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"added": [ "tracking", "openai", "prompts", "2026", "anthropic", "brand", "monitoring", "pricing" ], "brand_searches": 0 }, { "id": "coding-assistants-recommend-our-library", "text": "How do we find out whether coding assistants recommend our library or API when developers ask how to do something?", "runs": 2, "answers": 8, "enough": false, "from": "2026-10-22", "notes": [ "asked or graded 2 ways in this window (a method change): the rates pool them" ], "named": { "hits": 0, "n": 8, "p": 0, "lo": 2.7755575615628914e-17, "hi": 0.32441561951087694 }, "recommended": { "hits": 0, "n": 8, "p": 0, "lo": 2.7755575615628914e-17, "hi": 0.32441561951087694 }, "run_named": [ 0, 0 ], "products": [ { "name": "Claude Code", "n": 8 }, { "name": "Cursor", "n": 8 }, { "name": "GitHub Copilot", "n": 6 }, { "name": "ChatGPT", "n": 5 }, { "name": "Peec AI", "n": 5 }, { "name": "promptfoo", "n": 5 }, { "name": "Ahrefs Brand Radar", "n": 4 }, { "name": "Otterly.AI", "n": 4 }, { "name": "Perplexity", "n": 4 }, { "name": "Profound", "n": 4 }, { "name": "Semrush AI Toolkit", "n": 4 }, { "name": "Claude", "n": 3 }, { "name": "Codex", "n": 3 }, { "name": "Context7", "n": 3 }, { "name": "Gemini", "n": 3 }, { "name": "Google Sheets", "n": 3 }, { "name": "Copilot", "n": 2 }, { "name": "Gauge", "n": 2 }, { "name": "GitHub", "n": 2 }, { "name": "Lightsage", "n": 2 }, { "name": "Scrunch AI", "n": 2 }, { "name": "Windsurf", "n": 2 }, { "name": "Airtable", "n": 1 }, { "name": "AthenaHQ", "n": 1 }, { "name": "Discord", "n": 1 }, { "name": "GPT", "n": 1 }, { "name": "Gemini CLI", "n": 1 }, { "name": "Google AI Overviews", "n": 1 }, { "name": "Gracker", "n": 1 }, { "name": "GrowByData", "n": 1 }, { "name": "Marketful", "n": 1 }, { "name": "Microsoft Copilot", "n": 1 }, { "name": "NoGood", "n": 1 }, { "name": "OpenAI Codex", "n": 1 }, { "name": "OpenAI Codex CLI", "n": 1 }, { "name": "Reddit", "n": 1 }, { "name": "Sapient", "n": 1 }, { "name": "Scrunch", "n": 1 }, { "name": "Stack Overflow", "n": 1 } ], "unexpected": [ { "name": "Claude Code", "n": 8 }, { "name": "Cursor", "n": 8 }, { "name": "GitHub Copilot", "n": 6 }, { "name": "ChatGPT", "n": 5 }, { "name": "promptfoo", "n": 5 }, { "name": "Perplexity", "n": 4 }, { "name": "Claude", "n": 3 }, { "name": "Codex", "n": 3 }, { "name": "Context7", "n": 3 }, { "name": "Gemini", "n": 3 }, { "name": "Google Sheets", "n": 3 }, { "name": "Copilot", "n": 2 }, { "name": "GitHub", "n": 2 }, { "name": "Lightsage", "n": 2 }, { "name": "Scrunch AI", "n": 2 }, { "name": "Windsurf", "n": 2 }, { "name": "Airtable", "n": 1 }, { "name": "AthenaHQ", "n": 1 }, { "name": "Discord", "n": 1 }, { "name": "GPT", "n": 1 }, { "name": "Gemini CLI", "n": 1 }, { "name": "Google AI Overviews", "n": 1 }, { "name": "Gracker", "n": 1 }, { "name": "GrowByData", "n": 1 }, { "name": "Marketful", "n": 1 }, { "name": "Microsoft Copilot", "n": 1 }, { "name": "NoGood", "n": 1 }, { "name": "OpenAI Codex", "n": 1 }, { "name": "OpenAI Codex CLI", "n": 1 }, { "name": "Reddit", "n": 1 }, { "name": "Sapient", "n": 1 }, { "name": "Scrunch", "n": 1 }, { "name": "Stack Overflow", "n": 1 } ], "known_share": 0.228, "mentions": 101, "competitors_seen": 6, "other_product": 0, "verdicts": { "absent": 8 }, "searches": 7, "from_prompt": 0.262, "prompt_kept": 0.351, "added": [ "visibility", "2026", "ai", "brand", "tools", "claude", "monitoring", "recommendations" ], "brand_searches": 0 }, { "id": "cheapest-in-house-ai-visibility-tracking", "text": "What's the cheapest way to track our brand in AI answers ourselves instead of paying for a SaaS subscription?", "runs": 2, "answers": 8, "enough": false, "from": "2026-10-22", "notes": [ "asked or graded 2 ways in this window (a method change): the rates pool them" ], "named": { "hits": 0, "n": 8, "p": 0, "lo": 2.7755575615628914e-17, "hi": 0.32441561951087694 }, "recommended": { "hits": 0, "n": 8, "p": 0, "lo": 2.7755575615628914e-17, "hi": 0.32441561951087694 }, "run_named": [ 0, 0 ], "products": [ { "name": "ChatGPT", "n": 8 }, { "name": "Google Sheets", "n": 8 }, { "name": "Perplexity", "n": 6 }, { "name": "Gemini", "n": 5 }, { "name": "OpenAI", "n": 5 }, { "name": "DataForSEO", "n": 4 }, { "name": "Google AI Overviews", "n": 4 }, { "name": "Aperture", "n": 3 }, { "name": "Claude", "n": 3 }, { "name": "GitHub Actions", "n": 3 }, { "name": "Otterly.AI", "n": 3 }, { "name": "Peec AI", "n": 3 }, { "name": "Profound", "n": 3 }, { "name": "SerpApi", "n": 3 }, { "name": "GPT-4o-mini", "n": 2 }, { "name": "Google", "n": 2 }, { "name": "Google Gemini", "n": 2 }, { "name": "Looker Studio", "n": 2 }, { "name": "Python", "n": 2 }, { "name": "SQLite", "n": 2 }, { "name": "Airtable", "n": 1 }, { "name": "Anthropic Claude", "n": 1 }, { "name": "Bing Webmaster Tools", "n": 1 }, { "name": "Bright Data", "n": 1 }, { "name": "Claude Haiku", "n": 1 }, { "name": "Copilot", "n": 1 }, { "name": "DZone", "n": 1 }, { "name": "Gemini API", "n": 1 }, { "name": "Gemini Flash", "n": 1 }, { "name": "GitHub", "n": 1 }, { "name": "Google AI Mode", "n": 1 }, { "name": "Google Apps Script", "n": 1 }, { "name": "Jetfuel", "n": 1 }, { "name": "Justin McKelvey", "n": 1 }, { "name": "Lettertrace", "n": 1 }, { "name": "Limelit Open", "n": 1 }, { "name": "Make", "n": 1 }, { "name": "OneGlanse", "n": 1 }, { "name": "OpenSight", "n": 1 }, { "name": "SEOJuice", "n": 1 }, { "name": "Supabase", "n": 1 }, { "name": "Texta", "n": 1 }, { "name": "canonry", "n": 1 }, { "name": "geo-aeo-tracker", "n": 1 }, { "name": "n8n", "n": 1 } ], "unexpected": [ { "name": "ChatGPT", "n": 8 }, { "name": "Google Sheets", "n": 8 }, { "name": "Perplexity", "n": 6 }, { "name": "Gemini", "n": 5 }, { "name": "OpenAI", "n": 5 }, { "name": "DataForSEO", "n": 4 }, { "name": "Google AI Overviews", "n": 4 }, { "name": "Aperture", "n": 3 }, { "name": "Claude", "n": 3 }, { "name": "GitHub Actions", "n": 3 }, { "name": "SerpApi", "n": 3 }, { "name": "GPT-4o-mini", "n": 2 }, { "name": "Google", "n": 2 }, { "name": "Google Gemini", "n": 2 }, { "name": "Looker Studio", "n": 2 }, { "name": "Python", "n": 2 }, { "name": "SQLite", "n": 2 }, { "name": "Airtable", "n": 1 }, { "name": "Anthropic Claude", "n": 1 }, { "name": "Bing Webmaster Tools", "n": 1 }, { "name": "Bright Data", "n": 1 }, { "name": "Claude Haiku", "n": 1 }, { "name": "Copilot", "n": 1 }, { "name": "DZone", "n": 1 }, { "name": "Gemini API", "n": 1 }, { "name": "Gemini Flash", "n": 1 }, { "name": "GitHub", "n": 1 }, { "name": "Google AI Mode", "n": 1 }, { "name": "Google Apps Script", "n": 1 }, { "name": "Jetfuel", "n": 1 }, { "name": "Justin McKelvey", "n": 1 }, { "name": "Lettertrace", "n": 1 }, { "name": "Make", "n": 1 }, { "name": "OneGlanse", "n": 1 }, { "name": "OpenSight", "n": 1 }, { "name": "SEOJuice", "n": 1 }, { "name": "Supabase", "n": 1 }, { "name": "Texta", "n": 1 }, { "name": "canonry", "n": 1 }, { "name": "geo-aeo-tracker", "n": 1 }, { "name": "n8n", "n": 1 } ], "known_share": 0.102, "mentions": 98, "competitors_seen": 4, "other_product": 0, "verdicts": { "absent": 8 }, "searches": 9, "from_prompt": 0.122, "prompt_kept": 0.141, "added": [ "api", "chatgpt", "mentions", "free", "gemini", "llm", "open", "pricing" ], "brand_searches": 0 } ], "findings": [ { "kind": "flat", "variant": "always_absent", "prompt": "open-source-alternative-profound-peec", "text": "Is there an open-source alternative to Profound or Peec AI?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "want-track-ai-answer-visibility", "text": "We want to track AI answer visibility without sending our data to another SaaS vendor. What are our options?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "build-own-ai-visibility-tracker", "text": "Should we build our own AI visibility tracker on the OpenAI and Anthropic APIs, or buy a tool?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "self-hosted-ai-visibility-docker", "text": "Is there a self-hosted AI visibility tracker I can run in Docker?", "numbers": "named in 0 of 12 answers over 3 runs; 3 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 3 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "ai-visibility-tracker-kubernetes", "text": "Can we run an AI search visibility tracker on our own Kubernetes cluster?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "ai-visibility-bring-own-api-keys", "text": "Which AI visibility tools let us use our own OpenAI and Anthropic API keys?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "cost-run-own-ai-visibility-checks", "text": "How much does it cost in API fees to run our own AI visibility checks every day, and how do we cap it?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "raw-answers-citations-behind-score", "text": "We want every raw AI answer and citation behind an AI visibility score, not just a dashboard. Which tools give us that?", "numbers": "named in 0 of 12 answers over 3 runs", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it)" }, { "kind": "flat", "variant": "always_absent", "prompt": "devtools-startup-open-source-ai-visibility", "text": "What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives?", "numbers": "named in 0 of 12 answers over 3 runs; 2 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 2 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "flat", "variant": "always_absent", "prompt": "test-same-buyer-questions-against", "text": "Can I test the same buyer questions against several AI models and compare the answers?", "numbers": "named in 0 of 12 answers over 3 runs; 3 fix attempts targeted it and none moved it", "suggestion": "tells you little; consider rewording or retiring it. Either Cheap Seats can't win this question (reword it toward what Cheap Seats does, or retire it), or it's the most important gap in the set (keep it, and work the fix list for it). 3 fix attempts for it are still waiting for an outcome: wait for them first" }, { "kind": "off_target", "prompt": "open-source-tools-measuring-ai", "text": "Are there open-source tools for measuring AI search visibility?", "numbers": "20% of 142 product mentions are Cheap Seats or a configured competitor (7 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 7 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one", "products": [ { "name": "ChatGPT", "n": 7 }, { "name": "Perplexity", "n": 7 }, { "name": "Google AI Overviews", "n": 6 }, { "name": "promptfoo", "n": 6 }, { "name": "Gemini", "n": 5 } ] }, { "kind": "off_target", "prompt": "open-source-alternative-profound-peec", "text": "Is there an open-source alternative to Profound or Peec AI?", "numbers": "28% of 127 product mentions are Cheap Seats or a configured competitor (7 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": 6 }, { "name": "Promptfoo", "n": 6 }, { "name": "Gemini", "n": 5 }, { "name": "Langfuse", "n": 5 }, { "name": "Perplexity", "n": 5 } ] }, { "kind": "off_target", "prompt": "want-track-ai-answer-visibility", "text": "We want to track AI answer visibility without sending our data to another SaaS vendor. What are our options?", "numbers": "8% of 185 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 9 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one", "products": [ { "name": "ChatGPT", "n": 9 }, { "name": "Gemini", "n": 7 }, { "name": "Metabase", "n": 7 }, { "name": "Perplexity", "n": 7 }, { "name": "Claude", "n": 6 } ] }, { "kind": "off_target", "prompt": "build-own-ai-visibility-tracker", "text": "Should we build our own AI visibility tracker on the OpenAI and Anthropic APIs, or buy a tool?", "numbers": "27% of 145 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 \"Anthropic\" to the competitors if it is in fact one", "products": [ { "name": "Anthropic", "n": 11 }, { "name": "OpenAI", "n": 11 }, { "name": "ChatGPT", "n": 9 }, { "name": "Claude", "n": 8 }, { "name": "Perplexity", "n": 7 } ] }, { "kind": "off_target", "prompt": "self-hosted-ai-visibility-docker", "text": "Is there a self-hosted AI visibility tracker I can run in Docker?", "numbers": "21% of 134 product mentions are Cheap Seats or a configured competitor (7 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 9 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one", "products": [ { "name": "ChatGPT", "n": 9 }, { "name": "Gemini", "n": 7 }, { "name": "Perplexity", "n": 7 }, { "name": "Google AI Overviews", "n": 6 }, { "name": "Metabase", "n": 5 } ] }, { "kind": "off_target", "prompt": "ai-visibility-tracker-kubernetes", "text": "Can we run an AI search visibility tracker on our own Kubernetes cluster?", "numbers": "18% of 162 product mentions are Cheap Seats or a configured competitor (7 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 9 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one", "products": [ { "name": "ChatGPT", "n": 9 }, { "name": "Kubernetes", "n": 8 }, { "name": "Perplexity", "n": 8 }, { "name": "Gemini", "n": 7 }, { "name": "OpenAI", "n": 7 } ] }, { "kind": "off_target", "prompt": "ai-visibility-bring-own-api-keys", "text": "Which AI visibility tools let us use our own OpenAI and Anthropic API keys?", "numbers": "21% of 150 product mentions are Cheap Seats or a configured competitor (7 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 \"Anthropic\" to the competitors if it is in fact one", "products": [ { "name": "Anthropic", "n": 7 }, { "name": "ChatGPT", "n": 7 }, { "name": "OpenAI", "n": 7 }, { "name": "Claude", "n": 6 }, { "name": "Promptfoo", "n": 6 } ] }, { "kind": "off_target", "prompt": "cost-run-own-ai-visibility-checks", "text": "How much does it cost in API fees to run our own AI visibility checks every day, and how do we cap it?", "numbers": "17% of 94 product mentions are Cheap Seats or a configured competitor (4 of 12 competitors named at all); \"OpenAI\", not a configured competitor, is named in 10 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"OpenAI\" to the competitors if it is in fact one", "products": [ { "name": "OpenAI", "n": 10 }, { "name": "ChatGPT", "n": 9 }, { "name": "Anthropic", "n": 7 }, { "name": "Gemini", "n": 6 }, { "name": "Google", "n": 6 } ] }, { "kind": "off_target", "prompt": "ai-visibility-cli-ci", "text": "Can I run AI visibility checks from the command line or in a CI pipeline?", "numbers": "24% of 123 product mentions are Cheap Seats or a configured competitor (7 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 \"OpenAI\" to the competitors if it is in fact one", "products": [ { "name": "OpenAI", "n": 7 }, { "name": "GitHub Actions", "n": 6 }, { "name": "Perplexity", "n": 6 }, { "name": "Anthropic", "n": 5 }, { "name": "ChatGPT", "n": 5 } ] }, { "kind": "off_target", "prompt": "devtools-startup-open-source-ai-visibility", "text": "What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives?", "numbers": "11% of 132 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"ChatGPT\", not a configured competitor, is named in 9 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"ChatGPT\" to the competitors if it is in fact one", "products": [ { "name": "ChatGPT", "n": 9 }, { "name": "promptfoo", "n": 9 }, { "name": "Claude", "n": 7 }, { "name": "Gemini", "n": 6 }, { "name": "Perplexity", "n": 6 } ] }, { "kind": "off_target", "prompt": "test-same-buyer-questions-against", "text": "Can I test the same buyer questions against several AI models and compare the answers?", "numbers": "22% of 111 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all); \"Promptfoo\", not a configured competitor, is named in 8 of 12 answers, more than Cheap Seats or any competitor", "suggestion": "add context to the prompt (the category, who is asking) so it's answered about the products you compete with, or add \"Promptfoo\" to the competitors if it is in fact one", "products": [ { "name": "Promptfoo", "n": 8 }, { "name": "ChatGPT", "n": 5 }, { "name": "Claude", "n": 5 }, { "name": "Gemini", "n": 5 }, { "name": "ChatHub", "n": 4 } ] }, { "kind": "rewritten", "prompt": "want-track-ai-answer-visibility", "text": "We want to track AI answer visibility without sending our data to another SaaS vendor. What are our options?", "numbers": "14% of a search's words come from the prompt and it keeps 17% of the prompt's, over 9 searches", "suggestion": "buyers' assistants search for different words: \"brand\", \"open\", \"source\", \"geo\", \"github\"; consider phrasing the prompt that way", "words": [ "brand", "open", "source", "geo", "github" ] }, { "kind": "rewritten", "prompt": "build-own-ai-visibility-tracker", "text": "Should we build our own AI visibility tracker on the OpenAI and Anthropic APIs, or buy a tool?", "numbers": "17% of a search's words come from the prompt and it keeps 24% of the prompt's, over 12 searches", "suggestion": "buyers' assistants search for different words: \"tracking\", \"api\", \"pricing\", \"chatgpt\", \"search\"; consider phrasing the prompt that way", "words": [ "tracking", "api", "pricing", "chatgpt", "search" ] }, { "kind": "rewritten", "prompt": "cost-run-own-ai-visibility-checks", "text": "How much does it cost in API fees to run our own AI visibility checks every day, and how do we cap it?", "numbers": "8% of a search's words come from the prompt and it keeps 9% of the prompt's, over 17 searches", "suggestion": "buyers' assistants search for different words: \"pricing\", \"search\", \"web\", \"2026\", \"per\"; consider phrasing the prompt that way", "words": [ "pricing", "search", "web", "2026", "per" ] }, { "kind": "rewritten", "prompt": "devtools-startup-open-source-ai-visibility", "text": "What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives?", "numbers": "10% of a search's words come from the prompt and it keeps 10% of the prompt's, over 11 searches", "suggestion": "buyers' assistants search for different words: \"open\", \"source\", \"github\", \"llm\", \"brand\"; consider phrasing the prompt that way", "words": [ "open", "source", "github", "llm", "brand" ] }, { "kind": "rewritten", "prompt": "test-same-buyer-questions-against", "text": "Can I test the same buyer questions against several AI models and compare the answers?", "numbers": "19% of a search's words come from the prompt and it keeps 20% of the prompt's, over 9 searches", "suggestion": "buyers' assistants search for different words: \"prompts\", \"2026\", \"multiple\", \"side\", \"brand\"; consider phrasing the prompt that way", "words": [ "prompts", "2026", "multiple", "side", "brand" ] } ], "gaps": [ { "kind": "competitor", "name": "Otterly.AI", "answers": 75, "prompts": 15, "searches": 33, "citations": 10, "numbers": "named in 75 of 168 answers across 15 prompts, added to 33 searches, its pages cited in 10 answers; no prompt names it", "toml": "[[prompts]]\nid = \"what-best-alternatives-otterly-ai\"\ntext = \"What are the best alternatives to Otterly.AI?\"" }, { "kind": "competitor", "name": "Semrush AI Toolkit", "answers": 38, "prompts": 13, "searches": 2, "citations": 0, "numbers": "named in 38 of 168 answers across 13 prompts, added to 2 searches, its pages cited in 0 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": "Ahrefs Brand Radar", "answers": 36, "prompts": 12, "searches": 0, "citations": 0, "numbers": "named in 36 of 168 answers across 12 prompts, added to 0 searches, its pages cited in 0 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": "Elmo", "answers": 25, "prompts": 7, "searches": 4, "citations": 9, "numbers": "named in 25 of 168 answers across 7 prompts, added to 4 searches, its pages cited in 9 answers; no prompt names it", "toml": "[[prompts]]\nid = \"what-best-alternatives-elmo\"\ntext = \"What are the best alternatives to Elmo?\"" }, { "kind": "product", "name": "Perplexity", "answers": 81, "prompts": 15, "searches": 0, "citations": 0, "numbers": "named in 81 of 168 answers across 15 prompts, but neither a configured competitor nor in any prompt", "toml": "[[prompts]]\nid = \"what-best-alternatives-perplexity\"\ntext = \"What are the best alternatives to Perplexity?\"", "competitor_toml": "[[competitors]]\nname = \"Perplexity\"" }, { "kind": "product", "name": "Gemini", "answers": 77, "prompts": 15, "searches": 0, "citations": 0, "numbers": "named in 77 of 168 answers across 15 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": "Google AI Overviews", "answers": 52, "prompts": 15, "searches": 0, "citations": 0, "numbers": "named in 52 of 168 answers across 15 prompts, but neither a configured competitor nor in any prompt", "toml": "[[prompts]]\nid = \"what-best-alternatives-google-ai\"\ntext = \"What are the best alternatives to Google AI Overviews?\"", "competitor_toml": "[[competitors]]\nname = \"Google AI Overviews\"" }, { "kind": "product", "name": "promptfoo", "answers": 51, "prompts": 10, "searches": 0, "citations": 0, "numbers": "named in 51 of 168 answers across 10 prompts, but neither a configured competitor nor in any prompt", "toml": "[[prompts]]\nid = \"what-best-alternatives-promptfoo\"\ntext = \"What are the best alternatives to promptfoo?\"", "competitor_toml": "[[competitors]]\nname = \"promptfoo\"" }, { "kind": "topic", "name": "source", "answers": 0, "prompts": 13, "searches": 60, "citations": 0, "numbers": "added to 60 searches across 13 prompts; no prompt uses the word", "example": "open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub", "toml": "[[prompts]]\nid = \"open-source-self-hosted-ai\"\ntext = \"Open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub?\"" }, { "kind": "topic", "name": "open", "answers": 0, "prompts": 11, "searches": 56, "citations": 0, "numbers": "added to 56 searches across 11 prompts; no prompt uses the word", "example": "open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub", "toml": "[[prompts]]\nid = \"open-source-self-hosted-ai-2\"\ntext = \"Open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub?\"" }, { "kind": "topic", "name": "tracking", "answers": 0, "prompts": 14, "searches": 51, "citations": 0, "numbers": "added to 51 searches across 14 prompts; no prompt uses the word", "example": "AI brand monitoring ChatGPT Claude scheduled prompts weekly tracking answers Peec Profound Otterly", "toml": "[[prompts]]\nid = \"ai-brand-monitoring-chatgpt-claude\"\ntext = \"AI brand monitoring ChatGPT Claude scheduled prompts weekly tracking answers Peec Profound Otterly?\"" }, { "kind": "topic", "name": "llm", "answers": 0, "prompts": 15, "searches": 47, "citations": 0, "numbers": "added to 47 searches across 15 prompts; no prompt uses the word", "example": "open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub", "toml": "[[prompts]]\nid = \"open-source-self-hosted-ai-3\"\ntext = \"Open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub?\"" }, { "kind": "topic", "name": "github", "answers": 0, "prompts": 11, "searches": 47, "citations": 0, "numbers": "added to 47 searches across 11 prompts; no prompt uses the word", "example": "open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub", "toml": "[[prompts]]\nid = \"open-source-self-hosted-ai-4\"\ntext = \"Open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub?\"" } ], "healthy": [], "not_enough_data": [ "automate-weekly-ai-answer-checks", "coding-assistants-recommend-our-library", "cheapest-in-house-ai-visibility-tracking" ], "jev": { "set_id": "self-hosted-ai-visibility", "duplicates": [ { "kind": "duplicate", "prompts": [ "open-source-tools-measuring-ai", "open-source-alternative-profound-peec" ], "texts": [ "Are there open-source tools for measuring AI search visibility?", "Is there an open-source alternative to Profound or Peec AI?" ], "choice": "yes", "confidence": 0.73, "line": "open-source-tools-measuring-ai and open-source-alternative-profound-peec may ask the same thing", "suggestion": "Merge them to save answers: keep one, retire the other.", "decided_at": "2026-10-23T17:05:33Z" }, { "kind": "duplicate", "prompts": [ "want-track-ai-answer-visibility", "ai-visibility-tracker-kubernetes" ], "texts": [ "We want to track AI answer visibility without sending our data to another SaaS vendor. What are our options?", "Can we run an AI search visibility tracker on our own Kubernetes cluster?" ], "choice": "yes", "confidence": 0.75, "line": "want-track-ai-answer-visibility and ai-visibility-tracker-kubernetes may ask the same thing", "suggestion": "Merge them to save answers: keep one, retire the other.", "decided_at": "2026-10-23T17:05:34Z" }, { "kind": "duplicate", "prompts": [ "want-track-ai-answer-visibility", "ai-visibility-bring-own-api-keys" ], "texts": [ "We want to track AI answer visibility without sending our data to another SaaS vendor. What are our options?", "Which AI visibility tools let us use our own OpenAI and Anthropic API keys?" ], "choice": "yes", "confidence": 0.77, "line": "want-track-ai-answer-visibility and ai-visibility-bring-own-api-keys may ask the same thing", "suggestion": "Merge them to save answers: keep one, retire the other.", "decided_at": "2026-10-23T17:05:34Z" }, { "kind": "duplicate", "prompts": [ "devtools-startup-open-source-ai-visibility", "coding-assistants-recommend-our-library" ], "texts": [ "What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives?", "How do we find out whether coding assistants recommend our library or API when developers ask how to do something?" ], "choice": "yes", "confidence": 0.88, "line": "devtools-startup-open-source-ai-visibility and coding-assistants-recommend-our-library may ask the same thing", "suggestion": "Merge them to save answers: keep one, retire the other.", "decided_at": "2026-10-23T17:05:37Z" } ], "off_target": [], "intent": [], "branded": [], "judged": 80, "pending": 15, "min_confidence": 0.7 } }