEdge",
          "n": 5
        }
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "otterly-vs-peec-ai-budget",
      "text": "Otterly.AI or Peec AI for tracking AI search visibility on a tight budget?",
      "numbers": "25% of a search's words come from the prompt and it keeps 16% of the prompt's, over 10 searches",
      "suggestion": "buyers' assistants search for different words: \"pricing\", \"2026\", \"plans\", \"starter\", \"lite\"; consider phrasing the prompt that way",
      "words": [
        "pricing",
        "2026",
        "plans",
        "starter",
        "lite"
      ]
    }
  ],
  "gaps": [
    {
      "kind": "product",
      "name": "Scrunch AI",
      "answers": 71,
      "prompts": 14,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 71 of 204 answers across 14 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-scrunch-ai\"\ntext = \"What are the best alternatives to Scrunch AI?\"",
      "competitor_toml": "[[competitors]]\nname = \"Scrunch AI\""
    },
    {
      "kind": "product",
      "name": "AthenaHQ",
      "answers": 59,
      "prompts": 13,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 59 of 204 answers across 13 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-athenahq\"\ntext = \"What are the best alternatives to AthenaHQ?\"",
      "competitor_toml": "[[competitors]]\nname = \"AthenaHQ\""
    },
    {
      "kind": "product",
      "name": "Perplexity",
      "answers": 57,
      "prompts": 15,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 57 of 204 answers across 15 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-perplexity\"\ntext = \"What are the best alternatives to Perplexity?\"",
      "competitor_toml": "[[competitors]]\nname = \"Perplexity\""
    },
    {
      "kind": "product",
      "name": "Scrunch",
      "answers": 49,
      "prompts": 15,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 49 of 204 answers across 15 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-scrunch\"\ntext = \"What are the best alternatives to Scrunch?\"",
      "competitor_toml": "[[competitors]]\nname = \"Scrunch\""
    },
    {
      "kind": "topic",
      "name": "pricing",
      "answers": 0,
      "prompts": 14,
      "searches": 85,
      "citations": 0,
      "numbers": "added to 85 searches across 14 prompts; no prompt uses the word",
      "example": "Peec AI pricing plans 2026",
      "toml": "[[prompts]]\nid = \"peec-ai-pricing-plans-2026\"\ntext = \"Peec AI pricing plans 2026?\""
    },
    {
      "kind": "topic",
      "name": "2026",
      "answers": 0,
      "prompts": 17,
      "searches": 83,
      "citations": 0,
      "numbers": "added to 83 searches across 17 prompts; no prompt uses the word",
      "example": "Peec AI pricing plans 2026",
      "toml": "[[prompts]]\nid = \"peec-ai-pricing-plans-2026-2\"\ntext = \"Peec AI pricing plans 2026?\""
    },
    {
      "kind": "topic",
      "name": "scrunch",
      "answers": 0,
      "prompts": 11,
      "searches": 37,
      "citations": 0,
      "numbers": "added to 37 searches across 11 prompts; no prompt uses the word",
      "example": "AI search visibility tool Slack email alert brand mention lost competitor appears (Peec AI, Profound, Otterly, Semrush AI, Ahrefs Brand Radar, Scrunch)",
      "toml": "[[prompts]]\nid = \"ai-search-visibility-tool-slack\"\ntext = \"AI search visibility tool Slack email alert brand mention lost competitor appears (Peec AI, Profound, Otterly, Semrush AI, Ahrefs Brand Radar, Scrunch)?\""
    },
    {
      "kind": "topic",
      "name": "site.peec.ai",
      "answers": 0,
      "prompts": 13,
      "searches": 35,
      "citations": 0,
      "numbers": "added to 35 searches across 13 prompts; no prompt uses the word"
    },
    {
      "kind": "topic",
      "name": "monitoring",
      "answers": 0,
      "prompts": 10,
      "searches": 21,
      "citations": 0,
      "numbers": "added to 21 searches across 10 prompts; no prompt uses the word",
      "example": "AI visibility monitoring alerts brand disappears answers scheduled Peec AI Otterly Profound alerts",
      "toml": "[[prompts]]\nid = \"ai-visibility-monitoring-alerts-brand\"\ntext = \"AI visibility monitoring alerts brand disappears answers scheduled Peec AI Otterly Profound alerts?\""
    }
  ],
  "healthy": [],
  "not_enough_data": [],
  "jev": {
    "set_id": "choosing-ai-visibility-tool",
    "duplicates": [],
    "off_target": [],
    "intent": [],
    "branded": [],
    "judged": 104,
    "pending": 17,
    "min_confidence": 0.7
  }
}