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  "set_id": "fix-ai-recommendations",
  "set_name": "Getting recommended instead of a competitor",
  "file": "fix-ai-recommendations.toml",
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      "text": "ChatGPT keeps recommending our competitor instead of us. What can we actually do about it?",
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    {
      "id": "find-why-ai-assistant-prefers",
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      "text": "AI answers in our category keep citing Reddit threads, review sites and listicles that only mention our competitors. How do we get onto those sources?",
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          "n": 1
        },
        {
          "name": "Dupple",
          "n": 1
        },
        {
          "name": "GEOClarity",
          "n": 1
        },
        {
          "name": "Get-Ryze",
          "n": 1
        },
        {
          "name": "Googlebot",
          "n": 1
        },
        {
          "name": "LLMagnet",
          "n": 1
        },
        {
          "name": "Lilach Bullock",
          "n": 1
        },
        {
          "name": "NoGood",
          "n": 1
        },
        {
          "name": "Pepper",
          "n": 1
        },
        {
          "name": "QuickSEO",
          "n": 1
        },
        {
          "name": "Rank Math",
          "n": 1
        },
        {
          "name": "Ryze",
          "n": 1
        },
        {
          "name": "Scrunch AI",
          "n": 1
        },
        {
          "name": "Searchbloom",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility toolkit",
          "n": 1
        },
        {
          "name": "Stacker",
          "n": 1
        },
        {
          "name": "Static",
          "n": 1
        },
        {
          "name": "Techwyse",
          "n": 1
        },
        {
          "name": "Trakkr",
          "n": 1
        },
        {
          "name": "Upgrowth",
          "n": 1
        },
        {
          "name": "WebSNP",
          "n": 1
        },
        {
          "name": "Whitehat SEO",
          "n": 1
        },
        {
          "name": "Yoast",
          "n": 1
        }
      ],
      "unexpected": [
        {
          "name": "ChatGPT",
          "n": 24
        },
        {
          "name": "Perplexity",
          "n": 24
        },
        {
          "name": "OpenAI",
          "n": 18
        },
        {
          "name": "Bing",
          "n": 11
        },
        {
          "name": "Reddit",
          "n": 10
        },
        {
          "name": "Cloudflare",
          "n": 9
        },
        {
          "name": "IndexNow",
          "n": 7
        },
        {
          "name": "OAI-SearchBot",
          "n": 7
        },
        {
          "name": "Wikipedia",
          "n": 7
        },
        {
          "name": "Bing Webmaster Tools",
          "n": 6
        },
        {
          "name": "PerplexityBot",
          "n": 6
        },
        {
          "name": "Seer Interactive",
          "n": 6
        },
        {
          "name": "G2",
          "n": 5
        },
        {
          "name": "Capterra",
          "n": 4
        },
        {
          "name": "Google Search Console",
          "n": 3
        },
        {
          "name": "Developios",
          "n": 2
        },
        {
          "name": "GEO Toolbox",
          "n": 2
        },
        {
          "name": "GPTBot",
          "n": 2
        },
        {
          "name": "Gemini",
          "n": 2
        },
        {
          "name": "Google",
          "n": 2
        },
        {
          "name": "Google AI Overviews",
          "n": 2
        },
        {
          "name": "Presenc",
          "n": 2
        },
        {
          "name": "Scrunch",
          "n": 2
        },
        {
          "name": "Seahawk",
          "n": 2
        },
        {
          "name": "YouTube",
          "n": 2
        },
        {
          "name": "AEO Hunt",
          "n": 1
        },
        {
          "name": "AIOSEO",
          "n": 1
        },
        {
          "name": "AYRank",
          "n": 1
        },
        {
          "name": "AuthorityTech",
          "n": 1
        },
        {
          "name": "ChatGPT-User",
          "n": 1
        },
        {
          "name": "Contently",
          "n": 1
        },
        {
          "name": "Discovered Labs",
          "n": 1
        },
        {
          "name": "Duane Forrester",
          "n": 1
        },
        {
          "name": "Dupple",
          "n": 1
        },
        {
          "name": "GEOClarity",
          "n": 1
        },
        {
          "name": "Get-Ryze",
          "n": 1
        },
        {
          "name": "Googlebot",
          "n": 1
        },
        {
          "name": "LLMagnet",
          "n": 1
        },
        {
          "name": "Lilach Bullock",
          "n": 1
        },
        {
          "name": "NoGood",
          "n": 1
        },
        {
          "name": "Pepper",
          "n": 1
        },
        {
          "name": "QuickSEO",
          "n": 1
        },
        {
          "name": "Rank Math",
          "n": 1
        },
        {
          "name": "Ryze",
          "n": 1
        },
        {
          "name": "Scrunch AI",
          "n": 1
        },
        {
          "name": "Searchbloom",
          "n": 1
        },
        {
          "name": "Semrush AI Visibility toolkit",
          "n": 1
        },
        {
          "name": "Stacker",
          "n": 1
        },
        {
          "name": "Static",
          "n": 1
        },
        {
          "name": "Techwyse",
          "n": 1
        },
        {
          "name": "Trakkr",
          "n": 1
        },
        {
          "name": "Upgrowth",
          "n": 1
        },
        {
          "name": "WebSNP",
          "n": 1
        },
        {
          "name": "Whitehat SEO",
          "n": 1
        },
        {
          "name": "Yoast",
          "n": 1
        }
      ],
      "known_share": 0.224,
      "mentions": 254,
      "competitors_seen": 5,
      "other_product": 0,
      "verdicts": {
        "absent": 24
      },
      "searches": 29,
      "from_prompt": 0.208,
      "prompt_kept": 0.315,
      "added": [
        "search",
        "indexing",
        "oai-searchbot",
        "perplexitybot",
        "citations",
        "site.perplexity.ai",
        "study",
        "2026"
      ],
      "brand_searches": 0,
      "flags": [
        "flat",
        "off_target"
      ]
    },
    {
      "id": "tools-say-what-content-create",
      "text": "Which AI visibility tools tell you what content to create or change, not just where you rank?",
      "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"
      ],
      "named": {
        "hits": 0,
        "n": 24,
        "p": 0,
        "lo": 0,
        "hi": 0.13798057582897535
      },
      "recommended": {
        "hits": 0,
        "n": 24,
        "p": 0,
        "lo": 0,
        "hi": 0.13798057582897535
      },
      "run_named": [
        0,
        0,
        0,
        0
      ],
      "noise": {
        "within": 0,
        "single": 0,
        "between": 0,
        "cells": 2,
        "runs": 4
      },
      "drift_p": 1,
      "products": [
        {
          "name": "Profound",
          "n": 24
        },
        {
          "name": "AthenaHQ",
          "n": 20
        },
        {
          "name": "AirOps",
          "n": 17
        },
        {
          "name": "Scrunch",
          "n": 15
        },
        {
          "name": "Peec AI",
          "n": 14
        },
        {
          "name": "Otterly.AI",
          "n": 11
        },
        {
          "name": "Writesonic",
          "n": 10
        },
        {
          "name": "Goodie AI",
          "n": 9
        },
        {
          "name": "Ahrefs Brand Radar",
          "n": 8
        },
        {
          "name": "Scrunch AI",
          "n": 8
        },
        {
          "name": "Semrush AI Toolkit",
          "n": 8
        },
        {
          "name": "Conductor",
          "n": 5
        },
        {
          "name": "Frase",
          "n": 5
        },
        {
          "name": "BrightEdge",
          "n": 4
        },
        {
          "name": "MarketMuse",
          "n": 3
        },
        {
          "name": "NoGood",
          "n": 3
        },
        {
          "name": "Reddit",
          "n": 3
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 3
        },
        {
          "name": "ChatGPT",
          "n": 2
        },
        {
          "name": "Evertune",
          "n": 2
        },
        {
          "name": "Gemini",
          "n": 2
        },
        {
          "name": "Goodie",
          "n": 2
        },
        {
          "name": "HubSpot AEO Grader",
          "n": 2
        },
        {
          "name": "Perplexity",
          "n": 2
        },
        {
          "name": "Surfer",
          "n": 2
        },
        {
          "name": "Writesonic GEO",
          "n": 2
        },
        {
          "name": "Adobe",
          "n": 1
        },
        {
          "name": "Airefs",
          "n": 1
        },
        {
          "name": "Birdeye",
          "n": 1
        },
        {
          "name": "Botric",
          "n": 1
        },
        {
          "name": "DataDab",
          "n": 1
        },
        {
          "name": "G2",
          "n": 1
        },
        {
          "name": "GA4",
          "n": 1
        },
        {
          "name": "Google Search Console",
          "n": 1
        },
        {
          "name": "HubSpot",
          "n": 1
        },
        {
          "name": "HubSpot AEO",
          "n": 1
        },
        {
          "name": "Kime",
          "n": 1
        },
        {
          "name": "LLMrefs",
          "n": 1
        },
        {
          "name": "Licheo",
          "n": 1
        },
        {
          "name": "Nick Lafferty",
          "n": 1
        },
        {
          "name": "Nudge",
          "n": 1
        },
        {
          "name": "Otterly AI",
          "n": 1
        },
        {
          "name": "Pepper",
          "n": 1
        },
        {
          "name": "Rankability",
          "n": 1
        },
        {
          "name": "Rankscale",
          "n": 1
        },
        {
          "name": "Rankshift",
          "n": 1
        },
        {
          "name": "SE Ranking",
          "n": 1
        },
        {
          "name": "SE Visible",
          "n": 1
        },
        {
          "name": "Scrunch AXP",
          "n": 1
        },
        {
          "name": "Semrush Enterprise AIO",
          "n": 1
        },
        {
          "name": "Shadow",
          "n": 1
        },
        {
          "name": "Sitecore",
          "n": 1
        },
        {
          "name": "Straight North",
          "n": 1
        },
        {
          "name": "Superlines",
          "n": 1
        },
        {
          "name": "Surfer AI Tracker",
          "n": 1
        },
        {
          "name": "Surfer's AI Tracker",
          "n": 1
        },
        {
          "name": "Technology.org",
          "n": 1
        },
        {
          "name": "Texta",
          "n": 1
        },
        {
          "name": "Visby",
          "n": 1
        },
        {
          "name": "Wikipedia",
          "n": 1
        },
        {
          "name": "Yotpo",
          "n": 1
        },
        {
          "name": "Zapier",
          "n": 1
        },
        {
          "name": "ZipTie",
          "n": 1
        },
        {
          "name": "data-mania",
          "n": 1
        },
        {
          "name": "eCommerce Fastlane",
          "n": 1
        },
        {
          "name": "metehan.ai",
          "n": 1
        }
      ],
      "unexpected": [
        {
          "name": "AthenaHQ",
          "n": 20
        },
        {
          "name": "AirOps",
          "n": 17
        },
        {
          "name": "Scrunch",
          "n": 15
        },
        {
          "name": "Writesonic",
          "n": 10
        },
        {
          "name": "Goodie AI",
          "n": 9
        },
        {
          "name": "Scrunch AI",
          "n": 8
        },
        {
          "name": "Conductor",
          "n": 5
        },
        {
          "name": "BrightEdge",
          "n": 4
        },
        {
          "name": "MarketMuse",
          "n": 3
        },
        {
          "name": "NoGood",
          "n": 3
        },
        {
          "name": "Reddit",
          "n": 3
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "n": 3
        },
        {
          "name": "ChatGPT",
          "n": 2
        },
        {
          "name": "Evertune",
          "n": 2
        },
        {
          "name": "Gemini",
          "n": 2
        },
        {
          "name": "Goodie",
          "n": 2
        },
        {
          "name": "HubSpot AEO Grader",
          "n": 2
        },
        {
          "name": "Perplexity",
          "n": 2
        },
        {
          "name": "Surfer",
          "n": 2
        },
        {
          "name": "Writesonic GEO",
          "n": 2
        },
        {
          "name": "Adobe",
          "n": 1
        },
        {
          "name": "Airefs",
          "n": 1
        },
        {
          "name": "Birdeye",
          "n": 1
        },
        {
          "name": "Botric",
          "n": 1
        },
        {
          "name": "DataDab",
          "n": 1
        },
        {
          "name": "G2",
          "n": 1
        },
        {
          "name": "GA4",
          "n": 1
        },
        {
          "name": "Google Search Console",
          "n": 1
        },
        {
          "name": "HubSpot",
          "n": 1
        },
        {
          "name": "HubSpot AEO",
          "n": 1
        },
        {
          "name": "Kime",
          "n": 1
        },
        {
          "name": "LLMrefs",
          "n": 1
        },
        {
          "name": "Licheo",
          "n": 1
        },
        {
          "name": "Nick Lafferty",
          "n": 1
        },
        {
          "name": "Nudge",
          "n": 1
        },
        {
          "name": "Otterly AI",
          "n": 1
        },
        {
          "name": "Pepper",
          "n": 1
        },
        {
          "name": "Rankability",
          "n": 1
        },
        {
          "name": "Rankscale",
          "n": 1
        },
        {
          "name": "Rankshift",
          "n": 1
        },
        {
          "name": "SE Ranking",
          "n": 1
        },
        {
          "name": "SE Visible",
          "n": 1
        },
        {
          "name": "Scrunch AXP",
          "n": 1
        },
        {
          "name": "Semrush Enterprise AIO",
          "n": 1
        },
        {
          "name": "Shadow",
          "n": 1
        },
        {
          "name": "Sitecore",
          "n": 1
        },
        {
          "name": "Straight North",
          "n": 1
        },
        {
          "name": "Superlines",
          "n": 1
        },
        {
          "name": "Surfer AI Tracker",
          "n": 1
        },
        {
          "name": "Surfer's AI Tracker",
          "n": 1
        },
        {
          "name": "Technology.org",
          "n": 1
        },
        {
          "name": "Texta",
          "n": 1
        },
        {
          "name": "Visby",
          "n": 1
        },
        {
          "name": "Wikipedia",
          "n": 1
        },
        {
          "name": "Yotpo",
          "n": 1
        },
        {
          "name": "Zapier",
          "n": 1
        },
        {
          "name": "ZipTie",
          "n": 1
        },
        {
          "name": "data-mania",
          "n": 1
        },
        {
          "name": "eCommerce Fastlane",
          "n": 1
        },
        {
          "name": "metehan.ai",
          "n": 1
        }
      ],
      "known_share": 0.31,
      "mentions": 226,
      "competitors_seen": 6,
      "other_product": 0,
      "verdicts": {
        "absent": 24
      },
      "searches": 39,
      "from_prompt": 0.295,
      "prompt_kept": 0.404,
      "added": [
        "recommendations",
        "optimization",
        "scrunch",
        "2026",
        "center",
        "action",
        "airops",
        "geo"
      ],
      "brand_searches": 0,
      "flags": [
        "flat"
      ]
    }
  ],
  "findings": [
    {
      "kind": "flat",
      "variant": "always_absent",
      "prompt": "chatgpt-keeps-recommending-competitor-instead",
      "text": "ChatGPT keeps recommending our competitor instead of us. What can we actually do about it?",
      "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-why-ai-assistant-prefers",
      "text": "How can I find out why an AI assistant prefers a competitor's product over ours?",
      "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": "ai-gets-product-facts-wrong",
      "text": "ChatGPT gets our features and pricing wrong. How do we correct what AI assistants say about our product?",
      "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": "answer-objections-ai-raises",
      "text": "AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise?",
      "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": "product-mentioned-claudes-chatgpts-answers",
      "text": "How do I get my product mentioned in Claude's and ChatGPT's answers?",
      "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": "change-what-model-believes-without-search",
      "text": "How do we change what an AI model says about us from its training data, not just what it finds when it searches the web?",
      "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": "kind-content-makes-ai-assistants",
      "text": "What kind of content makes AI assistants more likely to recommend a product?",
      "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": "comparison-pages-help-product-show",
      "text": "Do comparison pages help a product show up in AI answers?",
      "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": "aeo-content-strategy-b2b-saas",
      "text": "What does an answer engine optimization content strategy look like for a B2B SaaS company?",
      "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": "docs-structure-ai-recommends-developer-tool",
      "text": "How should we write and structure our documentation so AI assistants recommend our developer tool?",
      "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": "third-party-sites-matter-getting",
      "text": "Which third-party sites matter most for getting cited by AI search engines?",
      "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": "competitor-cited-reddit-listicles",
      "text": "AI answers in our category keep citing Reddit threads, review sites and listicles that only mention our competitors. How do we get onto those sources?",
      "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": "see-search-results-llm-reads",
      "text": "How can I see the web search results an AI assistant gets for a question before it writes its answer, to understand why we're missing?",
      "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": "llms-txt-worth-adding-site",
      "text": "Is llms.txt worth adding to our site for AI visibility?",
      "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": "schema-markup-ai-citations",
      "text": "Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search?",
      "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": "prioritize-fixes-improve-ai-assistants",
      "text": "How should we prioritize fixes to improve how AI assistants describe our product?",
      "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": "fastest-wins-ai-search-visibility",
      "text": "What are the quickest wins for improving our brand's visibility in AI search?",
      "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": "who-owns-ai-visibility-work",
      "text": "Who should own AI visibility work: SEO, content, product marketing or the docs team?",
      "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": "how-long-content-changes-ai-answers",
      "text": "How long does it take for new content to change what ChatGPT and Perplexity say about us?",
      "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": "tools-say-what-content-create",
      "text": "Which AI visibility tools tell you what content to create or change, not just where you rank?",
      "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": "off_target",
      "prompt": "chatgpt-keeps-recommending-competitor-instead",
      "text": "ChatGPT keeps recommending our competitor instead of us. What can we actually do about it?",
      "numbers": "16% of 330 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", 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 \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 23
        },
        {
          "name": "Capterra",
          "n": 15
        },
        {
          "name": "G2",
          "n": 15
        },
        {
          "name": "OpenAI",
          "n": 14
        },
        {
          "name": "Reddit",
          "n": 11
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "find-why-ai-assistant-prefers",
      "text": "How can I find out why an AI assistant prefers a competitor's product over ours?",
      "numbers": "19% of 316 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": 15
        },
        {
          "name": "Gemini",
          "n": 15
        },
        {
          "name": "Claude",
          "n": 14
        },
        {
          "name": "Perplexity",
          "n": 14
        },
        {
          "name": "G2",
          "n": 12
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "ai-gets-product-facts-wrong",
      "text": "ChatGPT gets our features and pricing wrong. How do we correct what AI assistants say about our product?",
      "numbers": "15% of 397 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", 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 \"ChatGPT\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "ChatGPT",
          "n": 23
        },
        {
          "name": "OpenAI",
          "n": 19
        },
        {
          "name": "Bing Webmaster Tools",
          "n": 15
        },
        {
          "name": "G2",
          "n": 14
        },
        {
          "name": "Capterra",
          "n": 13
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "answer-objections-ai-raises",
      "text": "AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise?",
      "numbers": "17% of 303 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 18 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": 18
        },
        {
          "name": "Perplexity",
          "n": 17
        },
        {
          "name": "Claude",
          "n": 15
        },
        {
          "name": "Gemini",
          "n": 15
        },
        {
          "name": "G2",
          "n": 13
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "product-mentioned-claudes-chatgpts-answers",
      "text": "How do I get my product mentioned in Claude's and ChatGPT's answers?",
      "numbers": "17% of 383 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 22 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": 22
        },
        {
          "name": "Claude",
          "n": 22
        },
        {
          "name": "Anthropic",
          "n": 20
        },
        {
          "name": "OpenAI",
          "n": 20
        },
        {
          "name": "Capterra",
          "n": 16
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "change-what-model-believes-without-search",
      "text": "How do we change what an AI model says about us from its training data, not just what it finds when it searches the web?",
      "numbers": "9% of 367 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 18 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": 18
        },
        {
          "name": "Gemini",
          "n": 16
        },
        {
          "name": "Claude",
          "n": 15
        },
        {
          "name": "OpenAI",
          "n": 15
        },
        {
          "name": "G2",
          "n": 12
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "kind-content-makes-ai-assistants",
      "text": "What kind of content makes AI assistants more likely to recommend a product?",
      "numbers": "20% of 280 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 \"Capterra\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Capterra",
          "n": 12
        },
        {
          "name": "ChatGPT",
          "n": 12
        },
        {
          "name": "G2",
          "n": 12
        },
        {
          "name": "Google",
          "n": 12
        },
        {
          "name": "Perplexity",
          "n": 12
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "comparison-pages-help-product-show",
      "text": "Do comparison pages help a product show up in AI answers?",
      "numbers": "27% of 208 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": 11
        },
        {
          "name": "G2",
          "n": 11
        },
        {
          "name": "Perplexity",
          "n": 10
        },
        {
          "name": "Capterra",
          "n": 9
        },
        {
          "name": "Google",
          "n": 8
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "aeo-content-strategy-b2b-saas",
      "text": "What does an answer engine optimization content strategy look like for a B2B SaaS company?",
      "numbers": "15% of 395 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 16 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": 16
        },
        {
          "name": "Perplexity",
          "n": 15
        },
        {
          "name": "GA4",
          "n": 14
        },
        {
          "name": "Capterra",
          "n": 13
        },
        {
          "name": "G2",
          "n": 13
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "docs-structure-ai-recommends-developer-tool",
      "text": "How should we write and structure our documentation so AI assistants recommend our developer tool?",
      "numbers": "9% of 352 product mentions are Cheap Seats or a configured competitor (4 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 16 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": 16
        },
        {
          "name": "Claude",
          "n": 16
        },
        {
          "name": "Gemini",
          "n": 15
        },
        {
          "name": "Mintlify",
          "n": 14
        },
        {
          "name": "Perplexity",
          "n": 14
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "third-party-sites-matter-getting",
      "text": "Which third-party sites matter most for getting cited by AI search engines?",
      "numbers": "11% of 522 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all); \"G2\", 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 \"G2\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "G2",
          "n": 24
        },
        {
          "name": "Reddit",
          "n": 24
        },
        {
          "name": "Wikipedia",
          "n": 24
        },
        {
          "name": "Capterra",
          "n": 23
        },
        {
          "name": "YouTube",
          "n": 23
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "competitor-cited-reddit-listicles",
      "text": "AI answers in our category keep citing Reddit threads, review sites and listicles that only mention our competitors. How do we get onto those sources?",
      "numbers": "18% of 324 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"G2\", 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 \"G2\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "G2",
          "n": 24
        },
        {
          "name": "Reddit",
          "n": 24
        },
        {
          "name": "Capterra",
          "n": 17
        },
        {
          "name": "TrustRadius",
          "n": 16
        },
        {
          "name": "ChatGPT",
          "n": 13
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "see-search-results-llm-reads",
      "text": "How can I see the web search results an AI assistant gets for a question before it writes its answer, to understand why we're missing?",
      "numbers": "19% of 251 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": 15
        },
        {
          "name": "Perplexity",
          "n": 15
        },
        {
          "name": "OpenAI",
          "n": 11
        },
        {
          "name": "Gemini",
          "n": 10
        },
        {
          "name": "Google",
          "n": 10
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "llms-txt-worth-adding-site",
      "text": "Is llms.txt worth adding to our site for AI visibility?",
      "numbers": "17% of 351 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 \"Google\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Google",
          "n": 17
        },
        {
          "name": "Cursor",
          "n": 12
        },
        {
          "name": "Mintlify",
          "n": 12
        },
        {
          "name": "Perplexity",
          "n": 12
        },
        {
          "name": "Reddit",
          "n": 12
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "schema-markup-ai-citations",
      "text": "Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search?",
      "numbers": "18% of 272 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all); \"OpenAI\", not a configured competitor, is named in 16 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 \"OpenAI\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "OpenAI",
          "n": 16
        },
        {
          "name": "Google",
          "n": 14
        },
        {
          "name": "Google AI Overviews",
          "n": 14
        },
        {
          "name": "ChatGPT",
          "n": 13
        },
        {
          "name": "Google Rich Results Test",
          "n": 11
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "prioritize-fixes-improve-ai-assistants",
      "text": "How should we prioritize fixes to improve how AI assistants describe our product?",
      "numbers": "16% of 290 product mentions are Cheap Seats or a configured competitor (5 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": "Gemini",
          "n": 15
        },
        {
          "name": "Claude",
          "n": 14
        },
        {
          "name": "Perplexity",
          "n": 14
        },
        {
          "name": "Capterra",
          "n": 11
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "fastest-wins-ai-search-visibility",
      "text": "What are the quickest wins for improving our brand's visibility in AI search?",
      "numbers": "14% of 411 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"Perplexity\", not a configured competitor, is named in 22 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 \"Perplexity\" to the competitors if it is in fact one",
      "products": [
        {
          "name": "Perplexity",
          "n": 22
        },
        {
          "name": "Bing Webmaster Tools",
          "n": 20
        },
        {
          "name": "ChatGPT",
          "n": 18
        },
        {
          "name": "Capterra",
          "n": 15
        },
        {
          "name": "G2",
          "n": 15
        }
      ]
    },
    {
      "kind": "off_target",
      "prompt": "how-long-content-changes-ai-answers",
      "text": "How long does it take for new content to change what ChatGPT and Perplexity say about us?",
      "numbers": "22% of 254 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": "Perplexity",
          "n": 24
        },
        {
          "name": "OpenAI",
          "n": 18
        },
        {
          "name": "Bing",
          "n": 11
        },
        {
          "name": "Reddit",
          "n": 10
        }
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "chatgpt-keeps-recommending-competitor-instead",
      "text": "ChatGPT keeps recommending our competitor instead of us. What can we actually do about it?",
      "numbers": "8% of a search's words come from the prompt and it keeps 14% of the prompt's, over 31 searches",
      "suggestion": "buyers' assistants search for different words: \"search\", \"2026\", \"oai-searchbot\", \"ai\", \"brand\"; consider phrasing the prompt that way",
      "words": [
        "search",
        "2026",
        "oai-searchbot",
        "ai",
        "brand"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "find-why-ai-assistant-prefers",
      "text": "How can I find out why an AI assistant prefers a competitor's product over ours?",
      "numbers": "6% of a search's words come from the prompt and it keeps 8% of the prompt's, over 23 searches",
      "suggestion": "buyers' assistants search for different words: \"competitor\", \"chatgpt\", \"visibility\", \"brand\", \"sources\"; consider phrasing the prompt that way",
      "words": [
        "competitor",
        "chatgpt",
        "visibility",
        "brand",
        "sources"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "answer-objections-ai-raises",
      "text": "AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise?",
      "numbers": "11% of a search's words come from the prompt and it keeps 12% of the prompt's, over 24 searches",
      "suggestion": "buyers' assistants search for different words: \"brand\", \"search\", \"chatgpt\", \"citations\", \"2026\"; consider phrasing the prompt that way",
      "words": [
        "brand",
        "search",
        "chatgpt",
        "citations",
        "2026"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "product-mentioned-claudes-chatgpts-answers",
      "text": "How do I get my product mentioned in Claude's and ChatGPT's answers?",
      "numbers": "4% of a search's words come from the prompt and it keeps 8% of the prompt's, over 37 searches",
      "suggestion": "buyers' assistants search for different words: \"chatgpt\", \"2026\", \"claude\", \"search\", \"merchants\"; consider phrasing the prompt that way",
      "words": [
        "chatgpt",
        "2026",
        "claude",
        "search",
        "merchants"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "competitor-cited-reddit-listicles",
      "text": "AI answers in our category keep citing Reddit threads, review sites and listicles that only mention our competitors. How do we get onto those sources?",
      "numbers": "24% of a search's words come from the prompt and it keeps 24% of the prompt's, over 28 searches",
      "suggestion": "buyers' assistants search for different words: \"2026\", \"search\", \"business\", \"citations\", \"spam\"; consider phrasing the prompt that way",
      "words": [
        "2026",
        "search",
        "business",
        "citations",
        "spam"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "see-search-results-llm-reads",
      "text": "How can I see the web search results an AI assistant gets for a question before it writes its answer, to understand why we're missing?",
      "numbers": "21% of a search's words come from the prompt and it keeps 21% of the prompt's, over 35 searches",
      "suggestion": "buyers' assistants search for different words: \"sources\", \"queries\", \"query\", \"visibility\", \"fan-out\"; consider phrasing the prompt that way",
      "words": [
        "sources",
        "queries",
        "query",
        "visibility",
        "fan-out"
      ]
    },
    {
      "kind": "rewritten",
      "prompt": "prioritize-fixes-improve-ai-assistants",
      "text": "How should we prioritize fixes to improve how AI assistants describe our product?",
      "numbers": "13% of a search's words come from the prompt and it keeps 21% of the prompt's, over 24 searches",
      "suggestion": "buyers' assistants search for different words: \"2026\", \"brand\", \"chatgpt\", \"search\", \"citations\"; consider phrasing the prompt that way",
      "words": [
        "2026",
        "brand",
        "chatgpt",
        "search",
        "citations"
      ]
    }
  ],
  "gaps": [
    {
      "kind": "competitor",
      "name": "Profound",
      "answers": 263,
      "prompts": 20,
      "searches": 112,
      "citations": 35,
      "numbers": "named in 263 of 480 answers across 20 prompts, added to 112 searches, its pages cited in 35 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": 230,
      "prompts": 20,
      "searches": 92,
      "citations": 25,
      "numbers": "named in 230 of 480 answers across 20 prompts, added to 92 searches, its pages cited in 25 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": 205,
      "prompts": 20,
      "searches": 32,
      "citations": 32,
      "numbers": "named in 205 of 480 answers across 20 prompts, added to 32 searches, its pages cited in 32 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": 175,
      "prompts": 19,
      "searches": 33,
      "citations": 8,
      "numbers": "named in 175 of 480 answers across 19 prompts, added to 33 searches, its pages cited in 8 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": 169,
      "prompts": 20,
      "searches": 15,
      "citations": 1,
      "numbers": "named in 169 of 480 answers across 20 prompts, added to 15 searches, its pages cited in 1 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": "G2",
      "answers": 215,
      "prompts": 19,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 215 of 480 answers across 19 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-g2\"\ntext = \"What are the best alternatives to G2?\"",
      "competitor_toml": "[[competitors]]\nname = \"G2\""
    },
    {
      "kind": "product",
      "name": "Capterra",
      "answers": 187,
      "prompts": 17,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 187 of 480 answers across 17 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-capterra\"\ntext = \"What are the best alternatives to Capterra?\"",
      "competitor_toml": "[[competitors]]\nname = \"Capterra\""
    },
    {
      "kind": "product",
      "name": "Gemini",
      "answers": 185,
      "prompts": 20,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 185 of 480 answers across 20 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-gemini\"\ntext = \"What are the best alternatives to Gemini?\"",
      "competitor_toml": "[[competitors]]\nname = \"Gemini\""
    },
    {
      "kind": "product",
      "name": "OpenAI",
      "answers": 157,
      "prompts": 16,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 157 of 480 answers across 16 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-openai\"\ntext = \"What are the best alternatives to OpenAI?\"",
      "competitor_toml": "[[competitors]]\nname = \"OpenAI\""
    },
    {
      "kind": "product",
      "name": "Wikipedia",
      "answers": 148,
      "prompts": 17,
      "searches": 0,
      "citations": 0,
      "numbers": "named in 148 of 480 answers across 17 prompts, but neither a configured competitor nor in any prompt",
      "toml": "[[prompts]]\nid = \"what-best-alternatives-wikipedia\"\ntext = \"What are the best alternatives to Wikipedia?\"",
      "competitor_toml": "[[competitors]]\nname = \"Wikipedia\""
    },
    {
      "kind": "topic",
      "name": "2026",
      "answers": 0,
      "prompts": 20,
      "searches": 291,
      "citations": 0,
      "numbers": "added to 291 searches across 20 prompts; no prompt uses the word",
      "example": "AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026",
      "toml": "[[prompts]]\nid = \"ai-visibility-tracking-tools-profound\"\ntext = \"AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026?\""
    },
    {
      "kind": "topic",
      "name": "citations",
      "answers": 0,
      "prompts": 18,
      "searches": 197,
      "citations": 0,
      "numbers": "added to 197 searches across 18 prompts; no prompt uses the word",
      "example": "schema markup structured data AI Overviews citations study 2026",
      "toml": "[[prompts]]\nid = \"schema-markup-structured-data-ai\"\ntext = \"Schema markup structured data AI Overviews citations study 2026?\""
    },
    {
      "kind": "topic",
      "name": "brand",
      "answers": 0,
      "prompts": 14,
      "searches": 124,
      "citations": 0,
      "numbers": "added to 124 searches across 14 prompts; no prompt uses the word",
      "example": "influence LLM training data brand perception Common Crawl Wikipedia 2026",
      "toml": "[[prompts]]\nid = \"influence-llm-training-data-brand\"\ntext = \"Influence LLM training data brand perception Common Crawl Wikipedia 2026?\""
    },
    {
      "kind": "topic",
      "name": "oai-searchbot",
      "answers": 0,
      "prompts": 14,
      "searches": 123,
      "citations": 0,
      "numbers": "added to 123 searches across 14 prompts; no prompt uses the word",
      "example": "Anthropic Claude no ads ad-free announcement 2026 Claude-SearchBot OAI-SearchBot robots.txt",
      "toml": "[[prompts]]\nid = \"anthropic-claude-ads-ad-free\"\ntext = \"Anthropic Claude no ads ad-free announcement 2026 Claude-SearchBot OAI-SearchBot robots.txt?\""
    },
    {
      "kind": "topic",
      "name": "publishers",
      "answers": 0,
      "prompts": 17,
      "searches": 85,
      "citations": 0,
      "numbers": "added to 85 searches across 17 prompts; no prompt uses the word",
      "example": "site help.openai.com publishers search crawling OAI-SearchBot",
      "toml": "[[prompts]]\nid = \"site-help-openai-com-publishers\"\ntext = \"Site help.openai.com publishers search crawling OAI-SearchBot?\""
    }
  ],
  "healthy": [],
  "not_enough_data": [],
  "jev": {
    "set_id": "fix-ai-recommendations",
    "duplicates": [
      {
        "kind": "duplicate",
        "prompts": [
          "chatgpt-keeps-recommending-competitor-instead",
          "product-mentioned-claudes-chatgpts-answers"
        ],
        "texts": [
          "ChatGPT keeps recommending our competitor instead of us. What can we actually do about it?",
          "How do I get my product mentioned in Claude's and ChatGPT's answers?"
        ],
        "choice": "yes",
        "confidence": 0.79,
        "line": "chatgpt-keeps-recommending-competitor-instead and product-mentioned-claudes-chatgpts-answers may ask the same thing",
        "suggestion": "Merge them to save answers: keep one, retire the other.",
        "decided_at": "2026-10-23T18:04:57Z"
      },
      {
        "kind": "duplicate",
        "prompts": [
          "product-mentioned-claudes-chatgpts-answers",
          "kind-content-makes-ai-assistants"
        ],
        "texts": [
          "How do I get my product mentioned in Claude's and ChatGPT's answers?",
          "What kind of content makes AI assistants more likely to recommend a product?"
        ],
        "choice": "yes",
        "confidence": 0.72,
        "line": "product-mentioned-claudes-chatgpts-answers and kind-content-makes-ai-assistants may ask the same thing",
        "suggestion": "Merge them to save answers: keep one, retire the other.",
        "decided_at": "2026-10-23T18:04:59Z"
      }
    ],
    "off_target": [
      {
        "kind": "off_target",
        "prompts": [
          "kind-content-makes-ai-assistants"
        ],
        "texts": [
          "What kind of content makes AI assistants more likely to recommend a product?"
        ],
        "choice": "yes",
        "confidence": 0.71,
        "line": "kind-content-makes-ai-assistants may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand",
        "suggestion": "Add context to the prompt (the category, who is asking), or retire it.",
        "decided_at": "2026-10-23T18:05:02Z"
      },
      {
        "kind": "off_target",
        "prompts": [
          "third-party-sites-matter-getting"
        ],
        "texts": [
          "Which third-party sites matter most for getting cited by AI search engines?"
        ],
        "choice": "yes",
        "confidence": 0.71,
        "line": "third-party-sites-matter-getting may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand",
        "suggestion": "Add context to the prompt (the category, who is asking), or retire it.",
        "decided_at": "2026-10-23T18:05:02Z"
      },
      {
        "kind": "off_target",
        "prompts": [
          "schema-markup-ai-citations"
        ],
        "texts": [
          "Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search?"
        ],
        "choice": "yes",
        "confidence": 0.77,
        "line": "schema-markup-ai-citations may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand",
        "suggestion": "Add context to the prompt (the category, who is asking), or retire it.",
        "decided_at": "2026-10-23T18:05:03Z"
      },
      {
        "kind": "off_target",
        "prompts": [
          "who-owns-ai-visibility-work"
        ],
        "texts": [
          "Who should own AI visibility work: SEO, content, product marketing or the docs team?"
        ],
        "choice": "yes",
        "confidence": 0.71,
        "line": "who-owns-ai-visibility-work may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand",
        "suggestion": "Add context to the prompt (the category, who is asking), or retire it.",
        "decided_at": "2026-10-23T18:05:03Z"
      }
    ],
    "intent": [],
    "branded": [],
    "judged": 112,
    "pending": 0,
    "min_confidence": 0.7
  }
}