{
  "set_id": "ai-search-visibility",
  "set_name": "Finding out whether AI assistants recommend us",
  "file": "ai-search-visibility.toml",
  "days": 90,
  "since": "2026-07-26",
  "runs": 4,
  "answers": 360,
  "prompts": [
    {
      "id": "ai-search-hurting-organic-traffic",
      "text": "Our organic traffic is down and I suspect ChatGPT and Google AI Overviews. How do I check whether AI search is what's taking it?",
      "runs": 4,
      "answers": 24,
      "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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        {
          "name": "ChatGPT",
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        {
          "name": "Semrush AI Toolkit",
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        {
          "name": "Ahrefs Brand Radar",
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        {
          "name": "GA4",
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Peec AI",
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        {
          "name": "Profound",
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        },
        {
          "name": "Perplexity",
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        {
          "name": "Otterly.AI",
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        },
        {
          "name": "Google",
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        },
        {
          "name": "Google Analytics 4",
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        },
        {
          "name": "Claude",
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        },
        {
          "name": "Gemini",
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        {
          "name": "Copilot",
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        {
          "name": "Google Trends",
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        {
          "name": "SE Ranking",
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        {
          "name": "Semrush Position Tracking",
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        {
          "name": "OpenAI",
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        {
          "name": "CMSWire",
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        {
          "name": "Cloudflare",
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        },
        {
          "name": "Google AI Mode",
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        },
        {
          "name": "Google Search Status Dashboard",
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        },
        {
          "name": "Pew Research Center",
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        },
        {
          "name": "Upgrowth",
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        },
        {
          "name": "seoClarity",
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        {
          "name": "Ahrefs Rank Tracker",
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        {
          "name": "Ahrefs Site Explorer",
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          "name": "AthenaHQ",
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          "name": "Bing Webmaster Tools",
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        },
        {
          "name": "Brand Radar",
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        },
        {
          "name": "Brand24",
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        },
        {
          "name": "CrawlRaven",
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        {
          "name": "Exploding Topics",
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        },
        {
          "name": "Google Analytics",
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        },
        {
          "name": "HighDegree",
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        },
        {
          "name": "Opensend",
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        },
        {
          "name": "Rankability",
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        },
        {
          "name": "Reboot Online",
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        },
        {
          "name": "Relevant Audience",
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        },
        {
          "name": "SE Ranking AI Tracker",
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        {
          "name": "Screaming Frog",
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        {
          "name": "Search Engine Journal",
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        {
          "name": "Seer Interactive",
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        },
        {
          "name": "Semrush AI Visibility Toolkit",
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        {
          "name": "Superlines",
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        },
        {
          "name": "Supermetrics",
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        },
        {
          "name": "Texta",
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        },
        {
          "name": "W3era",
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        },
        {
          "name": "WSI",
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        },
        {
          "name": "eCommerce Fastlane",
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      ],
      "unexpected": [
        {
          "name": "Google Search Console",
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        {
          "name": "ChatGPT",
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        },
        {
          "name": "GA4",
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        },
        {
          "name": "Google AI Overviews",
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        {
          "name": "Perplexity",
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        {
          "name": "Google",
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        },
        {
          "name": "Google Analytics 4",
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        },
        {
          "name": "Claude",
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        },
        {
          "name": "Gemini",
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        },
        {
          "name": "Copilot",
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        {
          "name": "Google Trends",
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        {
          "name": "SE Ranking",
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        {
          "name": "Semrush Position Tracking",
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        {
          "name": "OpenAI",
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        {
          "name": "CMSWire",
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        {
          "name": "Cloudflare",
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        {
          "name": "Google AI Mode",
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        {
          "name": "Google Search Status Dashboard",
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        {
          "name": "Pew Research Center",
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        {
          "name": "Upgrowth",
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        },
        {
          "name": "seoClarity",
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        },
        {
          "name": "Ahrefs Rank Tracker",
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        },
        {
          "name": "Ahrefs Site Explorer",
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        },
        {
          "name": "AthenaHQ",
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        {
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        {
          "name": "Brand Radar",
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        },
        {
          "name": "Brand24",
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        },
        {
          "name": "CrawlRaven",
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        },
        {
          "name": "Exploding Topics",
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        },
        {
          "name": "Google Analytics",
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        },
        {
          "name": "HighDegree",
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        {
          "name": "Opensend",
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        },
        {
          "name": "Rankability",
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        {
          "name": "Reboot Online",
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        {
          "name": "Relevant Audience",
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        {
          "name": "SE Ranking AI Tracker",
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        {
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        {
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          "name": "Superlines",
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          "name": "Supermetrics",
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        {
          "name": "Texta",
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        {
          "name": "WSI",
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        {
          "name": "eCommerce Fastlane",
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      "mentions": 243,
      "competitors_seen": 5,
      "other_product": 0,
      "verdicts": {
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      "from_prompt": 0.289,
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      "added": [
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        "referral"
      ],
      "brand_searches": 0,
      "flags": [
        "flat",
        "off_target"
      ]
    },
    {
      "id": "geo-aeo-llm-seo-difference",
      "text": "GEO, AEO, LLM SEO: what are they, how do they differ from SEO, and which should a B2B marketing team care about?",
      "info": true,
      "runs": 4,
      "answers": 24,
      "enough": true,
      "from": "2026-10-21",
      "notes": [
        "asked or graded 2 ways in this window (a method change): the rates pool them",
        "its intent changed in this window: recommended counts only the answers asked as a choice"
      ],
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      "drift_p": 1,
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          "name": "ChatGPT",
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          "name": "Perplexity",
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        {
          "name": "Google",
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        {
          "name": "Ahrefs Brand Radar",
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        {
          "name": "Peec AI",
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        {
          "name": "Bing Webmaster Tools",
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        {
          "name": "G2",
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        {
          "name": "Gemini",
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        {
          "name": "Google Search Console",
          "n": 11
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        {
          "name": "Profound",
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        {
          "name": "Semrush AI Toolkit",
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Otterly.AI",
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        {
          "name": "Reddit",
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        {
          "name": "Capterra",
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        {
          "name": "Claude",
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        {
          "name": "Copilot",
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        {
          "name": "Wikipedia",
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          "name": "GA4",
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        {
          "name": "Trustradius",
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        {
          "name": "AEO",
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        {
          "name": "Bing",
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        {
          "name": "GEO",
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        {
          "name": "LLM SEO",
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        {
          "name": "SEO",
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        {
          "name": "Scrunch AI",
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        {
          "name": "YouTube",
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          "name": "AthenaHQ",
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          "name": "Crunchbase",
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        {
          "name": "Google AI Mode",
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        {
          "name": "Gracker",
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        {
          "name": "HubSpot",
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        {
          "name": "LinkedIn",
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          "name": "Wikidata",
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          "name": "AuthorityTech",
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        {
          "name": "Conductor",
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        {
          "name": "Frase",
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        {
          "name": "GPTBot",
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        {
          "name": "Gartner Peer Insights",
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        {
          "name": "Goodie",
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        {
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        {
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          "name": "PerplexityBot",
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          "name": "Pixelmojo",
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          "name": "Search Engine Land",
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          "name": "Abmatic",
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          "name": "Andreessen Horowitz",
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          "name": "BOL Agency",
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        {
          "name": "Bootstrap Creative",
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        {
          "name": "ColorWhistle",
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        {
          "name": "EMARKETER",
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        {
          "name": "Growfusely",
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        {
          "name": "LLMO",
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        {
          "name": "OpenAI",
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        {
          "name": "PRLab",
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        {
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        {
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        {
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        {
          "name": "Whitehat SEO",
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          "name": "5W",
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        {
          "name": "AI SEO",
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        {
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        {
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          "name": "Demand Gen Report",
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          "name": "Discovered Labs",
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        {
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        {
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        {
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        {
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        {
          "name": "Microsoft Copilot",
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        {
          "name": "Mlytics",
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        {
          "name": "Netzstrategen",
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        {
          "name": "NoGood",
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        {
          "name": "OAI-SearchBot",
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        {
          "name": "Rankability",
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        {
          "name": "SAP",
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        {
          "name": "SE Ranking",
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        {
          "name": "Scrunch",
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        {
          "name": "Seer",
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        {
          "name": "Similarweb",
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        {
          "name": "TripleDart",
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        {
          "name": "Visionary Marketing",
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        {
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        {
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      ],
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        {
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        {
          "name": "Google",
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        {
          "name": "Bing Webmaster Tools",
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        {
          "name": "G2",
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        {
          "name": "Gemini",
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        {
          "name": "Google Search Console",
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        {
          "name": "Google AI Overviews",
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        {
          "name": "Reddit",
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          "name": "Capterra",
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        {
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        {
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        {
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        {
          "name": "LinkedIn",
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        {
          "name": "Wikidata",
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        {
          "name": "AuthorityTech",
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        {
          "name": "Conductor",
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        {
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        {
          "name": "GPTBot",
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        {
          "name": "Gartner Peer Insights",
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        {
          "name": "Goodie",
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        {
          "name": "Growthspree",
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        {
          "name": "Microsoft",
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          "name": "Pixelmojo",
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        {
          "name": "Search Engine Land",
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        {
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        {
          "name": "Andreessen Horowitz",
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        {
          "name": "BOL Agency",
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        {
          "name": "Bootstrap Creative",
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        {
          "name": "ColorWhistle",
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        {
          "name": "EMARKETER",
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        },
        {
          "name": "Growfusely",
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        {
          "name": "LLMO",
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        {
          "name": "OpenAI",
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        {
          "name": "PRLab",
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        {
          "name": "Salesforce",
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        {
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        {
          "name": "Superlines",
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        {
          "name": "TechWyse",
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        {
          "name": "Whitehat SEO",
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        },
        {
          "name": "5W",
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        {
          "name": "AI SEO",
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        {
          "name": "Athena",
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        {
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        {
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        {
          "name": "Goodie AI",
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        {
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        {
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        {
          "name": "Gupta guide",
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        {
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        {
          "name": "MarketScale",
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        {
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        {
          "name": "Microsoft Copilot",
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        {
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    },
    {
      "id": "find-whether-chatgpt-recommends-product",
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      "enough": true,
      "from": "2026-10-21",
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    {
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    },
    {
      "id": "tools-track-often-ai-assistants",
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        {
          "name": "Google Analytics 4",
          "n": 2
        },
        {
          "name": "Google Search Console",
          "n": 2
        },
        {
          "name": "LLM Pulse",
          "n": 2
        },
        {
          "name": "Looker Studio",
          "n": 2
        },
        {
          "name": "Rivo",
          "n": 2
        },
        {
          "name": "Search Console",
          "n": 2
        },
        {
          "name": "AI Mode",
          "n": 1
        },
        {
          "name": "BigQuery",
          "n": 1
        },
        {
          "name": "Chorus",
          "n": 1
        },
        {
          "name": "Dataslayer",
          "n": 1
        },
        {
          "name": "DeepSeek",
          "n": 1
        },
        {
          "name": "DesignRush",
          "n": 1
        },
        {
          "name": "Flint",
          "n": 1
        },
        {
          "name": "G2",
          "n": 1
        },
        {
          "name": "GEO Toolbox",
          "n": 1
        },
        {
          "name": "GrowByData",
          "n": 1
        },
        {
          "name": "HubSpot AI Search Grader",
          "n": 1
        },
        {
          "name": "Inquirer",
          "n": 1
        },
        {
          "name": "LLMrefs",
          "n": 1
        },
        {
          "name": "Marketful",
          "n": 1
        },
        {
          "name": "Microsoft",
          "n": 1
        },
        {
          "name": "Microsoft Copilot",
          "n": 1
        },
        {
          "name": "Nightwatch",
          "n": 1
        },
        {
          "name": "Olostep",
          "n": 1
        },
        {
          "name": "Otterly AI",
          "n": 1
        },
        {
          "name": "Primal",
          "n": 1
        },
        {
          "name": "Rankability",
          "n": 1
        },
        {
          "name": "Reddit",
          "n": 1
        },
        {
          "name": "Ryze",
          "n": 1
        },
        {
          "name": "Seer Interactive",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 1
        },
        {
          "name": "Something Inc",
          "n": 1
        },
        {
          "name": "Superlines",
          "n": 1
        },
        {
          "name": "Tenspeed",
          "n": 1
        },
        {
          "name": "Track360",
          "n": 1
        },
        {
          "name": "Trust Signals",
          "n": 1
        },
        {
          "name": "Trustmary",
          "n": 1
        },
        {
          "name": "alphaxiv",
          "n": 1
        }
      ],
      "known_share": 0.281,
      "mentions": 235,
      "competitors_seen": 6,
      "other_product": 0,
      "verdicts": {
        "absent": 24
      },
      "searches": 27,
      "from_prompt": 0.062,
      "prompt_kept": 0.095,
      "added": [
        "tracking",
        "visibility",
        "brand",
        "2026",
        "search",
        "prompts",
        "citations",
        "chatgpt"
      ],
      "brand_searches": 0,
      "flags": [
        "flat",
        "off_target",
        "rewritten"
      ]
    }
  ],
  "findings": [
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "ai-search-hurting-organic-traffic",
      "text": "Our organic traffic is down and I suspect ChatGPT and Google AI Overviews. How do I check whether AI search is what's taking it?",
      "numbers": "named in 0 of 24 answers over 4 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": "geo-aeo-llm-seo-difference",
      "text": "GEO, AEO, LLM SEO: what are they, how do they differ from SEO, and which should a B2B marketing team care about?",
      "numbers": "named in 0 of 24 answers over 4 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": "find-whether-chatgpt-recommends-product",
      "text": "How can I find out whether ChatGPT recommends my product when people ask about my category?",
      "numbers": "named in 0 of 24 answers over 4 runs; 5 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). 5 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "recommended-versus-mentioned-ai-answers",
      "text": "What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each?",
      "numbers": "named in 0 of 24 answers over 4 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": "tools-track-often-ai-assistants",
      "text": "What tools track how often AI assistants like ChatGPT, Claude, Perplexity and Gemini mention a brand?",
      "numbers": "named in 0 of 24 answers over 4 runs; 5 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). 5 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "measure-share-voice-ai-chatbot",
      "text": "Is there a way to measure our share of voice in AI chatbot answers?",
      "numbers": "named in 0 of 24 answers over 4 runs; 5 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). 5 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "google-ai-overviews-mention-brand",
      "text": "How can I tell whether Google AI Overviews and AI Mode mention our brand for the topics we care about?",
      "numbers": "named in 0 of 24 answers over 4 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": "monitor-whether-ai-search-engines",
      "text": "How do I monitor whether AI search engines cite our website?",
      "numbers": "named in 0 of 24 answers over 4 runs; 4 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). 4 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "benchmark-brands-visibility-llm-answers",
      "text": "What's the best way to benchmark my brand's visibility in LLM answers against competitors?",
      "numbers": "named in 0 of 24 answers over 4 runs; 5 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). 5 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "metrics-marketing-team-use-measure",
      "text": "What metrics should a marketing team use to measure presence in AI assistant answers?",
      "numbers": "named in 0 of 24 answers over 4 runs; 4 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). 4 fix attempts for it are still waiting for an outcome: wait for them first"
    },
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "which-buyer-questions-track-ai",
      "text": "Which questions should we track to measure AI visibility, and how many prompts do we need before the numbers mean anything?",
      "numbers": "named in 0 of 24 answers over 4 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": "see-web-pages-ai-assistants",
      "text": "How can I see which web pages AI assistants rely on when they answer questions in my category?",
      "numbers": "named in 0 of 24 answers over 4 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": "web-search-versus-training-data-answers",
      "text": "Do ChatGPT and Claude say different things about a product with web search on versus from training data alone, and how do I measure both?",
      "numbers": "named in 0 of 24 answers over 4 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": "often-re-check-whether-ai",
      "text": "How often should we re-check whether AI assistants recommend us, and how do we track changes over time?",
      "numbers": "named in 0 of 24 answers over 4 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": "prove-leadership-whether-content-work",
      "text": "How do I prove to leadership whether our content work is changing what AI assistants recommend?",
      "numbers": "named in 0 of 24 answers over 4 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": "off_target",
      "prompt": "ai-search-hurting-organic-traffic",
      "text": "Our organic traffic is down and I suspect ChatGPT and Google AI Overviews. How do I check whether AI search is what's taking it?",
      "numbers": "28% of 243 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all); \"Google Search Console\", not a configured competitor, is named in 24 of 24 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 \"Google Search Console\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Google Search Console",
          "n": 24
        },
        {
          "name": "ChatGPT",
          "n": 22
        },
        {
          "name": "GA4",
          "n": 16
        },
        {
          "name": "Google AI Overviews",
          "n": 16
        },
        {
          "name": "Perplexity",
          "n": 11
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "geo-aeo-llm-seo-difference",
      "text": "GEO, AEO, LLM SEO: what are they, how do they differ from SEO, and which should a B2B marketing team care about?",
      "numbers": "15% of 390 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 17 of 24 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": 17
        },
        {
          "name": "Perplexity",
          "n": 17
        },
        {
          "name": "Google",
          "n": 13
        },
        {
          "name": "Bing Webmaster Tools",
          "n": 11
        },
        {
          "name": "G2",
          "n": 11
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "find-whether-chatgpt-recommends-product",
      "text": "How can I find out whether ChatGPT recommends my product when people ask about my category?",
      "numbers": "28% of 268 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": 24
        },
        {
          "name": "G2",
          "n": 12
        },
        {
          "name": "Perplexity",
          "n": 12
        },
        {
          "name": "Reddit",
          "n": 12
        },
        {
          "name": "Gemini",
          "n": 11
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "measure-share-voice-ai-chatbot",
      "text": "Is there a way to measure our share of voice in AI chatbot answers?",
      "numbers": "28% of 291 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 \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 17
        },
        {
          "name": "Gemini",
          "n": 17
        },
        {
          "name": "Perplexity",
          "n": 17
        },
        {
          "name": "Claude",
          "n": 12
        },
        {
          "name": "Google AI Overviews",
          "n": 10
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "google-ai-overviews-mention-brand",
      "text": "How can I tell whether Google AI Overviews and AI Mode mention our brand for the topics we care about?",
      "numbers": "\"Google Search Console\", not a configured competitor, is named in 23 of 24 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 \"Google Search Console\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Google Search Console",
          "n": 23
        },
        {
          "name": "Google AI Mode",
          "n": 10
        },
        {
          "name": "Google AI Overviews",
          "n": 10
        },
        {
          "name": "seoClarity",
          "n": 8
        },
        {
          "name": "Rankability",
          "n": 7
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "monitor-whether-ai-search-engines",
      "text": "How do I monitor whether AI search engines cite our website?",
      "numbers": "24% of 340 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 \"Perplexity\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Perplexity",
          "n": 20
        },
        {
          "name": "ChatGPT",
          "n": 19
        },
        {
          "name": "Bing Webmaster Tools",
          "n": 16
        },
        {
          "name": "Google AI Overviews",
          "n": 14
        },
        {
          "name": "GA4",
          "n": 12
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "benchmark-brands-visibility-llm-answers",
      "text": "What's the best way to benchmark my brand's visibility in LLM answers against competitors?",
      "numbers": "27% of 325 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 24 of 24 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": 24
        },
        {
          "name": "Perplexity",
          "n": 24
        },
        {
          "name": "Gemini",
          "n": 22
        },
        {
          "name": "Claude",
          "n": 14
        },
        {
          "name": "Google AI Overviews",
          "n": 14
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "metrics-marketing-team-use-measure",
      "text": "What metrics should a marketing team use to measure presence in AI assistant answers?",
      "numbers": "28% of 257 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 \"GA4\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "GA4",
          "n": 16
        },
        {
          "name": "ChatGPT",
          "n": 14
        },
        {
          "name": "Perplexity",
          "n": 14
        },
        {
          "name": "Claude",
          "n": 13
        },
        {
          "name": "Gemini",
          "n": 13
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "which-buyer-questions-track-ai",
      "text": "Which questions should we track to measure AI visibility, and how many prompts do we need before the numbers mean anything?",
      "numbers": "21% of 249 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 \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 10
        },
        {
          "name": "Google AI Overviews",
          "n": 10
        },
        {
          "name": "Perplexity",
          "n": 10
        },
        {
          "name": "Gemini",
          "n": 9
        },
        {
          "name": "Reddit",
          "n": 9
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "web-search-versus-training-data-answers",
      "text": "Do ChatGPT and Claude say different things about a product with web search on versus from training data alone, and how do I measure both?",
      "numbers": "16% of 245 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 24 of 24 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": 24
        },
        {
          "name": "Claude",
          "n": 24
        },
        {
          "name": "Anthropic",
          "n": 20
        },
        {
          "name": "OpenAI",
          "n": 20
        },
        {
          "name": "Google Sheets",
          "n": 8
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "often-re-check-whether-ai",
      "text": "How often should we re-check whether AI assistants recommend us, and how do we track changes over time?",
      "numbers": "25% of 300 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 \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 16
        },
        {
          "name": "Perplexity",
          "n": 16
        },
        {
          "name": "Gemini",
          "n": 14
        },
        {
          "name": "Claude",
          "n": 13
        },
        {
          "name": "Google AI Overviews",
          "n": 12
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "prove-leadership-whether-content-work",
      "text": "How do I prove to leadership whether our content work is changing what AI assistants recommend?",
      "numbers": "28% of 235 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 \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 14
        },
        {
          "name": "Perplexity",
          "n": 14
        },
        {
          "name": "Gemini",
          "n": 13
        },
        {
          "name": "Claude",
          "n": 12
        },
        {
          "name": "GA4",
          "n": 10
        }
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "find-whether-chatgpt-recommends-product",
      "text": "How can I find out whether ChatGPT recommends my product when people ask about my category?",
      "numbers": "8% of a search's words come from the prompt and it keeps 11% of the prompt's, over 26 searches",
      "suggestion": "buyers' assistants search for different words: \"visibility\", \"tracking\", \"brand\", \"search\", \"prompts\"; consider phrasing the prompt that way",
      "words": [
        "visibility",
        "tracking",
        "brand",
        "search",
        "prompts"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "recommended-versus-mentioned-ai-answers",
      "text": "What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each?",
      "numbers": "8% of a search's words come from the prompt and it keeps 12% of the prompt's, over 22 searches",
      "suggestion": "buyers' assistants search for different words: \"visibility\", \"share\", \"voice\", \"brand\", \"vs\"; consider phrasing the prompt that way",
      "words": [
        "visibility",
        "share",
        "voice",
        "brand",
        "vs"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "benchmark-brands-visibility-llm-answers",
      "text": "What's the best way to benchmark my brand's visibility in LLM answers against competitors?",
      "numbers": "17% of a search's words come from the prompt and it keeps 22% of the prompt's, over 29 searches",
      "suggestion": "buyers' assistants search for different words: \"share\", \"voice\", \"prompts\", \"ai\", \"tracking\"; consider phrasing the prompt that way",
      "words": [
        "share",
        "voice",
        "prompts",
        "ai",
        "tracking"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "see-web-pages-ai-assistants",
      "text": "How can I see which web pages AI assistants rely on when they answer questions in my category?",
      "numbers": "13% of a search's words come from the prompt and it keeps 18% of the prompt's, over 25 searches",
      "suggestion": "buyers' assistants search for different words: \"sources\", \"citation\", \"search\", \"visibility\", \"2026\"; consider phrasing the prompt that way",
      "words": [
        "sources",
        "citation",
        "search",
        "visibility",
        "2026"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "often-re-check-whether-ai",
      "text": "How often should we re-check whether AI assistants recommend us, and how do we track changes over time?",
      "numbers": "15% of a search's words come from the prompt and it keeps 16% of the prompt's, over 24 searches",
      "suggestion": "buyers' assistants search for different words: \"brand\", \"tracking\", \"visibility\", \"search\", \"mentions\"; consider phrasing the prompt that way",
      "words": [
        "brand",
        "tracking",
        "visibility",
        "search",
        "mentions"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "prove-leadership-whether-content-work",
      "text": "How do I prove to leadership whether our content work is changing what AI assistants recommend?",
      "numbers": "6% of a search's words come from the prompt and it keeps 10% of the prompt's, over 27 searches",
      "suggestion": "buyers' assistants search for different words: \"tracking\", \"visibility\", \"brand\", \"2026\", \"search\"; consider phrasing the prompt that way",
      "words": [
        "tracking",
        "visibility",
        "brand",
        "2026",
        "search"
      ]
    }
  ],
  "gaps": [
    {
      "kind": "competitor",
      "name": "Profound",
      "answers": 257,
      "prompts": 15,
      "searches": 146,
      "citations": 48,
      "numbers": "named in 257 of 360 answers across 15 prompts, added to 146 searches, its pages cited in 48 answers; no prompt names it",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-profound\"\ntext = \"What are the best alternatives to Profound?\""
    },
    {
      "kind": "competitor",
      "name": "Peec AI",
      "answers": 219,
      "prompts": 15,
      "searches": 123,
      "citations": 36,
      "numbers": "named in 219 of 360 answers across 15 prompts, added to 123 searches, its pages cited in 36 answers; no prompt names it",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-peec-ai\"\ntext = \"What are the best alternatives to Peec AI?\""
    },
    {
      "kind": "competitor",
      "name": "Ahrefs Brand Radar",
      "answers": 219,
      "prompts": 15,
      "searches": 94,
      "citations": 67,
      "numbers": "named in 219 of 360 answers across 15 prompts, added to 94 searches, its pages cited in 67 answers; no prompt names it",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-ahrefs-brand\"\ntext = \"What are the best alternatives to Ahrefs Brand Radar?\""
    },
    {
      "kind": "competitor",
      "name": "Semrush AI Toolkit",
      "answers": 177,
      "prompts": 15,
      "searches": 86,
      "citations": 36,
      "numbers": "named in 177 of 360 answers across 15 prompts, added to 86 searches, its pages cited in 36 answers; no prompt names it",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-semrush-ai\"\ntext = \"What are the best alternatives to Semrush AI Toolkit?\""
    },
    {
      "kind": "competitor",
      "name": "Otterly.AI",
      "answers": 193,
      "prompts": 15,
      "searches": 63,
      "citations": 31,
      "numbers": "named in 193 of 360 answers across 15 prompts, added to 63 searches, its pages cited in 31 answers; no prompt names it",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-otterly-ai\"\ntext = \"What are the best alternatives to Otterly.AI?\""
    },
    {
      "kind": "product",
      "name": "Copilot",
      "answers": 100,
      "prompts": 15,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 100 of 360 answers across 15 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-copilot\"\ntext = \"What are the best alternatives to Copilot?\"",
      "competitor_toml": "[[competitors]]\nname = \"Copilot\""
    },
    {
      "kind": "product",
      "name": "Scrunch AI",
      "answers": 94,
      "prompts": 14,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 94 of 360 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": "Reddit",
      "answers": 88,
      "prompts": 13,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 88 of 360 answers across 13 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-reddit\"\ntext = \"What are the best alternatives to Reddit?\"",
      "competitor_toml": "[[competitors]]\nname = \"Reddit\""
    },
    {
      "kind": "product",
      "name": "GA4",
      "answers": 87,
      "prompts": 13,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 87 of 360 answers across 13 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-ga4\"\ntext = \"What are the best alternatives to GA4?\"",
      "competitor_toml": "[[competitors]]\nname = \"GA4\""
    },
    {
      "kind": "product",
      "name": "Google Search Console",
      "answers": 78,
      "prompts": 8,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 78 of 360 answers across 8 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-google-search\"\ntext = \"What are the best alternatives to Google Search Console?\"",
      "competitor_toml": "[[competitors]]\nname = \"Google Search Console\""
    },
    {
      "kind": "topic",
      "name": "2026",
      "answers": 0,
      "prompts": 15,
      "searches": 189,
      "citations": 0,
      "numbers": "added to 189 searches across 15 prompts; no prompt uses the word",
      "example": "track brand mentions Google AI Overviews AI Mode tools 2026",
      "toml": "[[prompts]]\nid = \"track-brand-mentions-google-ai\"\ntext = \"Track brand mentions Google AI Overviews AI Mode tools 2026?\""
    },
    {
      "kind": "topic",
      "name": "tracking",
      "answers": 0,
      "prompts": 15,
      "searches": 178,
      "citations": 0,
      "numbers": "added to 178 searches across 15 prompts; no prompt uses the word",
      "example": "AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026",
      "toml": "[[prompts]]\nid = \"ai-visibility-tracking-tools-brand\"\ntext = \"AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026?\""
    },
    {
      "kind": "topic",
      "name": "citations",
      "answers": 0,
      "prompts": 12,
      "searches": 111,
      "citations": 0,
      "numbers": "added to 111 searches across 12 prompts; no prompt uses the word",
      "example": "AI visibility metrics share of voice citations LLM answers GEO tools 2026",
      "toml": "[[prompts]]\nid = \"ai-visibility-metrics-share-voice\"\ntext = \"AI visibility metrics share of voice citations LLM answers GEO tools 2026?\""
    },
    {
      "kind": "topic",
      "name": "monitoring",
      "answers": 0,
      "prompts": 12,
      "searches": 61,
      "citations": 0,
      "numbers": "added to 61 searches across 12 prompts; no prompt uses the word",
      "example": "AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring",
      "toml": "[[prompts]]\nid = \"ai-search-visibility-tracking-tools\"\ntext = \"AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring?\""
    },
    {
      "kind": "topic",
      "name": "console",
      "answers": 0,
      "prompts": 7,
      "searches": 54,
      "citations": 0,
      "numbers": "added to 54 searches across 7 prompts; no prompt uses the word",
      "example": "Google Search Console AI Mode data reporting 2026",
      "toml": "[[prompts]]\nid = \"google-search-console-ai-mode\"\ntext = \"Google Search Console AI Mode data reporting 2026?\""
    }
  ],
  "healthy": [],
  "not_enough_data": [],
  "jev": {
    "set_id": "ai-search-visibility",
    "duplicates": [
      {
        "kind": "duplicate",
        "prompts": [
          "find-whether-chatgpt-recommends-product",
          "google-ai-overviews-mention-brand"
        ],
        "texts": [
          "How can I find out whether ChatGPT recommends my product when people ask about my category?",
          "How can I tell whether Google AI Overviews and AI Mode mention our brand for the topics we care about?"
        ],
        "choice": "yes",
        "confidence": 0.76,
        "line": "find-whether-chatgpt-recommends-product and google-ai-overviews-mention-brand may ask the same thing",
        "suggestion": "Merge them to save answers: keep one, retire the other.",
        "decided_at": "2026-10-23T17:10:07Z"
      },
      {
        "kind": "duplicate",
        "prompts": [
          "find-whether-chatgpt-recommends-product",
          "monitor-whether-ai-search-engines"
        ],
        "texts": [
          "How can I find out whether ChatGPT recommends my product when people ask about my category?",
          "How do I monitor whether AI search engines cite our website?"
        ],
        "choice": "yes",
        "confidence": 0.72,
        "line": "find-whether-chatgpt-recommends-product and monitor-whether-ai-search-engines may ask the same thing",
        "suggestion": "Merge them to save answers: keep one, retire the other.",
        "decided_at": "2026-10-23T17:10:07Z"
      },
      {
        "kind": "duplicate",
        "prompts": [
          "tools-track-often-ai-assistants",
          "benchmark-brands-visibility-llm-answers"
        ],
        "texts": [
          "What tools track how often AI assistants like ChatGPT, Claude, Perplexity and Gemini mention a brand?",
          "What's the best way to benchmark my brand's visibility in LLM answers against competitors?"
        ],
        "choice": "yes",
        "confidence": 0.7,
        "line": "tools-track-often-ai-assistants and benchmark-brands-visibility-llm-answers may ask the same thing",
        "suggestion": "Merge them to save answers: keep one, retire the other.",
        "decided_at": "2026-10-23T17:10:08Z"
      },
      {
        "kind": "duplicate",
        "prompts": [
          "measure-share-voice-ai-chatbot",
          "benchmark-brands-visibility-llm-answers"
        ],
        "texts": [
          "Is there a way to measure our share of voice in AI chatbot answers?",
          "What's the best way to benchmark my brand's visibility in LLM answers against competitors?"
        ],
        "choice": "yes",
        "confidence": 0.91,
        "line": "measure-share-voice-ai-chatbot and benchmark-brands-visibility-llm-answers may ask the same thing",
        "suggestion": "Merge them to save answers: keep one, retire the other.",
        "decided_at": "2026-10-23T17:10:08Z"
      }
    ],
    "off_target": [],
    "intent": [
      {
        "kind": "intent",
        "prompts": [
          "recommended-versus-mentioned-ai-answers"
        ],
        "texts": [
          "What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each?"
        ],
        "choice": "selection",
        "confidence": 0.94,
        "line": "recommended-versus-mentioned-ai-answers reads as a question a good answer names a product for; consider dropping intent = \"info\"",
        "suggestion": "Drop intent = \"info\", so it's scored on being recommended.",
        "decided_at": "2026-10-23T17:10:10Z"
      },
      {
        "kind": "intent",
        "prompts": [
          "metrics-marketing-team-use-measure"
        ],
        "texts": [
          "What metrics should a marketing team use to measure presence in AI assistant answers?"
        ],
        "choice": "selection",
        "confidence": 0.87,
        "line": "metrics-marketing-team-use-measure reads as a question a good answer names a product for; consider dropping intent = \"info\"",
        "suggestion": "Drop intent = \"info\", so it's scored on being recommended.",
        "decided_at": "2026-10-23T17:10:11Z"
      },
      {
        "kind": "intent",
        "prompts": [
          "which-buyer-questions-track-ai"
        ],
        "texts": [
          "Which questions should we track to measure AI visibility, and how many prompts do we need before the numbers mean anything?"
        ],
        "choice": "selection",
        "confidence": 0.82,
        "line": "which-buyer-questions-track-ai reads as a question a good answer names a product for; consider dropping intent = \"info\"",
        "suggestion": "Drop intent = \"info\", so it's scored on being recommended.",
        "decided_at": "2026-10-23T17:10:11Z"
      },
      {
        "kind": "intent",
        "prompts": [
          "web-search-versus-training-data-answers"
        ],
        "texts": [
          "Do ChatGPT and Claude say different things about a product with web search on versus from training data alone, and how do I measure both?"
        ],
        "choice": "selection",
        "confidence": 0.95,
        "line": "web-search-versus-training-data-answers reads as a question a good answer names a product for; consider dropping intent = \"info\"",
        "suggestion": "Drop intent = \"info\", so it's scored on being recommended.",
        "decided_at": "2026-10-23T17:10:11Z"
      },
      {
        "kind": "intent",
        "prompts": [
          "often-re-check-whether-ai"
        ],
        "texts": [
          "How often should we re-check whether AI assistants recommend us, and how do we track changes over time?"
        ],
        "choice": "selection",
        "confidence": 0.87,
        "line": "often-re-check-whether-ai reads as a question a good answer names a product for; consider dropping intent = \"info\"",
        "suggestion": "Drop intent = \"info\", so it's scored on being recommended.",
        "decided_at": "2026-10-23T17:10:11Z"
      },
      {
        "kind": "intent",
        "prompts": [
          "prove-leadership-whether-content-work"
        ],
        "texts": [
          "How do I prove to leadership whether our content work is changing what AI assistants recommend?"
        ],
        "choice": "selection",
        "confidence": 0.96,
        "line": "prove-leadership-whether-content-work reads as a question a good answer names a product for; consider dropping intent = \"info\"",
        "suggestion": "Drop intent = \"info\", so it's scored on being recommended.",
        "decided_at": "2026-10-23T17:10:11Z"
      }
    ],
    "branded": [],
    "judged": 68,
    "pending": 0,
    "min_confidence": 0.7
  }
}