Prompt review
Getting recommended instead of a competitor · the prompts themselves, from the answers they got since 2026-09-24: 4 finished runs, 480 graded answers. Each prompt is read under the wording it was last asked in. Free: computed from stored answers, no model calls. · JSON
20prompts
0healthy
45flags
15gaps
0not enough data yet
Flat 20
Named and recommended never varied across the runs, and no fix attempt for it moved it.
| Prompt | Numbers | Suggestion |
|---|---|---|
| ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? chatgpt-keeps-recommending-competitor-instead always_absent | named in 0 of 24 answers over 4 runs | 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) |
| How can I find out why an AI assistant prefers a competitor's product over ours? find-why-ai-assistant-prefers always_absent | named in 0 of 24 answers over 4 runs; 2 fix attempts targeted it and none moved it | 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 |
| ChatGPT gets our features and pricing wrong. How do we correct what AI assistants say about our product? ai-gets-product-facts-wrong always_absent | named in 0 of 24 answers over 4 runs | 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) |
| AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise? answer-objections-ai-raises always_absent | named in 0 of 24 answers over 4 runs | 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) |
| How do I get my product mentioned in Claude's and ChatGPT's answers? product-mentioned-claudes-chatgpts-answers always_absent | named in 0 of 24 answers over 4 runs | 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) |
| 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? change-what-model-believes-without-search always_absent | named in 0 of 24 answers over 4 runs | 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) |
| What kind of content makes AI assistants more likely to recommend a product? kind-content-makes-ai-assistants always_absent | named in 0 of 24 answers over 4 runs | 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) |
| Do comparison pages help a product show up in AI answers? comparison-pages-help-product-show always_absent | named in 0 of 24 answers over 4 runs | 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) |
| What does an answer engine optimization content strategy look like for a B2B SaaS company? aeo-content-strategy-b2b-saas always_absent | named in 0 of 24 answers over 4 runs | 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) |
| How should we write and structure our documentation so AI assistants recommend our developer tool? docs-structure-ai-recommends-developer-tool always_absent | named in 0 of 24 answers over 4 runs | 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) |
| Which third-party sites matter most for getting cited by AI search engines? third-party-sites-matter-getting always_absent | named in 0 of 24 answers over 4 runs | 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) |
| 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? competitor-cited-reddit-listicles always_absent | named in 0 of 24 answers over 4 runs | 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) |
| 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? see-search-results-llm-reads always_absent | named in 0 of 24 answers over 4 runs; 2 fix attempts targeted it and none moved it | 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 |
| Is llms.txt worth adding to our site for AI visibility? llms-txt-worth-adding-site always_absent | named in 0 of 24 answers over 4 runs | 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) |
| Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search? schema-markup-ai-citations always_absent | named in 0 of 24 answers over 4 runs | 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) |
| How should we prioritize fixes to improve how AI assistants describe our product? prioritize-fixes-improve-ai-assistants always_absent | named in 0 of 24 answers over 4 runs; 2 fix attempts targeted it and none moved it | 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 |
| What are the quickest wins for improving our brand's visibility in AI search? fastest-wins-ai-search-visibility always_absent | named in 0 of 24 answers over 4 runs; 2 fix attempts targeted it and none moved it | 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 |
| Who should own AI visibility work: SEO, content, product marketing or the docs team? who-owns-ai-visibility-work always_absent | named in 0 of 24 answers over 4 runs; 2 fix attempts targeted it and none moved it | 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 |
| How long does it take for new content to change what ChatGPT and Perplexity say about us? how-long-content-changes-ai-answers always_absent | named in 0 of 24 answers over 4 runs | 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) |
| Which AI visibility tools tell you what content to create or change, not just where you rank? tools-say-what-content-create always_absent | named in 0 of 24 answers over 4 runs | 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) |
Noisy 0
The named rate moves more from run to run than sampling explains, or answers in one run disagree.
None.
Off target 18
The answers mostly name products outside the category.
| Prompt | Numbers | Suggestion |
|---|---|---|
| ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? chatgpt-keeps-recommending-competitor-instead | 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 ChatGPT ×23, Capterra ×15, G2 ×15, OpenAI ×14, Reddit ×11 | 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 |
| How can I find out why an AI assistant prefers a competitor's product over ours? find-why-ai-assistant-prefers | 19% of 316 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all) ChatGPT ×15, Gemini ×15, Claude ×14, Perplexity ×14, G2 ×12 | 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 |
| ChatGPT gets our features and pricing wrong. How do we correct what AI assistants say about our product? ai-gets-product-facts-wrong | 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 ChatGPT ×23, OpenAI ×19, Bing Webmaster Tools ×15, G2 ×14, Capterra ×13 | 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 |
| AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise? answer-objections-ai-raises | 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 ChatGPT ×18, Perplexity ×17, Claude ×15, Gemini ×15, G2 ×13 | 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 |
| How do I get my product mentioned in Claude's and ChatGPT's answers? product-mentioned-claudes-chatgpts-answers | 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 ChatGPT ×22, Claude ×22, Anthropic ×20, OpenAI ×20, Capterra ×16 | 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 |
| 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? change-what-model-believes-without-search | 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 ChatGPT ×18, Gemini ×16, Claude ×15, OpenAI ×15, G2 ×12 | 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 |
| What kind of content makes AI assistants more likely to recommend a product? kind-content-makes-ai-assistants | 20% of 280 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all) Capterra ×12, ChatGPT ×12, G2 ×12, Google ×12, Perplexity ×12 | 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 |
| Do comparison pages help a product show up in AI answers? comparison-pages-help-product-show | 27% of 208 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all) ChatGPT ×11, G2 ×11, Perplexity ×10, Capterra ×9, Google ×8 | 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 |
| What does an answer engine optimization content strategy look like for a B2B SaaS company? aeo-content-strategy-b2b-saas | 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 ChatGPT ×16, Perplexity ×15, GA4 ×14, Capterra ×13, G2 ×13 | 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 |
| How should we write and structure our documentation so AI assistants recommend our developer tool? docs-structure-ai-recommends-developer-tool | 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 ChatGPT ×16, Claude ×16, Gemini ×15, Mintlify ×14, Perplexity ×14 | 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 |
| Which third-party sites matter most for getting cited by AI search engines? third-party-sites-matter-getting | 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 G2 ×24, Reddit ×24, Wikipedia ×24, Capterra ×23, YouTube ×23 | 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 |
| 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? competitor-cited-reddit-listicles | 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 G2 ×24, Reddit ×24, Capterra ×17, TrustRadius ×16, ChatGPT ×13 | 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 |
| 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? see-search-results-llm-reads | 19% of 251 product mentions are Cheap Seats or a configured competitor (6 of 12 competitors named at all) ChatGPT ×15, Perplexity ×15, OpenAI ×11, Gemini ×10, Google ×10 | 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 |
| Is llms.txt worth adding to our site for AI visibility? llms-txt-worth-adding-site | 17% of 351 product mentions are Cheap Seats or a configured competitor (5 of 12 competitors named at all) Google ×17, Cursor ×12, Mintlify ×12, Perplexity ×12, Reddit ×12 | 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 |
| Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search? schema-markup-ai-citations | 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 OpenAI ×16, Google ×14, Google AI Overviews ×14, ChatGPT ×13, Google Rich Results Test ×11 | 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 |
| How should we prioritize fixes to improve how AI assistants describe our product? prioritize-fixes-improve-ai-assistants | 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 ChatGPT ×17, Gemini ×15, Claude ×14, Perplexity ×14, Capterra ×11 | 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 |
| What are the quickest wins for improving our brand's visibility in AI search? fastest-wins-ai-search-visibility | 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 Perplexity ×22, Bing Webmaster Tools ×20, ChatGPT ×18, Capterra ×15, G2 ×15 | 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 |
| How long does it take for new content to change what ChatGPT and Perplexity say about us? how-long-content-changes-ai-answers | 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 ChatGPT ×24, Perplexity ×24, OpenAI ×18, Bing ×11, Reddit ×10 | 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 |
Duplicates 0
Two prompts whose answers name nearly the same products, with the same verdicts.
None.
Rewritten by the assistant 7
The assistants search for this question in quite different words.
| Prompt | Numbers | Suggestion |
|---|---|---|
| ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? chatgpt-keeps-recommending-competitor-instead | 8% of a search's words come from the prompt and it keeps 14% of the prompt's, over 31 searches | buyers' assistants search for different words: "search", "2026", "oai-searchbot", "ai", "brand"; consider phrasing the prompt that way |
| How can I find out why an AI assistant prefers a competitor's product over ours? find-why-ai-assistant-prefers | 6% of a search's words come from the prompt and it keeps 8% of the prompt's, over 23 searches | buyers' assistants search for different words: "competitor", "chatgpt", "visibility", "brand", "sources"; consider phrasing the prompt that way |
| AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise? answer-objections-ai-raises | 11% of a search's words come from the prompt and it keeps 12% of the prompt's, over 24 searches | buyers' assistants search for different words: "brand", "search", "chatgpt", "citations", "2026"; consider phrasing the prompt that way |
| How do I get my product mentioned in Claude's and ChatGPT's answers? product-mentioned-claudes-chatgpts-answers | 4% of a search's words come from the prompt and it keeps 8% of the prompt's, over 37 searches | buyers' assistants search for different words: "chatgpt", "2026", "claude", "search", "merchants"; consider phrasing the prompt that way |
| 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? competitor-cited-reddit-listicles | 24% of a search's words come from the prompt and it keeps 24% of the prompt's, over 28 searches | buyers' assistants search for different words: "2026", "search", "business", "citations", "spam"; consider phrasing the prompt that way |
| 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? see-search-results-llm-reads | 21% of a search's words come from the prompt and it keeps 21% of the prompt's, over 35 searches | buyers' assistants search for different words: "sources", "queries", "query", "visibility", "fan-out"; consider phrasing the prompt that way |
| How should we prioritize fixes to improve how AI assistants describe our product? prioritize-fixes-improve-ai-assistants | 13% of a search's words come from the prompt and it keeps 21% of the prompt's, over 24 searches | buyers' assistants search for different words: "2026", "brand", "chatgpt", "search", "citations"; consider phrasing the prompt that way |
Branded leak 0
Outside head-to-heads, the prompt or its searches name the brand.
None.
Jev 6
What Jev makes of the prompts' wording alone, before any answers: two prompts one good answer would serve, a prompt about something other than what the brand does, one that reads as the other intent from the one it's set to, one that names the brand in a spelling the word match misses. Stored by cheapseats check, cheapseats review -jev and after each run; this page asks nothing. Each flag shows Jev's probability; a flag needs 0.7.
| Flag | Prompt | Jev says | Suggestion |
|---|---|---|---|
| duplicate | ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? {chatgpt-keeps-recommending-competitor-instead ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? true 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice] {0 24 0 0 0.13798057582897535} {0 6 0 0 0.3903430336530645} [0 0 0 0] 0x103ef8304630 1 [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Profound 13} {Peec AI 11} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Semrush AI Toolkit 10} {Otterly.AI 9} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Ahrefs Brand Radar 7} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {Frase 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] 0.155 330 6 0 map[absent:24] 31 0.084 0.14 [search 2026 oai-searchbot ai brand recommendations site.help.openai.com tools] 0 [flat off_target rewritten] map[adobe brand visibility:0.041666666666666664 aeo:0.041666666666666664 ahrefs brand radar:0.2916666666666667 ai overviews:0.041666666666666664 athenahq:0.16666666666666666 authority tech:0.041666666666666664 bing:0.2916666666666667 bing webmaster tools:0.4166666666666667 bluehost:0.041666666666666664 capterra:0.625 chatgpt:0.9583333333333334 chen et al.:0.041666666666666664 claude:0.125 cloudflare:0.125 copilot:0.08333333333333333 crunchbase:0.2916666666666667 dupple:0.041666666666666664 emarketer:0.08333333333333333 etsy:0.041666666666666664 evertune:0.125 frase:0.041666666666666664 g2:0.625 ga4:0.08333333333333333 gemini:0.4166666666666667 geo:0.041666666666666664 goodie ai:0.041666666666666664 google:0.25 google ai mode:0.041666666666666664 google ai overviews:0.20833333333333334 google analytics 4:0.25 google search console:0.16666666666666666 google sheets:0.25 gptbot:0.25 gracker:0.041666666666666664 hubspot:0.041666666666666664 hubspot aeo grader:0.041666666666666664 indexnow:0.041666666666666664 let's data science:0.08333333333333333 letsdatascience:0.041666666666666664 linkedin:0.20833333333333334 llm pulse:0.041666666666666664 llmrefs:0.041666666666666664 marketerhire:0.041666666666666664 marketful:0.041666666666666664 microsoft:0.041666666666666664 oai-searchbot:0.3333333333333333 openai:0.5833333333333334 otterly.ai:0.375 parse:0.125 parse.gl:0.041666666666666664 peec ai:0.4583333333333333 pepper:0.125 perplexity:0.375 profound:0.5416666666666666 quora:0.08333333333333333 reddit:0.4583333333333333 relevant audience:0.041666666666666664 rivo:0.041666666666666664 salesforce:0.041666666666666664 scrunch:0.125 scrunch ai:0.08333333333333333 se ranking:0.041666666666666664 seer interactive:0.08333333333333333 semrush ai toolkit:0.4166666666666667 semrush ai visibility:0.041666666666666664 shiprocket:0.041666666666666664 shopify:0.125 shopify catalog:0.08333333333333333 superlines:0.125 surfer:0.08333333333333333 texta:0.08333333333333333 the publive:0.041666666666666664 topify:0.041666666666666664 trustradius:0.375 visible:0.041666666666666664 visible/contender:0.041666666666666664 waikay:0.041666666666666664 webfx:0.041666666666666664 wikidata:0.25 wikipedia:0.4583333333333333 writesonic:0.041666666666666664 youtube:0.125]} How do I get my product mentioned in Claude's and ChatGPT's answers? {find-why-ai-assistant-prefers How can I find out why an AI assistant prefers a competitor's product over ours? false 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them] {0 24 0 0 0.13798057582897535} {0 24 0 0 0.13798057582897535} [0 0 0 0] 0x103ef8304660 1 [{Profound 17} {Peec AI 16} {ChatGPT 15} {Gemini 15} {Claude 14} {Perplexity 14} {G2 12} {Reddit 12} {Copilot 11} {Google AI Overviews 11} {Capterra 10} {Otterly.AI 10} {Ahrefs Brand Radar 9} {Semrush AI Toolkit 9} {Wikipedia 8} {Scrunch 7} {Scrunch AI 7} {Google Sheets 6} {YouTube 6} {Amplitude 5} {Texta 5} {AthenaHQ 4} {LLM Pulse 4} {Airefs 3} {DerivateX 3} {Google AI Mode 3} {Google Search Console 3} {MarketScale 3} {MarketerHire 3} {SE Ranking 3} {Bing 2} {Crunchbase 2} {Excel 2} {Exploding Topics 2} {GPTBot 2} {Google 2} {Google-Extended 2} {HubSpot AI Search Grader 2} {OpenAI 2} {Otterly AI 2} {PerplexityBot 2} {Promptfoo 2} {Rankability 2} {TrustRadius 2} {Wikidata 2} {11x 1} {Adobe 1} {BrandRank.AI 1} {Brandlight 1} {ClaudeBot 1} {Clearscope 1} {Cloudflare 1} {Contently 1} {Gartner 1} {Grok 1} {Intempt 1} {LSEO 1} {LinkedIn 1} {Marketful 1} {Nightwatch 1} {Nogood 1} {OAI-SearchBot 1} {Passionfruit 1} {Quora 1} {Rivo 1} {SE Visible 1} {Seer Interactive 1} {Semrush AI Visibility Toolkit 1} {Senso 1} {Something Inc. 1} {Stack Overflow 1} {Superlines 1} {Tenspeed 1} {Three Seven Marketing 1} {Titan 1} {TripleDart 1} {Writesonic 1} {ZipTie.dev 1} {arXiv 1} {chudi.dev 1} {geoSurge 1} {getairefs 1} {sig.ai 1}] [{ChatGPT 15} {Gemini 15} {Claude 14} {Perplexity 14} {G2 12} {Reddit 12} {Copilot 11} {Google AI Overviews 11} {Capterra 10} {Wikipedia 8} {Scrunch 7} {Scrunch AI 7} {Google Sheets 6} {YouTube 6} {Amplitude 5} {Texta 5} {AthenaHQ 4} {LLM Pulse 4} {Airefs 3} {DerivateX 3} {Google AI Mode 3} {Google Search Console 3} {MarketScale 3} {MarketerHire 3} {SE Ranking 3} {Bing 2} {Crunchbase 2} {Excel 2} {Exploding Topics 2} {GPTBot 2} {Google 2} {Google-Extended 2} {HubSpot AI Search Grader 2} {OpenAI 2} {Otterly AI 2} {PerplexityBot 2} {Promptfoo 2} {Rankability 2} {TrustRadius 2} {Wikidata 2} {11x 1} {Adobe 1} {BrandRank.AI 1} {Brandlight 1} {ClaudeBot 1} {Clearscope 1} {Cloudflare 1} {Contently 1} {Gartner 1} {Grok 1} {Intempt 1} {LSEO 1} {LinkedIn 1} {Marketful 1} {Nightwatch 1} {Nogood 1} {OAI-SearchBot 1} {Passionfruit 1} {Quora 1} {Rivo 1} {SE Visible 1} {Seer Interactive 1} {Semrush AI Visibility Toolkit 1} {Senso 1} {Something Inc. 1} {Stack Overflow 1} {Superlines 1} {Tenspeed 1} {Three Seven Marketing 1} {Titan 1} {TripleDart 1} {Writesonic 1} {ZipTie.dev 1} {arXiv 1} {chudi.dev 1} {geoSurge 1} {getairefs 1} {sig.ai 1}] 0.193 316 5 0 map[absent:24] 23 0.055 0.077 [competitor chatgpt visibility brand sources search 2026 citations] 0 [flat off_target rewritten] map[11x:0.041666666666666664 adobe:0.041666666666666664 ahrefs brand radar:0.375 airefs:0.125 amplitude:0.20833333333333334 arxiv:0.041666666666666664 athenahq:0.16666666666666666 bing:0.08333333333333333 brandlight:0.041666666666666664 brandrank.ai:0.041666666666666664 capterra:0.4166666666666667 chatgpt:0.625 chudi.dev:0.041666666666666664 claude:0.5833333333333334 claudebot:0.041666666666666664 clearscope:0.041666666666666664 cloudflare:0.041666666666666664 contently:0.041666666666666664 copilot:0.4583333333333333 crunchbase:0.08333333333333333 derivatex:0.125 excel:0.08333333333333333 exploding topics:0.08333333333333333 g2:0.5 gartner:0.041666666666666664 gemini:0.625 geosurge:0.041666666666666664 getairefs:0.041666666666666664 google:0.08333333333333333 google ai mode:0.125 google ai overviews:0.4583333333333333 google search console:0.125 google sheets:0.25 google-extended:0.08333333333333333 gptbot:0.08333333333333333 grok:0.041666666666666664 hubspot ai search grader:0.08333333333333333 intempt:0.041666666666666664 linkedin:0.041666666666666664 llm pulse:0.16666666666666666 lseo:0.041666666666666664 marketerhire:0.125 marketful:0.041666666666666664 marketscale:0.125 nightwatch:0.041666666666666664 nogood:0.041666666666666664 oai-searchbot:0.041666666666666664 openai:0.08333333333333333 otterly ai:0.08333333333333333 otterly.ai:0.4166666666666667 passionfruit:0.041666666666666664 peec ai:0.6666666666666666 perplexity:0.5833333333333334 perplexitybot:0.08333333333333333 profound:0.7083333333333334 promptfoo:0.08333333333333333 quora:0.041666666666666664 rankability:0.08333333333333333 reddit:0.5 rivo:0.041666666666666664 scrunch:0.2916666666666667 scrunch ai:0.2916666666666667 se ranking:0.125 se visible:0.041666666666666664 seer interactive:0.041666666666666664 semrush ai toolkit:0.375 semrush ai visibility toolkit:0.041666666666666664 senso:0.041666666666666664 sig.ai:0.041666666666666664 something inc.:0.041666666666666664 stack overflow:0.041666666666666664 superlines:0.041666666666666664 tenspeed:0.041666666666666664 texta:0.20833333333333334 three seven marketing:0.041666666666666664 titan:0.041666666666666664 tripledart:0.041666666666666664 trustradius:0.08333333333333333 wikidata:0.08333333333333333 wikipedia:0.3333333333333333 writesonic:0.041666666666666664 youtube:0.25 ziptie.dev:0.041666666666666664]} | chatgpt-keeps-recommending-competitor-instead and product-mentioned-claudes-chatgpts-answers may ask the same thing (0.79) | Merge them to save answers: keep one, retire the other. |
| duplicate | How do I get my product mentioned in Claude's and ChatGPT's answers? {chatgpt-keeps-recommending-competitor-instead ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? true 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice] {0 24 0 0 0.13798057582897535} {0 6 0 0 0.3903430336530645} [0 0 0 0] 0x103ef8304630 1 [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Profound 13} {Peec AI 11} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Semrush AI Toolkit 10} {Otterly.AI 9} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Ahrefs Brand Radar 7} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {Frase 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] 0.155 330 6 0 map[absent:24] 31 0.084 0.14 [search 2026 oai-searchbot ai brand recommendations site.help.openai.com tools] 0 [flat off_target rewritten] map[adobe brand visibility:0.041666666666666664 aeo:0.041666666666666664 ahrefs brand radar:0.2916666666666667 ai overviews:0.041666666666666664 athenahq:0.16666666666666666 authority tech:0.041666666666666664 bing:0.2916666666666667 bing webmaster tools:0.4166666666666667 bluehost:0.041666666666666664 capterra:0.625 chatgpt:0.9583333333333334 chen et al.:0.041666666666666664 claude:0.125 cloudflare:0.125 copilot:0.08333333333333333 crunchbase:0.2916666666666667 dupple:0.041666666666666664 emarketer:0.08333333333333333 etsy:0.041666666666666664 evertune:0.125 frase:0.041666666666666664 g2:0.625 ga4:0.08333333333333333 gemini:0.4166666666666667 geo:0.041666666666666664 goodie ai:0.041666666666666664 google:0.25 google ai mode:0.041666666666666664 google ai overviews:0.20833333333333334 google analytics 4:0.25 google search console:0.16666666666666666 google sheets:0.25 gptbot:0.25 gracker:0.041666666666666664 hubspot:0.041666666666666664 hubspot aeo grader:0.041666666666666664 indexnow:0.041666666666666664 let's data science:0.08333333333333333 letsdatascience:0.041666666666666664 linkedin:0.20833333333333334 llm pulse:0.041666666666666664 llmrefs:0.041666666666666664 marketerhire:0.041666666666666664 marketful:0.041666666666666664 microsoft:0.041666666666666664 oai-searchbot:0.3333333333333333 openai:0.5833333333333334 otterly.ai:0.375 parse:0.125 parse.gl:0.041666666666666664 peec ai:0.4583333333333333 pepper:0.125 perplexity:0.375 profound:0.5416666666666666 quora:0.08333333333333333 reddit:0.4583333333333333 relevant audience:0.041666666666666664 rivo:0.041666666666666664 salesforce:0.041666666666666664 scrunch:0.125 scrunch ai:0.08333333333333333 se ranking:0.041666666666666664 seer interactive:0.08333333333333333 semrush ai toolkit:0.4166666666666667 semrush ai visibility:0.041666666666666664 shiprocket:0.041666666666666664 shopify:0.125 shopify catalog:0.08333333333333333 superlines:0.125 surfer:0.08333333333333333 texta:0.08333333333333333 the publive:0.041666666666666664 topify:0.041666666666666664 trustradius:0.375 visible:0.041666666666666664 visible/contender:0.041666666666666664 waikay:0.041666666666666664 webfx:0.041666666666666664 wikidata:0.25 wikipedia:0.4583333333333333 writesonic:0.041666666666666664 youtube:0.125]} What kind of content makes AI assistants more likely to recommend a product? {find-why-ai-assistant-prefers How can I find out why an AI assistant prefers a competitor's product over ours? false 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them] {0 24 0 0 0.13798057582897535} {0 24 0 0 0.13798057582897535} [0 0 0 0] 0x103ef8304660 1 [{Profound 17} {Peec AI 16} {ChatGPT 15} {Gemini 15} {Claude 14} {Perplexity 14} {G2 12} {Reddit 12} {Copilot 11} {Google AI Overviews 11} {Capterra 10} {Otterly.AI 10} {Ahrefs Brand Radar 9} {Semrush AI Toolkit 9} {Wikipedia 8} {Scrunch 7} {Scrunch AI 7} {Google Sheets 6} {YouTube 6} {Amplitude 5} {Texta 5} {AthenaHQ 4} {LLM Pulse 4} {Airefs 3} {DerivateX 3} {Google AI Mode 3} {Google Search Console 3} {MarketScale 3} {MarketerHire 3} {SE Ranking 3} {Bing 2} {Crunchbase 2} {Excel 2} {Exploding Topics 2} {GPTBot 2} {Google 2} {Google-Extended 2} {HubSpot AI Search Grader 2} {OpenAI 2} {Otterly AI 2} {PerplexityBot 2} {Promptfoo 2} {Rankability 2} {TrustRadius 2} {Wikidata 2} {11x 1} {Adobe 1} {BrandRank.AI 1} {Brandlight 1} {ClaudeBot 1} {Clearscope 1} {Cloudflare 1} {Contently 1} {Gartner 1} {Grok 1} {Intempt 1} {LSEO 1} {LinkedIn 1} {Marketful 1} {Nightwatch 1} {Nogood 1} {OAI-SearchBot 1} {Passionfruit 1} {Quora 1} {Rivo 1} {SE Visible 1} {Seer Interactive 1} {Semrush AI Visibility Toolkit 1} {Senso 1} {Something Inc. 1} {Stack Overflow 1} {Superlines 1} {Tenspeed 1} {Three Seven Marketing 1} {Titan 1} {TripleDart 1} {Writesonic 1} {ZipTie.dev 1} {arXiv 1} {chudi.dev 1} {geoSurge 1} {getairefs 1} {sig.ai 1}] [{ChatGPT 15} {Gemini 15} {Claude 14} {Perplexity 14} {G2 12} {Reddit 12} {Copilot 11} {Google AI Overviews 11} {Capterra 10} {Wikipedia 8} {Scrunch 7} {Scrunch AI 7} {Google Sheets 6} {YouTube 6} {Amplitude 5} {Texta 5} {AthenaHQ 4} {LLM Pulse 4} {Airefs 3} {DerivateX 3} {Google AI Mode 3} {Google Search Console 3} {MarketScale 3} {MarketerHire 3} {SE Ranking 3} {Bing 2} {Crunchbase 2} {Excel 2} {Exploding Topics 2} {GPTBot 2} {Google 2} {Google-Extended 2} {HubSpot AI Search Grader 2} {OpenAI 2} {Otterly AI 2} {PerplexityBot 2} {Promptfoo 2} {Rankability 2} {TrustRadius 2} {Wikidata 2} {11x 1} {Adobe 1} {BrandRank.AI 1} {Brandlight 1} {ClaudeBot 1} {Clearscope 1} {Cloudflare 1} {Contently 1} {Gartner 1} {Grok 1} {Intempt 1} {LSEO 1} {LinkedIn 1} {Marketful 1} {Nightwatch 1} {Nogood 1} {OAI-SearchBot 1} {Passionfruit 1} {Quora 1} {Rivo 1} {SE Visible 1} {Seer Interactive 1} {Semrush AI Visibility Toolkit 1} {Senso 1} {Something Inc. 1} {Stack Overflow 1} {Superlines 1} {Tenspeed 1} {Three Seven Marketing 1} {Titan 1} {TripleDart 1} {Writesonic 1} {ZipTie.dev 1} {arXiv 1} {chudi.dev 1} {geoSurge 1} {getairefs 1} {sig.ai 1}] 0.193 316 5 0 map[absent:24] 23 0.055 0.077 [competitor chatgpt visibility brand sources search 2026 citations] 0 [flat off_target rewritten] map[11x:0.041666666666666664 adobe:0.041666666666666664 ahrefs brand radar:0.375 airefs:0.125 amplitude:0.20833333333333334 arxiv:0.041666666666666664 athenahq:0.16666666666666666 bing:0.08333333333333333 brandlight:0.041666666666666664 brandrank.ai:0.041666666666666664 capterra:0.4166666666666667 chatgpt:0.625 chudi.dev:0.041666666666666664 claude:0.5833333333333334 claudebot:0.041666666666666664 clearscope:0.041666666666666664 cloudflare:0.041666666666666664 contently:0.041666666666666664 copilot:0.4583333333333333 crunchbase:0.08333333333333333 derivatex:0.125 excel:0.08333333333333333 exploding topics:0.08333333333333333 g2:0.5 gartner:0.041666666666666664 gemini:0.625 geosurge:0.041666666666666664 getairefs:0.041666666666666664 google:0.08333333333333333 google ai mode:0.125 google ai overviews:0.4583333333333333 google search console:0.125 google sheets:0.25 google-extended:0.08333333333333333 gptbot:0.08333333333333333 grok:0.041666666666666664 hubspot ai search grader:0.08333333333333333 intempt:0.041666666666666664 linkedin:0.041666666666666664 llm pulse:0.16666666666666666 lseo:0.041666666666666664 marketerhire:0.125 marketful:0.041666666666666664 marketscale:0.125 nightwatch:0.041666666666666664 nogood:0.041666666666666664 oai-searchbot:0.041666666666666664 openai:0.08333333333333333 otterly ai:0.08333333333333333 otterly.ai:0.4166666666666667 passionfruit:0.041666666666666664 peec ai:0.6666666666666666 perplexity:0.5833333333333334 perplexitybot:0.08333333333333333 profound:0.7083333333333334 promptfoo:0.08333333333333333 quora:0.041666666666666664 rankability:0.08333333333333333 reddit:0.5 rivo:0.041666666666666664 scrunch:0.2916666666666667 scrunch ai:0.2916666666666667 se ranking:0.125 se visible:0.041666666666666664 seer interactive:0.041666666666666664 semrush ai toolkit:0.375 semrush ai visibility toolkit:0.041666666666666664 senso:0.041666666666666664 sig.ai:0.041666666666666664 something inc.:0.041666666666666664 stack overflow:0.041666666666666664 superlines:0.041666666666666664 tenspeed:0.041666666666666664 texta:0.20833333333333334 three seven marketing:0.041666666666666664 titan:0.041666666666666664 tripledart:0.041666666666666664 trustradius:0.08333333333333333 wikidata:0.08333333333333333 wikipedia:0.3333333333333333 writesonic:0.041666666666666664 youtube:0.25 ziptie.dev:0.041666666666666664]} | product-mentioned-claudes-chatgpts-answers and kind-content-makes-ai-assistants may ask the same thing (0.72) | Merge them to save answers: keep one, retire the other. |
| off_target | What kind of content makes AI assistants more likely to recommend a product? {chatgpt-keeps-recommending-competitor-instead ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? true 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice] {0 24 0 0 0.13798057582897535} {0 6 0 0 0.3903430336530645} [0 0 0 0] 0x103ef8304630 1 [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Profound 13} {Peec AI 11} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Semrush AI Toolkit 10} {Otterly.AI 9} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Ahrefs Brand Radar 7} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {Frase 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] 0.155 330 6 0 map[absent:24] 31 0.084 0.14 [search 2026 oai-searchbot ai brand recommendations site.help.openai.com tools] 0 [flat off_target rewritten] map[adobe brand visibility:0.041666666666666664 aeo:0.041666666666666664 ahrefs brand radar:0.2916666666666667 ai overviews:0.041666666666666664 athenahq:0.16666666666666666 authority tech:0.041666666666666664 bing:0.2916666666666667 bing webmaster tools:0.4166666666666667 bluehost:0.041666666666666664 capterra:0.625 chatgpt:0.9583333333333334 chen et al.:0.041666666666666664 claude:0.125 cloudflare:0.125 copilot:0.08333333333333333 crunchbase:0.2916666666666667 dupple:0.041666666666666664 emarketer:0.08333333333333333 etsy:0.041666666666666664 evertune:0.125 frase:0.041666666666666664 g2:0.625 ga4:0.08333333333333333 gemini:0.4166666666666667 geo:0.041666666666666664 goodie ai:0.041666666666666664 google:0.25 google ai mode:0.041666666666666664 google ai overviews:0.20833333333333334 google analytics 4:0.25 google search console:0.16666666666666666 google sheets:0.25 gptbot:0.25 gracker:0.041666666666666664 hubspot:0.041666666666666664 hubspot aeo grader:0.041666666666666664 indexnow:0.041666666666666664 let's data science:0.08333333333333333 letsdatascience:0.041666666666666664 linkedin:0.20833333333333334 llm pulse:0.041666666666666664 llmrefs:0.041666666666666664 marketerhire:0.041666666666666664 marketful:0.041666666666666664 microsoft:0.041666666666666664 oai-searchbot:0.3333333333333333 openai:0.5833333333333334 otterly.ai:0.375 parse:0.125 parse.gl:0.041666666666666664 peec ai:0.4583333333333333 pepper:0.125 perplexity:0.375 profound:0.5416666666666666 quora:0.08333333333333333 reddit:0.4583333333333333 relevant audience:0.041666666666666664 rivo:0.041666666666666664 salesforce:0.041666666666666664 scrunch:0.125 scrunch ai:0.08333333333333333 se ranking:0.041666666666666664 seer interactive:0.08333333333333333 semrush ai toolkit:0.4166666666666667 semrush ai visibility:0.041666666666666664 shiprocket:0.041666666666666664 shopify:0.125 shopify catalog:0.08333333333333333 superlines:0.125 surfer:0.08333333333333333 texta:0.08333333333333333 the publive:0.041666666666666664 topify:0.041666666666666664 trustradius:0.375 visible:0.041666666666666664 visible/contender:0.041666666666666664 waikay:0.041666666666666664 webfx:0.041666666666666664 wikidata:0.25 wikipedia:0.4583333333333333 writesonic:0.041666666666666664 youtube:0.125]} | kind-content-makes-ai-assistants may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand (0.71) | Add context to the prompt (the category, who is asking), or retire it. |
| off_target | Which third-party sites matter most for getting cited by AI search engines? {chatgpt-keeps-recommending-competitor-instead ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? true 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice] {0 24 0 0 0.13798057582897535} {0 6 0 0 0.3903430336530645} [0 0 0 0] 0x103ef8304630 1 [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Profound 13} {Peec AI 11} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Semrush AI Toolkit 10} {Otterly.AI 9} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Ahrefs Brand Radar 7} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {Frase 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] 0.155 330 6 0 map[absent:24] 31 0.084 0.14 [search 2026 oai-searchbot ai brand recommendations site.help.openai.com tools] 0 [flat off_target rewritten] map[adobe brand visibility:0.041666666666666664 aeo:0.041666666666666664 ahrefs brand radar:0.2916666666666667 ai overviews:0.041666666666666664 athenahq:0.16666666666666666 authority tech:0.041666666666666664 bing:0.2916666666666667 bing webmaster tools:0.4166666666666667 bluehost:0.041666666666666664 capterra:0.625 chatgpt:0.9583333333333334 chen et al.:0.041666666666666664 claude:0.125 cloudflare:0.125 copilot:0.08333333333333333 crunchbase:0.2916666666666667 dupple:0.041666666666666664 emarketer:0.08333333333333333 etsy:0.041666666666666664 evertune:0.125 frase:0.041666666666666664 g2:0.625 ga4:0.08333333333333333 gemini:0.4166666666666667 geo:0.041666666666666664 goodie ai:0.041666666666666664 google:0.25 google ai mode:0.041666666666666664 google ai overviews:0.20833333333333334 google analytics 4:0.25 google search console:0.16666666666666666 google sheets:0.25 gptbot:0.25 gracker:0.041666666666666664 hubspot:0.041666666666666664 hubspot aeo grader:0.041666666666666664 indexnow:0.041666666666666664 let's data science:0.08333333333333333 letsdatascience:0.041666666666666664 linkedin:0.20833333333333334 llm pulse:0.041666666666666664 llmrefs:0.041666666666666664 marketerhire:0.041666666666666664 marketful:0.041666666666666664 microsoft:0.041666666666666664 oai-searchbot:0.3333333333333333 openai:0.5833333333333334 otterly.ai:0.375 parse:0.125 parse.gl:0.041666666666666664 peec ai:0.4583333333333333 pepper:0.125 perplexity:0.375 profound:0.5416666666666666 quora:0.08333333333333333 reddit:0.4583333333333333 relevant audience:0.041666666666666664 rivo:0.041666666666666664 salesforce:0.041666666666666664 scrunch:0.125 scrunch ai:0.08333333333333333 se ranking:0.041666666666666664 seer interactive:0.08333333333333333 semrush ai toolkit:0.4166666666666667 semrush ai visibility:0.041666666666666664 shiprocket:0.041666666666666664 shopify:0.125 shopify catalog:0.08333333333333333 superlines:0.125 surfer:0.08333333333333333 texta:0.08333333333333333 the publive:0.041666666666666664 topify:0.041666666666666664 trustradius:0.375 visible:0.041666666666666664 visible/contender:0.041666666666666664 waikay:0.041666666666666664 webfx:0.041666666666666664 wikidata:0.25 wikipedia:0.4583333333333333 writesonic:0.041666666666666664 youtube:0.125]} | third-party-sites-matter-getting may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand (0.71) | Add context to the prompt (the category, who is asking), or retire it. |
| off_target | Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search? {chatgpt-keeps-recommending-competitor-instead ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? true 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice] {0 24 0 0 0.13798057582897535} {0 6 0 0 0.3903430336530645} [0 0 0 0] 0x103ef8304630 1 [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Profound 13} {Peec AI 11} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Semrush AI Toolkit 10} {Otterly.AI 9} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Ahrefs Brand Radar 7} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {Frase 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] 0.155 330 6 0 map[absent:24] 31 0.084 0.14 [search 2026 oai-searchbot ai brand recommendations site.help.openai.com tools] 0 [flat off_target rewritten] map[adobe brand visibility:0.041666666666666664 aeo:0.041666666666666664 ahrefs brand radar:0.2916666666666667 ai overviews:0.041666666666666664 athenahq:0.16666666666666666 authority tech:0.041666666666666664 bing:0.2916666666666667 bing webmaster tools:0.4166666666666667 bluehost:0.041666666666666664 capterra:0.625 chatgpt:0.9583333333333334 chen et al.:0.041666666666666664 claude:0.125 cloudflare:0.125 copilot:0.08333333333333333 crunchbase:0.2916666666666667 dupple:0.041666666666666664 emarketer:0.08333333333333333 etsy:0.041666666666666664 evertune:0.125 frase:0.041666666666666664 g2:0.625 ga4:0.08333333333333333 gemini:0.4166666666666667 geo:0.041666666666666664 goodie ai:0.041666666666666664 google:0.25 google ai mode:0.041666666666666664 google ai overviews:0.20833333333333334 google analytics 4:0.25 google search console:0.16666666666666666 google sheets:0.25 gptbot:0.25 gracker:0.041666666666666664 hubspot:0.041666666666666664 hubspot aeo grader:0.041666666666666664 indexnow:0.041666666666666664 let's data science:0.08333333333333333 letsdatascience:0.041666666666666664 linkedin:0.20833333333333334 llm pulse:0.041666666666666664 llmrefs:0.041666666666666664 marketerhire:0.041666666666666664 marketful:0.041666666666666664 microsoft:0.041666666666666664 oai-searchbot:0.3333333333333333 openai:0.5833333333333334 otterly.ai:0.375 parse:0.125 parse.gl:0.041666666666666664 peec ai:0.4583333333333333 pepper:0.125 perplexity:0.375 profound:0.5416666666666666 quora:0.08333333333333333 reddit:0.4583333333333333 relevant audience:0.041666666666666664 rivo:0.041666666666666664 salesforce:0.041666666666666664 scrunch:0.125 scrunch ai:0.08333333333333333 se ranking:0.041666666666666664 seer interactive:0.08333333333333333 semrush ai toolkit:0.4166666666666667 semrush ai visibility:0.041666666666666664 shiprocket:0.041666666666666664 shopify:0.125 shopify catalog:0.08333333333333333 superlines:0.125 surfer:0.08333333333333333 texta:0.08333333333333333 the publive:0.041666666666666664 topify:0.041666666666666664 trustradius:0.375 visible:0.041666666666666664 visible/contender:0.041666666666666664 waikay:0.041666666666666664 webfx:0.041666666666666664 wikidata:0.25 wikipedia:0.4583333333333333 writesonic:0.041666666666666664 youtube:0.125]} | schema-markup-ai-citations may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand (0.77) | Add context to the prompt (the category, who is asking), or retire it. |
| off_target | Who should own AI visibility work: SEO, content, product marketing or the docs team? {chatgpt-keeps-recommending-competitor-instead ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? true 4 24 true 2026-10-21 [asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice] {0 24 0 0 0.13798057582897535} {0 6 0 0 0.3903430336530645} [0 0 0 0] 0x103ef8304630 1 [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Profound 13} {Peec AI 11} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Semrush AI Toolkit 10} {Otterly.AI 9} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Ahrefs Brand Radar 7} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {Frase 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] [{ChatGPT 23} {Capterra 15} {G2 15} {OpenAI 14} {Reddit 11} {Wikipedia 11} {Bing Webmaster Tools 10} {Gemini 10} {Perplexity 9} {TrustRadius 9} {OAI-SearchBot 8} {Bing 7} {Crunchbase 7} {GPTBot 6} {Google 6} {Google Analytics 4 6} {Google Sheets 6} {Wikidata 6} {Google AI Overviews 5} {LinkedIn 5} {AthenaHQ 4} {Google Search Console 4} {Claude 3} {Cloudflare 3} {Evertune 3} {Parse 3} {Pepper 3} {Scrunch 3} {Shopify 3} {Superlines 3} {YouTube 3} {Copilot 2} {GA4 2} {Let's Data Science 2} {Quora 2} {Scrunch AI 2} {Seer Interactive 2} {Shopify Catalog 2} {Surfer 2} {Texta 2} {eMarketer 2} {AEO 1} {AI Overviews 1} {Adobe Brand Visibility 1} {Authority Tech 1} {Bluehost 1} {Chen et al. 1} {Dupple 1} {Etsy 1} {GEO 1} {Goodie AI 1} {Google AI Mode 1} {Gracker 1} {HubSpot 1} {HubSpot AEO Grader 1} {IndexNow 1} {LLM Pulse 1} {LLMrefs 1} {LetsDataScience 1} {MarketerHire 1} {Marketful 1} {Microsoft 1} {Parse.gl 1} {Relevant Audience 1} {Rivo 1} {SE Ranking 1} {Salesforce 1} {Semrush AI Visibility 1} {Shiprocket 1} {The Publive 1} {Topify 1} {Visible 1} {Visible/Contender 1} {Waikay 1} {WebFX 1} {Writesonic 1}] 0.155 330 6 0 map[absent:24] 31 0.084 0.14 [search 2026 oai-searchbot ai brand recommendations site.help.openai.com tools] 0 [flat off_target rewritten] map[adobe brand visibility:0.041666666666666664 aeo:0.041666666666666664 ahrefs brand radar:0.2916666666666667 ai overviews:0.041666666666666664 athenahq:0.16666666666666666 authority tech:0.041666666666666664 bing:0.2916666666666667 bing webmaster tools:0.4166666666666667 bluehost:0.041666666666666664 capterra:0.625 chatgpt:0.9583333333333334 chen et al.:0.041666666666666664 claude:0.125 cloudflare:0.125 copilot:0.08333333333333333 crunchbase:0.2916666666666667 dupple:0.041666666666666664 emarketer:0.08333333333333333 etsy:0.041666666666666664 evertune:0.125 frase:0.041666666666666664 g2:0.625 ga4:0.08333333333333333 gemini:0.4166666666666667 geo:0.041666666666666664 goodie ai:0.041666666666666664 google:0.25 google ai mode:0.041666666666666664 google ai overviews:0.20833333333333334 google analytics 4:0.25 google search console:0.16666666666666666 google sheets:0.25 gptbot:0.25 gracker:0.041666666666666664 hubspot:0.041666666666666664 hubspot aeo grader:0.041666666666666664 indexnow:0.041666666666666664 let's data science:0.08333333333333333 letsdatascience:0.041666666666666664 linkedin:0.20833333333333334 llm pulse:0.041666666666666664 llmrefs:0.041666666666666664 marketerhire:0.041666666666666664 marketful:0.041666666666666664 microsoft:0.041666666666666664 oai-searchbot:0.3333333333333333 openai:0.5833333333333334 otterly.ai:0.375 parse:0.125 parse.gl:0.041666666666666664 peec ai:0.4583333333333333 pepper:0.125 perplexity:0.375 profound:0.5416666666666666 quora:0.08333333333333333 reddit:0.4583333333333333 relevant audience:0.041666666666666664 rivo:0.041666666666666664 salesforce:0.041666666666666664 scrunch:0.125 scrunch ai:0.08333333333333333 se ranking:0.041666666666666664 seer interactive:0.08333333333333333 semrush ai toolkit:0.4166666666666667 semrush ai visibility:0.041666666666666664 shiprocket:0.041666666666666664 shopify:0.125 shopify catalog:0.08333333333333333 superlines:0.125 surfer:0.08333333333333333 texta:0.08333333333333333 the publive:0.041666666666666664 topify:0.041666666666666664 trustradius:0.375 visible:0.041666666666666664 visible/contender:0.041666666666666664 waikay:0.041666666666666664 webfx:0.041666666666666664 wikidata:0.25 wikipedia:0.4583333333333333 writesonic:0.041666666666666664 youtube:0.125]} | who-owns-ai-visibility-work may ask about something other than AI search visibility tools, which measure whether AI assistants recommend a brand (0.71) | Add context to the prompt (the category, who is asking), or retire it. |
Gaps 15
What the set's answers and searches keep coming back to that no prompt asks about: competitors and other products named often, and words the assistants add to searches across prompts. To measure one, paste its prompt into prompt-sets/fix-ai-recommendations.toml by pull request and reword it as your buyers would ask; prompt ids are permanent, so pick one you'll keep.
competitor Profound — named in 263 of 480 answers across 20 prompts, added to 112 searches, its pages cited in 35 answers; no prompt names it
[[prompts]] id = "what-best-alternatives-profound" text = "What are the best alternatives to Profound?"
competitor Peec AI — named in 230 of 480 answers across 20 prompts, added to 92 searches, its pages cited in 25 answers; no prompt names it
[[prompts]] id = "what-best-alternatives-peec-ai" text = "What are the best alternatives to Peec AI?"
competitor Ahrefs Brand Radar — named in 205 of 480 answers across 20 prompts, added to 32 searches, its pages cited in 32 answers; no prompt names it
[[prompts]] id = "what-best-alternatives-ahrefs-brand" text = "What are the best alternatives to Ahrefs Brand Radar?"
competitor Semrush AI Toolkit — named in 175 of 480 answers across 19 prompts, added to 33 searches, its pages cited in 8 answers; no prompt names it
[[prompts]] id = "what-best-alternatives-semrush-ai" text = "What are the best alternatives to Semrush AI Toolkit?"
competitor Otterly.AI — named in 169 of 480 answers across 20 prompts, added to 15 searches, its pages cited in 1 answers; no prompt names it
[[prompts]] id = "what-best-alternatives-otterly-ai" text = "What are the best alternatives to Otterly.AI?"
product G2 — named in 215 of 480 answers across 19 prompts, but neither a configured competitor nor in any prompt
[[prompts]] id = "what-best-alternatives-g2" text = "What are the best alternatives to G2?"
Or, if it is a competitor, add it to the set's competitors:
[[competitors]] name = "G2"
product Capterra — named in 187 of 480 answers across 17 prompts, but neither a configured competitor nor in any prompt
[[prompts]] id = "what-best-alternatives-capterra" text = "What are the best alternatives to Capterra?"
Or, if it is a competitor, add it to the set's competitors:
[[competitors]] name = "Capterra"
product Gemini — named in 185 of 480 answers across 20 prompts, but neither a configured competitor nor in any prompt
[[prompts]] id = "what-best-alternatives-gemini" text = "What are the best alternatives to Gemini?"
Or, if it is a competitor, add it to the set's competitors:
[[competitors]] name = "Gemini"
product OpenAI — named in 157 of 480 answers across 16 prompts, but neither a configured competitor nor in any prompt
[[prompts]] id = "what-best-alternatives-openai" text = "What are the best alternatives to OpenAI?"
Or, if it is a competitor, add it to the set's competitors:
[[competitors]] name = "OpenAI"
product Wikipedia — named in 148 of 480 answers across 17 prompts, but neither a configured competitor nor in any prompt
[[prompts]] id = "what-best-alternatives-wikipedia" text = "What are the best alternatives to Wikipedia?"
Or, if it is a competitor, add it to the set's competitors:
[[competitors]] name = "Wikipedia"
topic 2026 — added to 291 searches across 20 prompts; no prompt uses the word
From the search “AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026”.
[[prompts]] id = "ai-visibility-tracking-tools-profound" text = "AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026?"
topic citations — added to 197 searches across 18 prompts; no prompt uses the word
From the search “schema markup structured data AI Overviews citations study 2026”.
[[prompts]] id = "schema-markup-structured-data-ai" text = "Schema markup structured data AI Overviews citations study 2026?"
topic brand — added to 124 searches across 14 prompts; no prompt uses the word
From the search “influence LLM training data brand perception Common Crawl Wikipedia 2026”.
[[prompts]] id = "influence-llm-training-data-brand" text = "Influence LLM training data brand perception Common Crawl Wikipedia 2026?"
topic oai-searchbot — added to 123 searches across 14 prompts; no prompt uses the word
From the search “Anthropic Claude no ads ad-free announcement 2026 Claude-SearchBot OAI-SearchBot robots.txt”.
[[prompts]] id = "anthropic-claude-ads-ad-free" text = "Anthropic Claude no ads ad-free announcement 2026 Claude-SearchBot OAI-SearchBot robots.txt?"
topic publishers — added to 85 searches across 17 prompts; no prompt uses the word
From the search “site help.openai.com publishers search crawling OAI-SearchBot”.
[[prompts]] id = "site-help-openai-com-publishers" text = "Site help.openai.com publishers search crawling OAI-SearchBot?"
Proposed edits
Every prompt
| Prompt | Runs | Answers | Named | Recommended | From prompt | Flags |
|---|---|---|---|---|---|---|
| ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? chatgpt-keeps-recommending-competitor-instead asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 8% | flat off_target rewritten |
| How can I find out why an AI assistant prefers a competitor's product over ours? find-why-ai-assistant-prefers asked or graded 2 ways in this window (a method change): the rates pool them | 4 | 24 | 0% (0–14) | 0% (0–14) | 6% | flat off_target rewritten |
| ChatGPT gets our features and pricing wrong. How do we correct what AI assistants say about our product? ai-gets-product-facts-wrong asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 24% | flat off_target |
| AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise? answer-objections-ai-raises asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 11% | flat off_target rewritten |
| How do I get my product mentioned in Claude's and ChatGPT's answers? product-mentioned-claudes-chatgpts-answers asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 4% | flat off_target rewritten |
| 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? change-what-model-believes-without-search asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 17% | flat off_target |
| What kind of content makes AI assistants more likely to recommend a product? kind-content-makes-ai-assistants asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 15% | flat off_target |
| Do comparison pages help a product show up in AI answers? comparison-pages-help-product-show asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 23% | flat off_target |
| What does an answer engine optimization content strategy look like for a B2B SaaS company? aeo-content-strategy-b2b-saas asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 30% | flat off_target |
| How should we write and structure our documentation so AI assistants recommend our developer tool? docs-structure-ai-recommends-developer-tool asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 28% | flat off_target |
| Which third-party sites matter most for getting cited by AI search engines? third-party-sites-matter-getting asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 20% | flat off_target |
| 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? competitor-cited-reddit-listicles asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 24% | flat off_target rewritten |
| 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? see-search-results-llm-reads asked or graded 2 ways in this window (a method change): the rates pool them | 4 | 24 | 0% (0–14) | 0% (0–14) | 21% | flat off_target rewritten |
| Is llms.txt worth adding to our site for AI visibility? llms-txt-worth-adding-site asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 22% | flat off_target |
| Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search? schema-markup-ai-citations asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 58% | flat off_target |
| How should we prioritize fixes to improve how AI assistants describe our product? prioritize-fixes-improve-ai-assistants asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 13% | flat off_target rewritten |
| What are the quickest wins for improving our brand's visibility in AI search? fastest-wins-ai-search-visibility asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 24% | flat off_target |
| Who should own AI visibility work: SEO, content, product marketing or the docs team? who-owns-ai-visibility-work asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 33% | flat |
| How long does it take for new content to change what ChatGPT and Perplexity say about us? how-long-content-changes-ai-answers asked or graded 2 ways in this window (a method change): the rates pool them its intent changed in this window: recommended counts only the answers asked as a choice | 4 | 24 | 0% (0–14) | – | 21% | flat off_target |
| Which AI visibility tools tell you what content to create or change, not just where you rank? tools-say-what-content-create asked or graded 2 ways in this window (a method change): the rates pool them | 4 | 24 | 0% (0–14) | 0% (0–14) | 30% | flat |
Review monthly: it's free, and a month of runs is what the flags need.