What the assistants searched
Getting recommended instead of a competitor 2026-10-21 19:53 pooled with the set's finished runs before it that were asked and graded the same way: 1 run · search track only, from the stored answers · this run alone · JSON
80/80answers searched
140searches
133distinct queries
21%from prompt
27%prompt kept
Top queries
Queries counted together whatever their case, quotes or spacing. Cheap Seats's sites: searches whose results included a page on one of them. Competitors: named in a result's title, or its site. Named Cheap Seats: of the graded answers that ran the query, those that named Cheap Seats.
| Query | Prompts | Answers | Cheap Seats's sites | Competitors in results | Named Cheap Seats |
|---|---|---|---|---|---|
| AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 +Peec AI +Profound +Semrush AI Toolkit | 9 17 | 3 | 0/3 | Semrush AI Toolkit ×2 | 0/3 |
| answer engine optimization B2B SaaS content strategy 2026 | 9 | 2 | 0/2 | 0/2 | |
| llms.txt adoption AI crawlers evidence 2026 | 14 | 2 | 0/2 | 0/2 | |
| llms.txt adoption developer documentation AI assistants 2026 | 10 | 2 | 0/2 | 0/2 | |
| most cited domains AI search ChatGPT Perplexity Google AI Overviews study 2026 | 11 | 2 | 0/2 | 0/2 | |
| schema markup structured data AI Overviews ChatGPT citations study 2026 | 15 | 2 | 0/2 | Ahrefs Brand Radar ×2 | 0/2 |
| AI brand visibility tools track LLM mentions Profound Peec AI 2026 +Peec AI +Profound | 6 | 1 | 0/1 | 0/1 | |
| AI crawler robots.txt GPTBot ClaudeBot training opt-in brand visibility LLM | 6 | 1 | 0/1 | 0/1 | |
| AI search most cited domains 2026 ChatGPT Google AI Overviews Perplexity citations study | Ahrefs most cited domains AI search Reddit YouTube Wikipedia 2026 +Ahrefs Brand Radar | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI search most cited domains ChatGPT Perplexity Google AI Overviews 2026 citation sources Ahrefs | 2026 AI citations third party sites Reddit YouTube LinkedIn G2 Wikipedia study +Ahrefs Brand Radar | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI search "raw search results" "Peec" | AI search "retrieval" "scrunch" sources | site.tryprofound.com "search results" "Query" fanout +Peec AI +Profound | 13 | 1 | 0/1 | Profound ×1 | 0/1 |
| AI search visibility GEO quick wins brands 2026 | 17 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand mentions ChatGPT competitor share of voice 2026 | 2 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand mentions ChatGPT Perplexity competitor analysis 2026 | 2 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand monitoring ChatGPT Perplexity 2026 (Profound, Peec AI, Scrunch) +Peec AI +Profound | 16 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand sentiment ChatGPT caveats GEO 2026 | 4 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand sentiment ChatGPT Perplexity monitoring 2026 | 4 | 1 | 0/1 | 0/1 | |
| AI search visibility tools ChatGPT brand mentions GEO 2026 | 1 | 1 | 0/1 | 0/1 | |
| AI search visibility tools track citations ChatGPT Perplexity 2026 Profound Peec AI +Peec AI +Profound | 12 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools 2026 Profound Peec AI Otterly Semrush AI toolkit +Otterly.AI +Peec AI +Profound +Semrush AI Toolkit | 5 | 1 | 0/1 | 0/1 | |
| AI visibility tools actionable content recommendations Profound AirOps Scrunch content optimization | Peec AI content recommendations Otterly AI content optimization recommendations +Otterly.AI +Peec AI +Profound | 20 | 1 | 0/1 | Ahrefs Brand Radar ×1 Elmo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI visibility tools content recommendations create content Profound AirOps Scrunch Athena action center | site.tryprofound.com content briefs agents AI visibility | site.scrunch.com content recommendations AI visibility +Profound | 20 | 1 | 0/1 | Profound ×1 | 0/1 |
| AI visibility tools content recommendations GEO optimization actionable 2026 | 20 | 1 | 0/1 | 0/1 | |
| AI visibility tools content recommendations optimization GEO 2026 Profound AirOps Scrunch +Profound | 20 | 1 | 0/1 | 0/1 | |
| AI visibility tools track brand in ChatGPT answers 2026 Profound Peec AI Scrunch +Peec AI +Profound | 3 | 1 | 0/1 | 0/1 | |
| AI visibility tools track citations brand mentions Profound Peec AI Semrush AI toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 12 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools brand mentions ChatGPT Perplexity Google AI Mode 2026 | 17 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools brand mentions ChatGPT Perplexity Profound Peec AI 2026 +Peec AI +Profound | 7 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT brand mentions Profound Peec AI Semrush 2026 +Peec AI +Profound +Semrush AI Toolkit | 1 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools Profound Peec AI Otterly 2026 +Otterly.AI +Peec AI +Profound | 5 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools Profound Peec AI Scrunch comparison 2026 +Peec AI +Profound | 16 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 0/1 |
| Anthropic Claude no ads ad-free announcement 2026 Claude-SearchBot OAI-SearchBot robots.txt | 5 | 1 | 0/1 | 0/1 | |
| B2B software AI citations G2 Reddit LinkedIn source analysis LLM visibility | 11 | 1 | 0/1 | 0/1 | |
| B2B software LLM citations sources G2 Reddit review sites study | 11 | 1 | 0/1 | 0/1 | |
| best AI search visibility platforms actionable content recommendations not just tracking 2026 | 20 | 1 | 0/1 | 0/1 | |
| ChatGPT ads shopping product listings merchants 2026 | 5 | 1 | 0/1 | 0/1 | |
| ChatGPT ads shopping product listings merchants 2026 OpenAI | 5 | 1 | 0/1 | 0/1 | |
| ChatGPT search_query fan-out queries inspect devtools sources Perplexity Gemini grounding | 13 | 1 | 0/1 | Peec AI ×1 | 0/1 |
| comparison pages AI search citations ChatGPT Perplexity study 2026 | 8 | 1 | 0/1 | 0/1 | |
| comparison pages AI search visibility ChatGPT citations study 2026 | 8 | 1 | 0/1 | 0/1 | |
| docs MCP server Context7 Mintlify AI-ready documentation 2026 | 10 | 1 | 0/1 | 0/1 | |
| docs MCP server developer tools AI coding agents documentation best practices 2026 | 10 | 1 | 0/1 | 0/1 | |
| generative engine optimization AI search visibility quick wins 2026 | 17 | 1 | 0/1 | 0/1 | |
| generative engine optimization best practices 2026 get brand cited ChatGPT Claude | 5 | 1 | 0/1 | 0/1 | |
| generative engine optimization ChatGPT brand recommendations tactics 2026 | 1 | 1 | 0/1 | 0/1 | |
| generative engine optimization developer tools how LLMs choose which library to recommend | 10 | 1 | 0/1 | 0/1 | |
| generative engine optimization how LLMs describe brands inaccurate fix sources 2026 | 16 | 1 | 0/1 | 0/1 | |
| generative engine optimization how to fix AI assistant brand inaccuracies 2026 | 16 | 1 | 0/1 | 0/1 | |
| generative engine optimization how to get brand cited in ChatGPT Claude 2026 | 5 | 1 | 0/1 | 0/1 | |
| generative engine optimization what content gets cited by ChatGPT AI assistants research 2026 | 7 | 1 | 0/1 | 0/1 |
Showing the 50 run by the most answers; 83 more in the JSON.
Names the assistants added
Searches that named a product the prompt hadn't: the assistant added it to the search.
| Name | Searches | Answers | Prompts | For example |
|---|---|---|---|---|
| Profound | 24 | 22 | 12 | “AI visibility tracking tools ChatGPT brand mentions Profound Peec AI Semrush 2026”; “site.profound.ai answer engine optimization citations prompt tracking competitors | site.scrunchai.com AI search monitoring citations competitors | site.openai.com ChatGPT search ranking factors sources”; “AI visibility tools track brand in ChatGPT answers 2026 Profound Peec AI Scrunch” |
| Peec AI | 20 | 20 | 12 | “AI visibility tracking tools ChatGPT brand mentions Profound Peec AI Semrush 2026”; “site.profoun d.ai answer engine optimization competitor citations prompts visibility | site.scrunchai.com monitor AI search competitor citations | site.peec.ai AI search analytics prompts sources competitors | site.arxiv.org language models explanations not faithful chain of thought”; “AI visibility tools track brand in ChatGPT answers 2026 Profound Peec AI Scrunch” |
| Semrush AI Toolkit | 8 | 8 | 7 | “AI visibility tracking tools ChatGPT brand mentions Profound Peec AI Semrush 2026”; “AI search visibility tracking tools 2026 Profound Peec AI Otterly Semrush AI toolkit”; “AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026” |
| Ahrefs Brand Radar | 6 | 5 | 4 | “site.bing.com webmasters tools AI performance citations | site.peec.ai AI search visibility ChatGPT Claude tracking | site.ahrefs.com brand radar Claude ChatGPT”; “site.bing.com webmaster AI answers comparison content citations | sitedevelopers.google.com search AI features content best practices | site.ahrefs.com AI citations comparison pages study”; “AI search most cited domains ChatGPT Perplexity Google AI Overviews 2026 citation sources Ahrefs | 2026 AI citations third party sites Reddit YouTube LinkedIn G2 Wikipedia study” |
| Otterly.AI | 3 | 3 | 2 | “AI visibility tracking tools Profound Peec AI Otterly 2026”; “AI search visibility tracking tools 2026 Profound Peec AI Otterly Semrush AI toolkit”; “AI visibility tools actionable content recommendations Profound AirOps Scrunch content optimization | Peec AI content recommendations Otterly AI content optimization recommendations” |
How the prompts were rewritten
Words compared without stopwords, plurals folded. From prompt is the share of a search's words that were in its prompt; prompt kept, the share of the prompt's words still in the search.
Added
The vocabulary the assistants search with.
| Word | Searches | Prompts |
|---|---|---|
| 2026 | 73 | 20 |
| search | 51 | 16 |
| citations | 47 | 17 |
| chatgpt | 38 | 12 |
| visibility | 32 | 15 |
| oai-searchbot | 31 | 12 |
| tools | 31 | 12 |
| brand | 30 | 11 |
| webmaster | 23 | 14 |
| study | 23 | 8 |
| features | 22 | 11 |
| optimization | 21 | 10 |
| websites | 20 | 13 |
| site.bing.com | 18 | 12 |
| best | 18 | 11 |
| performance | 18 | 11 |
| publishers | 18 | 11 |
| sources | 18 | 6 |
| practices | 16 | 10 |
| tracking | 15 | 10 |
| perplexity | 15 | 9 |
| site.openai.com | 15 | 9 |
| engine | 15 | 8 |
| site.developers.google.com | 14 | 10 |
| llm | 14 | 8 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| product | 44 | 8 |
| assistant | 43 | 7 |
| answers | 32 | 5 |
| ai | 23 | 13 |
| sites | 23 | 4 |
| change | 23 | 3 |
| say | 22 | 3 |
| gets | 16 | 2 |
| competitor | 15 | 2 |
| keeps | 15 | 2 |
| write | 15 | 2 |
| find | 13 | 2 |
| help | 13 | 2 |
| content | 12 | 4 |
| visibility | 12 | 4 |
| mention | 12 | 2 |
| recommend | 12 | 2 |
| web | 12 | 2 |
| search | 11 | 4 |
| engine | 11 | 2 |
| chatgpt's | 11 | 1 |
| claude's | 11 | 1 |
| mentioned | 11 | 1 |
| tool | 10 | 2 |
| cited | 9 | 2 |
Add as prompt
Queries whose results named competitors and never reached Cheap Seats's sites. To measure one as a prompt of its own, paste its entry into the set's file in the config repo and reword it as the question a buyer would ask; prompt ids are permanent, so pick one you'll keep.
“AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026” — 3 answers · Semrush AI Toolkit
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tracking-tools-profound" text = "AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026"
“schema markup structured data AI Overviews ChatGPT citations study 2026” — 2 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "schema-markup-structured-data-ai" text = "schema markup structured data AI Overviews ChatGPT citations study 2026"
“AI search most cited domains 2026 ChatGPT Google AI Overviews Perplexity citations study” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-search-cited-domains-2026" text = "AI search most cited domains 2026 ChatGPT Google AI Overviews Perplexity citations study"
“Ahrefs most cited domains AI search Reddit YouTube Wikipedia 2026” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ahrefs-cited-domains-ai-search" text = "Ahrefs most cited domains AI search Reddit YouTube Wikipedia 2026"
“AI search most cited domains ChatGPT Perplexity Google AI Overviews 2026 citation sources Ahrefs” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-search-cited-domains-chatgpt" text = "AI search most cited domains ChatGPT Perplexity Google AI Overviews 2026 citation sources Ahrefs"
“2026 AI citations third party sites Reddit YouTube LinkedIn G2 Wikipedia study” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "2026-ai-citations-third-party" text = "2026 AI citations third party sites Reddit YouTube LinkedIn G2 Wikipedia study"
“AI visibility tools actionable content recommendations Profound AirOps Scrunch content optimization” — 1 answers · Ahrefs Brand Radar, Elmo, Otterly.AI, Peec AI, Profound, Semrush AI Toolkit
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tools-actionable-content" text = "AI visibility tools actionable content recommendations Profound AirOps Scrunch content optimization"
“Peec AI content recommendations Otterly AI content optimization recommendations” — 1 answers · Ahrefs Brand Radar, Elmo, Otterly.AI, Peec AI, Profound, Semrush AI Toolkit
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "peec-ai-content-recommendations-otterly" text = "Peec AI content recommendations Otterly AI content optimization recommendations"
“AI visibility tools content recommendations create content Profound AirOps Scrunch Athena action center” — 1 answers · Profound
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tools-content-recommendations" text = "AI visibility tools content recommendations create content Profound AirOps Scrunch Athena action center"
“AI visibility tracking tools Profound Peec AI Scrunch comparison 2026” — 1 answers · Peec AI, Profound
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tracking-tools-profound-2" text = "AI visibility tracking tools Profound Peec AI Scrunch comparison 2026"
Prompt by prompt
1. ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? — 7 queries
- AI search visibility tools ChatGPT brand mentions GEO 2026 ×1
- AI visibility tracking tools ChatGPT brand mentions Profound Peec AI Semrush 2026 ×1
- generative engine optimization ChatGPT brand recommendations tactics 2026 ×1
- how ChatGPT chooses which brands to recommend sources citations study 2026 ×1
- site.help.openai.com ChatGPT search no way guarantee top placement | site.bing.com webmaster tools AI Performance citations dashboard ×1
- site.help.openai.com ChatGPT search ranking inclusion websites OAI-SearchBot | site.openai.com ChatGPT shopping product recommendations merchants ×1
- site.help.openai.com publishers ChatGPT search OAI-SearchBot recommendations | site.openai.com ChatGPT shopping product recommendations merchants organic results ×1
Added: 2026 ×4 search ×4 brand ×3 recommendations ×3 site.help.openai.com ×3 tools ×3 ai ×2 citations ×2
Dropped: actually ×7 competitor ×7 instead ×7 keeps ×7 recommending ×7
2. How can I find out why an AI assistant prefers a competitor's product over ours? — 6 queries
- AI search visibility tools brand mentions ChatGPT Perplexity competitor analysis 2026 ×1
- AI search visibility tools brand mentions ChatGPT competitor share of voice 2026 ×1
- generative engine optimization why LLM recommends competitor citations sources analysis ×1
- site.profoun d.ai answer engine optimization competitor citations prompts visibility | site.scrunchai.com monitor AI search competitor citations | site.peec.ai AI search analytics prompts sources competitors | site.arxiv.org language models explanations not faithful chain of thought ×1
- site.profound.ai answer engine optimization citations prompt tracking competitors | site.scrunchai.com AI search monitoring citations competitors | site.openai.com ChatGPT search ranking factors sources ×1
- why does ChatGPT recommend competitor generative engine optimization citation sources analysis ×1
Added: competitor ×5 chatgpt ×4 engine ×4 optimization ×4 search ×4 sources ×4 analysis ×3 citations ×3
Dropped: assistant ×6 competitor's ×6 find ×6 ours ×6 out ×6 over ×6 prefers ×6 product ×6
3. ChatGPT gets our features and pricing wrong. How do we correct what AI assistants say about our product? — 8 queries
- AI visibility tools track brand in ChatGPT answers 2026 Profound Peec AI Scrunch ×1
- how to correct ChatGPT wrong information about your brand pricing 2026 AI visibility tools ×1
- how to correct inaccurate information about your company in ChatGPT 2026 ×1
- llms.txt adoption OpenAI ChatGPT search OAI-SearchBot merchant product feed 2026 ×1
- site.help.openai.com ChatGPT search publisher OAI-SearchBot incorrect information feedback | site.developers.google.com search AI features structured data same SEO | site.bing.com webmaster tools AI Performance citations ×1
- site.help.openai.com ChatGPT thumbs down report incorrect response feedback | site.platform.openai.com/docs/bots OAI-SearchBot GPTBot independent ×1
- site.help.openai.com publishers developers FAQ OAI-SearchBot | site.developers.openai.com bots OAI-SearchBot GPTBot | site.developers.google.com search AI features website no special optimization llms.txt | site.help.openai.com report incorrect response thumbs down ChatGPT ×1
- site.platform.openai.com OAI-SearchBot ChatGPT search publishers | site.help.openai.com ChatGPT search incorrect information report | site.bing.com webmaster tools AI performance public preview citations ×1
Added: oai-searchbot ×5 2026 ×4 incorrect ×4 information ×4 search ×4 site.help.openai.com ×4 tools ×4 report ×3
Dropped: assistants ×8 gets ×8 say ×8 pricing ×7 product ×7 wrong ×7 correct ×6 features ×6
4. AI assistants mention our product but add caveats that steer buyers away. How do we address the objections they raise? — 6 queries
- AI search visibility tools brand sentiment ChatGPT Perplexity monitoring 2026 ×1
- AI search visibility tools brand sentiment ChatGPT caveats GEO 2026 ×1
- how to fix negative brand mentions in LLM answers generative engine optimization sources citations ×1
- how to fix negative caveats LLMs say about your brand GEO sources citations strategy ×1
- site developers.google.com search AI features website content same SEO best practices | site bing.com webmaster AI search content clarity accuracy citations | site g2.com AI search buyer objections product reviews ×1
- sitedevelopers.google.com search AI features website helpful reliable content AI overview | site:help.openai.com publishers search crawling OAI-SearchBot | site:learn.microsoft.com bing webmaster AI performance citations ×1
Added: brand ×4 citations ×4 search ×4 2026 ×2 chatgpt ×2 content ×2 features ×2 fix ×2
Dropped: add ×6 address ×6 assistants ×6 away ×6 raise ×6 steer ×6 buyers ×5 mention ×5
5. How do I get my product mentioned in Claude's and ChatGPT's answers? — 11 queries
- AI search visibility tracking tools 2026 Profound Peec AI Otterly Semrush AI toolkit ×1
- AI visibility tracking tools Profound Peec AI Otterly 2026 ×1
- Anthropic Claude no ads ad-free announcement 2026 Claude-SearchBot OAI-SearchBot robots.txt ×1
- ChatGPT ads shopping product listings merchants 2026 ×1
- ChatGPT ads shopping product listings merchants 2026 OpenAI ×1
- generative engine optimization best practices 2026 get brand cited ChatGPT Claude ×1
- generative engine optimization how to get brand cited in ChatGPT Claude 2026 ×1
- site.bing.com webmasters tools AI performance citations | site.peec.ai AI search visibility ChatGPT Claude tracking | site.ahrefs.com brand radar Claude ChatGPT ×1
- site.help.openai.com ChatGPT search ranking guarantee top placement | site.openai.com chatgpt merchants product discovery feed | site.anthropic.com web search Claude citations ×1
- site.openai.com publishers ChatGPT search OAI-SearchBot inclusion | site.anthropic.com Claude search bots Claude-SearchBot robots | sitedevelopers.google.com AI features website SEO best practices ×1
- site.openai.com publishers search ChatGPT OAI-SearchBot inclusion | site.anthropic.com Claude search crawler Claude-SearchBot | site.help.openai.com shopping product discovery ChatGPT merchants ×1
Added: chatgpt ×8 2026 ×7 claude ×7 search ×5 merchants ×4 ads ×3 brand ×3 claude-searchbot ×3
Dropped: answers ×11 chatgpt's ×11 claude's ×11 mentioned ×11 product ×7
6. 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? — 7 queries
- AI brand visibility tools track LLM mentions Profound Peec AI 2026 ×1
- AI crawler robots.txt GPTBot ClaudeBot training opt-in brand visibility LLM ×1
- influence LLM training data brand perception Common Crawl Wikipedia 2026 ×1
- influence LLM training data brand representation Common Crawl Wikipedia 2026 ×1
- site.anthropic.com site:support.claude.com robots ClaudeBot training search | site.developers.openai.com bots GPTBot OAI-SearchBot independent | site.anthropic.com report incorrect response feedback Claude ×1
- site.openai.com model training data feedback factual inaccuracies update model knowledge | site.anthropic.com training data model knowledge correction | site.platform.openai.com fine tuning knowledge facts retrieval ×1
- site.openai.com training data foundation models publicly available internet fine tuning knowledge | site.anthropic.com training data web crawlers ClaudeBot | site.help.openai.com publishers training search OAI-SearchBot GPTBot ×1
Added: brand ×4 llm ×4 2026 ×3 claudebot ×3 gptbot ×3 site.anthropic.com ×3 common ×2 crawl ×2
Dropped: change ×7 finds ×7 says ×7 searches ×7 web ×6 ai ×5 model ×5 data ×3
7. What kind of content makes AI assistants more likely to recommend a product? — 6 queries
- AI visibility tracking tools brand mentions ChatGPT Perplexity Profound Peec AI 2026 ×1
- LLM brand visibility tracking tools Profound Peec AI comparison 2026 ×1
- generative engine optimization what content gets cited by ChatGPT AI assistants research 2026 ×1
- generative engine optimization what content gets cited by ChatGPT Perplexity AI Overviews study 2026 ×1
- site developers.google.com search AI features website best practices AI overviews | site openai.com merchants shopping ChatGPT product discovery | site arxiv.org generative engine optimization citations statistics visibility ×1
- site.developers.google.com search AI features website content best practices AI Overviews | site.openai.com publishers product discovery ChatGPT shopping recommendations | site.bing.com webmaster AI search content citations recommendations ×1
Added: chatgpt ×5 2026 ×4 engine ×3 generative ×3 optimization ×3 overviews ×3 visibility ×3 best ×2
Dropped: kind ×6 likely ×6 makes ×6 recommend ×6 assistants ×5 product ×4 content ×3
8. Do comparison pages help a product show up in AI answers? — 6 queries
- "vs" pages listicles most cited content type LLM answers GEO research ×1
- "vs" pages listicles most cited content type LLM answers research ×1
- comparison pages AI search citations ChatGPT Perplexity study 2026 ×1
- comparison pages AI search visibility ChatGPT citations study 2026 ×1
- site.bing.com webmaster AI answers comparison content citations | sitedevelopers.google.com search AI features content best practices | site.ahrefs.com AI citations comparison pages study ×1
- site.bing.com webmaster AI search comparison content citations clear comparisons | site.developers.google.com search AI features website content best practices | AI search comparison pages citations study comparison pages ×1
Added: citations ×4 content ×4 search ×4 study ×4 2026 ×2 best ×2 chatgpt ×2 cited ×2
Dropped: help ×6 product ×6 show ×6 up ×6 answers ×3 ai ×2 comparison ×2
9. What does an answer engine optimization content strategy look like for a B2B SaaS company? — 4 queries
- AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 ×2
- answer engine optimization B2B SaaS content strategy 2026 ×2
- site.developers.google.com search AI features website content best practices AI Overviews AI Mode | site.bing.com webmaster AI performance citations report 2026 | site.openai.com publishers OAI-SearchBot ChatGPT search content ×1
- sitedevelopers.google.com search AI features website content best practices AI Overviews | site:bing.com webmaster AI performance citations February 2026 | site:openai.com publishers OAI-SearchBot search crawling ×1
Added: 2026 ×6 ai ×2 best ×2 citations ×2 comparison ×2 features ×2 oai-searchbot ×2 overviews ×2
Dropped: company ×6 look ×6 answer ×4 b2b ×4 engine ×4 optimization ×4 saas ×4 strategy ×4
10. How should we write and structure our documentation so AI assistants recommend our developer tool? — 6 queries
- llms.txt adoption developer documentation AI assistants 2026 ×2
- docs MCP server Context7 Mintlify AI-ready documentation 2026 ×1
- docs MCP server developer tools AI coding agents documentation best practices 2026 ×1
- generative engine optimization developer tools how LLMs choose which library to recommend ×1
- site.bing.com webmaster AI search content guidelines GEO documentation | site.developers.google.com search AI features website structured data | site.platform.openai.com docs bots OAI-SearchBot | site.docs.anthropic.com llms.txt documentation ×1
- site.platform.openai.com docs bots OAI-SearchBot search visibility | site.developers.google.com search AI features website structured data | site.docs.anthropic.com llms.txt documentation ×1
Added: 2026 ×4 docs ×4 llms.txt ×4 adoption ×2 bots ×2 data ×2 features ×2 mcp ×2
Dropped: structure ×7 write ×7 recommend ×6 assistants ×5 tool ×5 developer ×3 ai ×2 documentation ×1
11. Which third-party sites matter most for getting cited by AI search engines? — 6 queries
- most cited domains AI search ChatGPT Perplexity Google AI Overviews study 2026 ×2
- AI search most cited domains 2026 ChatGPT Google AI Overviews Perplexity citations study | Ahrefs most cited domains AI search Reddit YouTube Wikipedia 2026 ×1
- AI search most cited domains ChatGPT Perplexity Google AI Overviews 2026 citation sources Ahrefs | 2026 AI citations third party sites Reddit YouTube LinkedIn G2 Wikipedia study ×1
- B2B software AI citations G2 Reddit LinkedIn source analysis LLM visibility ×1
- B2B software LLM citations sources G2 Reddit review sites study ×1
- site.semrush.com AI citations study 2026 G2 | site:semrush.com/blog AI citations sources Reddit Wikipedia G2 | site:ahrefs.com/blog most cited domains AI 2026 ×1
Added: study ×6 2026 ×5 domains ×5 reddit ×5 chatgpt ×4 citations ×4 g2 ×4 google ×4
Dropped: engines ×7 getting ×7 matter ×7 third-party ×7 sites ×4 search ×3 cited ×2 ai ×1
12. 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? — 8 queries
- AI search visibility tools track citations ChatGPT Perplexity 2026 Profound Peec AI ×1
- AI visibility tools track citations brand mentions Profound Peec AI Semrush AI toolkit 2026 ×1
- most cited sources in AI answers Reddit G2 listicles study 2026 ×1
- site.bing.com webmaster AI performance citations sources AI answers 2026 | site.reddit.com business organic engagement spam policy brands Reddit | site.g2.com vendor review guidelines incentivized reviews rankings ×1
- site.business.reddit.com Reddit Pro free keyword tracking trends | site.ahrefs.com brand radar cited pages AI sources outreach ×1
- site.business.reddit.com Reddit business organic engagement community spam | site.g2.com seller get listed reviews incentivized reviews policy | site.developers.google.com search AI features website best practices ×1
- site.zapier.com blog how we select apps best apps editorial independence | site.business.reddithelp.com Reddit Pro trends keywords free ×1
- which sources do ChatGPT Perplexity Google AI Overviews cite most Reddit review sites listicles 2026 study ×1
Added: 2026 ×5 citations ×3 best ×2 brand ×2 business ×2 chatgpt ×2 cited ×2 engagement ×2
Dropped: category ×8 citing ×8 competitors ×8 keep ×8 threads ×8 mention ×7 sites ×7 answers ×6
13. 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? — 8 queries
- AI search "raw search results" "Peec" | AI search "retrieval" "scrunch" sources | site.tryprofound.com "search results" "Query" fanout ×1
- ChatGPT search_query fan-out queries inspect devtools sources Perplexity Gemini grounding ×1
- OpenAI Responses API web search sources include action sources search queries | Bing Webmaster Tools AI Performance grounding queries citations | Profound query fanout AI search visibility search queries ×1
- OpenAI responses API web search sources include action sources search results | Perplexity search API raw ranked search results marketing brand visibility | Bing webmaster tools AI performance citations grounding queries ×1
- Profound Peec AI Scrunch query fan-out citations tracking comparison ×1
- site.exa.ai playground search results | site:docs.perplexity.ai search API playground raw results | AI visibility tool "query fan-out" "search results" Profound ×1
- tool see ChatGPT search queries fan-out sources cited AI visibility 2026 ×1
- tools see query fan-out and sources ChatGPT retrieves for prompt AI visibility 2026 ×1
Added: query ×6 sources ×6 fan-out ×5 visibility ×5 queries ×4 api ×3 chatgpt ×3 citations ×3
Dropped: answer ×8 assistant ×8 before ×8 gets ×8 missing ×8 question ×8 understand ×8 writes ×8
14. Is llms.txt worth adding to our site for AI visibility? — 6 queries
- llms.txt adoption AI crawlers evidence 2026 ×2
- Google OpenAI Anthropic llms.txt support statement ×1
- site developers.google.com llms.txt AI search supported | site bing.com llms.txt supported AI search | llms.txt study adoption AI citations 2026 ×1
- site.google.com search llms.txt not supported AI | site.bing.com llms.txt | llms.txt AI visibility study adoption 2026 ×1
- site.seranking.com llms.txt 300000 citations study | site.bing.com webmaster AI performance citations dashboard ×1
- site.seranking.com llms.txt 300000 study | site.bing.com webmaster AI performance citations dashboard 2026 ×1
Added: 2026 ×5 adoption ×4 study ×4 citations ×3 site.bing.com ×3 300000 ×2 crawlers ×2 dashboard ×2
Dropped: adding ×7 worth ×7 site ×6 visibility ×6 ai ×1
15. Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search? — 6 queries
- schema markup structured data AI Overviews ChatGPT citations study 2026 ×2
- Google structured data AI features guidance "AI Overviews" no special schema required ×1
- Google structured data AI features guidance "not required" AI Overviews ×1
- site developers.google.com search AI features structured data AI Overviews special schema | site platform.openai.com OR site help.openai.com ChatGPT search structured data schema OAI-SearchBot ×1
- site.developers.google.com search AI features structured data no special schema AI Overviews | site.help.openai.com publishers ChatGPT search structured data schema OAI-SearchBot ×1
- site.help.openai.com "ChatGPT search" "ranking" "OAI-SearchBot" | site.developers.openai.com OAI-SearchBot GPTBot search ×1
Added: features ×4 oai-searchbot ×3 special ×3 2026 ×2 citations ×2 guidance ×2 required ×2 site.help.openai.com ×2
Dropped: cited ×7 help ×7 site ×6 google ×5 markup ×5 search ×4 chatgpt ×2 schema ×2
16. How should we prioritize fixes to improve how AI assistants describe our product? — 6 queries
- AI search visibility tools brand monitoring ChatGPT Perplexity 2026 (Profound, Peec AI, Scrunch) ×1
- AI visibility tracking tools Profound Peec AI Scrunch comparison 2026 ×1
- generative engine optimization how LLMs describe brands inaccurate fix sources 2026 ×1
- generative engine optimization how to fix AI assistant brand inaccuracies 2026 ×1
- site.openai.com publishers search ChatGPT OAI-SearchBot FAQ | site.bing.com webmaster AI performance citations content clarity | site.developers.google.com search AI features website best practices ×1
- site.openai.com publishers search OAI-SearchBot ChatGPT search | site.developers.google.com search AI features website best practices | site.bing.com webmaster AI performance citations dashboard ×1
Added: 2026 ×4 chatgpt ×3 search ×3 best ×2 brand ×2 citations ×2 engine ×2 features ×2
Dropped: fixes ×6 improve ×6 prioritize ×6 product ×6 assistants ×5 describe ×5 ai ×1
17. What are the quickest wins for improving our brand's visibility in AI search? — 7 queries
- AI search visibility GEO quick wins brands 2026 ×1
- AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 ×1
- AI visibility tracking tools brand mentions ChatGPT Perplexity Google AI Mode 2026 ×1
- generative engine optimization AI search visibility quick wins 2026 ×1
- site.openai.com publishers search OAI-SearchBot ChatGPT search crawling | site.bing.com webmaster AI performance citations AI search | site.developers.google.com search AI features website SEO best practices ×1
- site:developers.openai.com OAI-SearchBot GPTBot search robots ×1
- sitedevelopers.google.com search AI features website SEO AI overviews | site:help.openai.com publishers ChatGPT search OAI-SearchBot | site:bing.com webmaster AI performance citations Bing Webmaster Tools ×1
Added: 2026 ×4 chatgpt ×3 oai-searchbot ×3 tools ×3 citations ×2 features ×2 performance ×2 publishers ×2
Dropped: brand's ×7 improving ×7 quickest ×7 wins ×5 visibility ×3 search ×2 ai ×1
18. Who should own AI visibility work: SEO, content, product marketing or the docs team? — 4 queries
- site.developers.google.com search AI features website SEO best practices | site.bing.com webmaster AI performance citations AI search | site.openai.com publishers search OAI-SearchBot ChatGPT search ×1
- site.developers.google.com search AI features website SEO best practices | site.bing.com webmaster AI performance citations dashboard | site.openai.com publishers search crawling OAI-SearchBot ×1
- who should own AI visibility GEO AEO in marketing org 2026 ×1
- who should own AI visibility GEO AEO in marketing org SEO product marketing 2026 ×1
Added: 2026 ×2 aeo ×2 best ×2 citations ×2 features ×2 geo ×2 oai-searchbot ×2 org ×2
Dropped: content ×4 docs ×4 team ×4 work ×4 product ×3 marketing ×2 visibility ×2 seo ×1
19. How long does it take for new content to change what ChatGPT and Perplexity say about us? — 7 queries
- OAI-SearchBot PerplexityBot crawl frequency Bing index ChatGPT search freshness study ×1
- OAI-SearchBot PerplexityBot crawl frequency freshness AI answers citations recency study ×1
- how long for new content to appear in ChatGPT search Perplexity citations indexing time AI visibility 2026 ×1
- how long for new content to appear in ChatGPT search Perplexity citations indexing time GEO study 2026 ×1
- site.perplexity.ai "PerplexityBot" "training" | site.help.openai.com "ChatGPT search" "no way to guarantee" | site.perplexity.ai "index" "hours" ×1
- site.platform.openai.com ChatGPT search crawler OAI-SearchBot updates 24 hours | site.perplexity.ai help center crawlers content updated indexing freshness ×1
- site.platform.openai.com OAI-SearchBot ChatGPT search indexing | site.perplexity.ai help center how long website indexed PerplexityBot content updated ×1
Added: search ×6 indexing ×4 oai-searchbot ×4 perplexitybot ×4 citations ×3 freshness ×3 site.perplexity.ai ×3 study ×3
Dropped: change ×7 say ×7 take ×7 new ×5 perplexity ×5 long ×4 content ×3 chatgpt ×1
20. Which AI visibility tools tell you what content to create or change, not just where you rank? — 9 queries
- AI visibility tools actionable content recommendations Profound AirOps Scrunch content optimization | Peec AI content recommendations Otterly AI content optimization recommendations ×1
- AI visibility tools content recommendations GEO optimization actionable 2026 ×1
- AI visibility tools content recommendations create content Profound AirOps Scrunch Athena action center | site.tryprofound.com content briefs agents AI visibility | site.scrunch.com content recommendations AI visibility ×1
- AI visibility tools content recommendations optimization GEO 2026 Profound AirOps Scrunch ×1
- Profound vs AthenaHQ vs Scrunch vs Peec AI content recommendations comparison ×1
- Writesonic GEO action center OR Semrush AI Visibility Toolkit recommendations OR Conductor AI search content recommendations 2026 ×1
- best AI search visibility platforms actionable content recommendations not just tracking 2026 ×1
- site.airops.com opportunities content refresh AI search Page360 briefs | site.athenahq.ai action center content recommendations | site.writesonic.com AI visibility action center content optimization ×1
- site.tryprofound.com agents content briefs create optimize content | site.airops.com AI visibility content recommendations opportunities | site.scrunch.com page optimizer recommendations | site.athenahq.ai action center content optimization ×1
Added: recommendations ×9 optimization ×5 2026 ×4 action ×4 center ×4 scrunch ×4 actionable ×3 airops ×3
Dropped: change ×9 rank ×9 tell ×9 create ×7 tools ×5 visibility ×1