What the assistants searched
Getting recommended instead of a competitor 2026-10-23 17:51 · search track only, from the stored answers · pool the last 7 runs · JSON
80/80answers searched
142searches
134distinct queries
23%from prompt
29%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 | Frase ×3 Profound ×2 Peec AI ×1 Semrush AI Toolkit ×1 | 0/3 |
| answer engine optimization B2B SaaS content strategy 2026 | 9 | 2 | 0/2 | 0/2 | |
| does ChatGPT search use schema markup structured data citations | 15 | 2 | 0/2 | 0/2 | |
| influence LLM training data brand perception Common Crawl Wikipedia 2026 | 6 | 2 | 0/2 | 0/2 | |
| llms.txt adoption 2026 developer documentation AI assistants | 10 | 2 | 0/2 | 0/2 | |
| most cited domains AI search ChatGPT Perplexity Google AI Overviews study 2026 | 11 | 2 | 0/2 | Peec AI ×2 | 0/2 |
| schema markup structured data AI Overviews citations study 2026 | 15 | 2 | 0/2 | Ahrefs Brand Radar ×2 | 0/2 |
| AI brand visibility tools track how ChatGPT Claude describe brand without search 2026 | 6 | 1 | 0/1 | 0/1 | |
| AI search citation sources domains most cited ChatGPT Perplexity Google AI Overviews 2026 study | site.ahrefs.com AI citations most cited domains Reddit YouTube Wikipedia +Ahrefs Brand Radar | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI search citations Reddit review sites listicles strategy get brand cited ChatGPT 2026 | 12 | 1 | 0/1 | 0/1 | |
| AI search most cited domains third party sources ChatGPT Perplexity Google AI Overviews 2026 citation study | site.ahrefs.com AI citations most cited domains reddit youtube wikipedia 2025 2026 +Ahrefs Brand Radar | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI search visibility GEO quick wins brand 2026 | 17 | 1 | 0/1 | 0/1 | |
| AI search visibility GEO quick wins brands 2026 | 17 | 1 | 0/1 | 0/1 | |
| AI search visibility tool "content recommendations" OR "action center" Profound Agents, Writesonic GEO, Semrush AI Visibility Toolkit, Goodie AI, AthenaHQ 2026 review +Profound +Semrush AI Toolkit | 20 | 1 | 0/1 | Frase ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility tools 2026 brand mentions ChatGPT competitor share of voice | 2 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand mentions ChatGPT competitor comparison 2026 | 2 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand sentiment ChatGPT mentions 2026 Profound Peec AI Otterly +Otterly.AI +Peec AI +Profound | 4 | 1 | 0/1 | 0/1 | |
| AI search visibility tools brand sentiment LLM answers 2026 (Profound, Peec AI, Scrunch) +Peec AI +Profound | 4 | 1 | 0/1 | 0/1 | |
| AI search visibility tools ChatGPT brand mentions tracking 2026 | 1 | 1 | 0/1 | 0/1 | |
| AI visibility monitoring tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI +Peec AI +Profound | 3 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tools citation source tracking Profound Peec AI Semrush AI toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 12 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tools content recommendations GEO 2026 actionable optimization Profound AirOps Scrunch +Profound | 20 | 1 | 0/1 | Profound ×1 | 0/1 |
| AI visibility tools content recommendations Profound actions content optimization Scrunch AI Peec Otterly | Writesonic AI visibility content recommendations AthenaHQ content optimization +Otterly.AI +Peec AI +Profound | 20 | 1 | 0/1 | AI Peekaboo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tools content recommendations Profound AirOps Scrunch Peec actionable content optimization | AI visibility tools AthenaHQ content recommendations Writesonic +Peec AI +Profound | 20 | 1 | 0/1 | Elmo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tools content recommendations what to create GEO 2026 | 20 | 1 | 0/1 | 0/1 | |
| AI visibility tools track how ChatGPT describes brand 2026 Profound Peec AI Scrunch +Peec AI +Profound | 16 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools brand mentions LLM Profound Peec AI 2026 +Peec AI +Profound | 7 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools ChatGPT Perplexity brand mentions Profound Peec AI comparison 2026 +Peec AI +Profound | 9 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools citation source analysis Profound Peec AI Semrush AI toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 12 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools Profound Peec AI Otterly comparison 2026 +Otterly.AI +Peec AI +Profound | 5 | 1 | 0/1 | Frase ×1 Profound ×1 | 0/1 |
| AI visibility tracking tools Profound Peec AI Otterly Semrush AI toolkit comparison 2026 +Otterly.AI +Peec AI +Profound +Semrush AI Toolkit | 1 | 1 | 0/1 | Frase ×1 Semrush AI Toolkit ×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 |
| AirOps vs Goodie AI vs Semrush AI Visibility Toolkit content recommendations "page" refresh +Semrush AI Toolkit | 20 | 1 | 0/1 | Peec AI ×1 Semrush AI Toolkit ×1 | 0/1 |
| B2B AI citations sources G2 Reddit LinkedIn YouTube study LLM visibility 2026 | 11 | 1 | 0/1 | 0/1 | |
| B2B software AI citations G2 Reddit review sites LLM visibility study 2026 | 11 | 1 | 0/1 | 0/1 | |
| best generative engine optimization platforms that recommend content to create, not just tracking 2026 | 20 | 1 | 0/1 | 0/1 | |
| ChatGPT ads advertisers program 2026 | 5 | 1 | 0/1 | 0/1 | |
| ChatGPT ads shopping product feeds merchants 2026 | 5 | 1 | 0/1 | 0/1 | |
| ChatGPT network tab "search_queries" see hidden fan-out queries conversation JSON | 13 | 1 | 0/1 | 0/1 | |
| ChatGPT search Bing index OAI-SearchBot Perplexity crawler freshness study days to citation | 19 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| ChatGPT search inspect web search queries sources DevTools Perplexity sources panel AI Overviews citations tracking tool | 13 | 1 | 0/1 | 0/1 | |
| "comparison" OR "listicle" pages share of ChatGPT citations study "best X" self-promotional listicles AI | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| comparison pages AI search citations LLM visibility study 2026 | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| comparison pages AI search visibility ChatGPT citations study 2026 | 8 | 1 | 0/1 | 0/1 | |
| generative engine optimization ChatGPT Claude brand mentions 2026 tools | 5 | 1 | 0/1 | 0/1 | |
| generative engine optimization developer tools docs MCP server 2026 | 10 | 1 | 0/1 | 0/1 | |
| generative engine optimization developer tools documentation MCP server docs 2026 | 10 | 1 | 0/1 | 0/1 | |
| generative engine optimization how ChatGPT chooses which brands to recommend sources study 2026 | 1 | 1 | 0/1 | 0/1 | |
| generative engine optimization how to get mentioned in ChatGPT Claude answers 2026 | 5 | 1 | 0/1 | 0/1 | |
| generative engine optimization prioritize fixes how LLMs describe your brand 2026 | 16 | 1 | 0/1 | 0/1 |
Showing the 50 run by the most answers; 84 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 | 28 | 25 | 12 | “AI visibility tracking tools Profound Peec AI Otterly Semrush AI toolkit comparison 2026”; “AI visibility monitoring tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI”; “llms.txt adoption OpenAI ChatGPT search crawler OAI-SearchBot brand visibility tools Profound Peec AI” |
| Peec AI | 22 | 22 | 12 | “AI visibility tracking tools Profound Peec AI Otterly Semrush AI toolkit comparison 2026”; “site.scrunchai.com competitor AI search monitoring citations | site.airops.com AI search visibility competitor citations | site.peec.ai prompts competitors sources AI visibility”; “site.ahrefs.com brand radar AI cited sources competitors | site.scrunchai.com AI search monitoring citations competitors | site.peec.ai prompts sources competitors AI visibility” |
| Semrush AI Toolkit | 9 | 9 | 6 | “AI visibility tracking tools Profound Peec AI Otterly Semrush AI toolkit comparison 2026”; “AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026”; “site.tryprofound.com citation sources G2 Gartner reviews 2026 | site.semrush.com AI citations sources reviews G2 2026 study” |
| Ahrefs Brand Radar | 7 | 7 | 5 | “site.ahrefs.com brand radar AI cited sources competitors | site.scrunchai.com AI search monitoring citations competitors | site.peec.ai prompts sources competitors AI visibility”; “site ahrefs.com blog AI brand recommendations mentions correlation study | site help.openai.com shopping product results factors reviews price availability”; “site.bing.com webmaster AI search comparison pages citations content | site.developers.google.com search AI features content best practices | site.ahrefs.com AI citations comparison pages study” |
| Otterly.AI | 4 | 4 | 4 | “AI visibility tracking tools Profound Peec AI Otterly Semrush AI toolkit comparison 2026”; “AI search visibility tools brand sentiment ChatGPT mentions 2026 Profound Peec AI Otterly”; “AI visibility tracking tools Profound Peec AI Otterly comparison 2026” |
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 | 72 | 20 |
| citation | 47 | 15 |
| search | 45 | 16 |
| chatgpt | 36 | 13 |
| oai-searchbot | 32 | 14 |
| visibility | 31 | 13 |
| brand | 31 | 12 |
| tools | 30 | 12 |
| optimization | 24 | 10 |
| publishers | 22 | 14 |
| study | 22 | 7 |
| features | 21 | 11 |
| webmaster | 18 | 11 |
| engine | 17 | 10 |
| site.bing.com | 17 | 10 |
| website | 17 | 10 |
| sources | 17 | 6 |
| generative | 16 | 10 |
| recommendations | 16 | 4 |
| site.developers.google.com | 15 | 10 |
| performance | 15 | 9 |
| tracking | 15 | 9 |
| llm | 14 | 9 |
| overviews | 14 | 8 |
| site.openai.com | 14 | 8 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| assistant | 46 | 7 |
| product | 38 | 8 |
| answers | 28 | 5 |
| sites | 27 | 4 |
| ai | 25 | 11 |
| change | 23 | 3 |
| say | 22 | 3 |
| gets | 18 | 2 |
| write | 16 | 2 |
| visibility | 14 | 4 |
| competitor | 14 | 2 |
| help | 14 | 2 |
| keeps | 14 | 2 |
| recommend | 14 | 2 |
| find | 13 | 2 |
| cited | 12 | 2 |
| engine | 12 | 2 |
| mention | 11 | 2 |
| web | 11 | 2 |
| content | 10 | 4 |
| search | 10 | 4 |
| tool | 10 | 2 |
| adding | 10 | 1 |
| rank | 10 | 1 |
| tell | 10 | 1 |
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 · Frase, Profound, Peec AI, 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"
“most cited domains AI search ChatGPT Perplexity Google AI Overviews study 2026” — 2 answers · Peec AI
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "most-cited-domains-ai-search" text = "most cited domains AI search ChatGPT Perplexity Google AI Overviews study 2026"
“schema markup structured data AI Overviews 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 citations study 2026"
“AI search citation sources domains most cited ChatGPT Perplexity Google AI Overviews 2026 study” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-search-citation-sources-domains" text = "AI search citation sources domains most cited ChatGPT Perplexity Google AI Overviews 2026 study"
“AI search most cited domains third party sources ChatGPT Perplexity Google AI Overviews 2026 citation study” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-search-cited-domains-third" text = "AI search most cited domains third party sources ChatGPT Perplexity Google AI Overviews 2026 citation study"
“AI visibility monitoring tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI” — 1 answers · Frase
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-monitoring-tools-brand" text = "AI visibility monitoring tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI"
“AI visibility tools citation source tracking Profound Peec AI Semrush AI toolkit 2026” — 1 answers · Frase
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tools-citation-source" text = "AI visibility tools citation source tracking Profound Peec AI Semrush AI toolkit 2026"
“AI visibility tools content recommendations GEO 2026 actionable optimization Profound AirOps Scrunch” — 1 answers · Profound
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tools-content-recommendations" text = "AI visibility tools content recommendations GEO 2026 actionable optimization Profound AirOps Scrunch"
“AI visibility tools content recommendations Profound actions content optimization Scrunch AI Peec Otterly” — 1 answers · AI Peekaboo, Otterly.AI, Peec AI, Profound
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "ai-visibility-tools-content-recommendations-2" text = "AI visibility tools content recommendations Profound actions content optimization Scrunch AI Peec Otterly"
“Writesonic AI visibility content recommendations AthenaHQ content optimization” — 1 answers · AI Peekaboo, Otterly.AI, Peec AI, Profound
Append to prompt-sets/fix-ai-recommendations.toml:
[[prompts]] id = "writesonic-ai-visibility-content-recommendations" text = "Writesonic AI visibility content recommendations AthenaHQ content optimization"
Prompt by prompt
1. ChatGPT keeps recommending our competitor instead of us. What can we actually do about it? — 8 queries
- 'OAI-SearchBot is' ×1
- AI search visibility tools ChatGPT brand mentions tracking 2026 ×1
- AI visibility tracking tools Profound Peec AI Otterly Semrush AI toolkit comparison 2026 ×1
- generative engine optimization how ChatGPT chooses which brands to recommend sources study 2026 ×1
- how to improve brand visibility in ChatGPT recommendations AI search optimization 2026 ×1
- site.help.openai.com publishers FAQ OAI-SearchBot ChatGPT search | site.openai.com ChatGPT shopping product recommendations merchants organic results ×1
- site.openai.com publishers ChatGPT search OAI-SearchBot ranking inclusion | site.help.openai.com shopping ChatGPT product discovery merchants recommendations | site.openai.com ChatGPT search results ranking no guarantee placement ×1
- site.platform.openai.com/docs/bots OAI-SearchBot GPTBot independently | site.developers.google.com/search AI features website same SEO no special schema ×1
Added: search ×5 2026 ×4 oai-searchbot ×4 ai ×3 recommendations ×3 visibility ×3 brand ×2 merchants ×2
Dropped: actually ×8 competitor ×8 instead ×8 keeps ×8 recommending ×8 chatgpt ×3
2. How can I find out why an AI assistant prefers a competitor's product over ours? — 6 queries
- AI search visibility tools 2026 brand mentions ChatGPT competitor share of voice ×1
- AI search visibility tools brand mentions ChatGPT competitor comparison 2026 ×1
- site.ahrefs.com brand radar AI cited sources competitors | site.scrunchai.com AI search monitoring citations competitors | site.peec.ai prompts sources competitors AI visibility ×1
- site.scrunchai.com competitor AI search monitoring citations | site.airops.com AI search visibility competitor citations | site.peec.ai prompts competitors sources AI visibility ×1
- why does ChatGPT recommend competitor brand LLM citation sources analysis GEO ×1
- why does ChatGPT recommend competitor generative engine optimization citation sources analysis ×1
Added: competitor ×5 brand ×4 chatgpt ×4 search ×4 sources ×4 visibility ×4 2026 ×2 analysis ×2
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? — 9 queries
- AI visibility monitoring tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI ×1
- how to correct AI assistant misinformation about your product pricing ChatGPT 2026 GEO tools ×1
- how to correct ChatGPT wrong information about your product pricing 2026 ×1
- llms.txt adoption OpenAI ChatGPT search crawler OAI-SearchBot brand visibility tools Profound Peec AI ×1
- llms.txt adoption OpenAI OAI-SearchBot ChatGPT search crawler 2026 ×1
- site.developers.google.com/search AI features website no special schema machine readable files | site.help.openai.com thumbs down feedback incorrect answer ChatGPT ×1
- site.help.openai.com report incorrect ChatGPT response thumbs down | site.platform.openai.com/docs/bots OAI-SearchBot GPTBot independent ×1
- site.openai.com publishers developers FAQ OAI-SearchBot ChatGPT search website | site.bing.com webmaster tools AI Performance public preview citations 2026 | site.help.openai.com ChatGPT report incorrect response thumbs down search ×1
- site.platform.openai.com OAI-SearchBot ChatGPT search publishers | site.bing.com webmaster tools AI Performance public preview citations | sitedevelopers.google.com search AI features website structured data ×1
Added: 2026 ×5 oai-searchbot ×5 search ×5 tools ×5 down ×3 incorrect ×3 site.help.openai.com ×3 thumbs ×3
Dropped: gets ×9 say ×9 assistants ×8 wrong ×8 correct ×7 features ×7 pricing ×7 product ×7
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 mentions 2026 Profound Peec AI Otterly ×1
- AI search visibility tools brand sentiment LLM answers 2026 (Profound, Peec AI, Scrunch) ×1
- how to fix negative caveats LLM answers about your brand generative engine optimization sources citations ×1
- how to fix negative caveats about brand in ChatGPT answers generative engine optimization sources ×1
- site developers.google.com search AI features website guidance supporting links AI overviews | site openai.com publishers search ChatGPT search OAI-SearchBot | site g2.com AI search buyer reviews trust product recommendations ×1
- site.bing.com webmaster AI performance citations grounding queries 2026 | site.developers.google.com search AI features website best practices | site.g2.com AI search buyer reviews trust product recommendations ×1
Added: brand ×4 search ×4 2026 ×3 answers ×3 chatgpt ×3 citations ×2 engine ×2 features ×2
Dropped: add ×6 address ×6 assistants ×6 away ×6 objections ×6 raise ×6 steer ×6 mention ×5
5. How do I get my product mentioned in Claude's and ChatGPT's answers? — 7 queries
- AI visibility tracking tools Profound Peec AI Otterly comparison 2026 ×1
- ChatGPT ads advertisers program 2026 ×1
- ChatGPT ads shopping product feeds merchants 2026 ×1
- generative engine optimization ChatGPT Claude brand mentions 2026 tools ×1
- generative engine optimization how to get mentioned in ChatGPT Claude answers 2026 ×1
- site.openai.com publishers ChatGPT search OAI-SearchBot product merchants | site.anthropic.com Claude search web crawler Claude-SearchBot ×1
- site.platform.openai.com OAI-SearchBot ChatGPT search publishers | site.anthropic.com Claude search bots Claude-SearchBot | site.openai.com ChatGPT shopping merchants product feeds ×1
Added: chatgpt ×6 2026 ×5 claude ×4 merchants ×3 ads ×2 claude-searchbot ×2 engine ×2 feeds ×2
Dropped: chatgpt's ×7 claude's ×7 answers ×6 mentioned ×6 product ×4
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? — 6 queries
- influence LLM training data brand perception Common Crawl Wikipedia 2026 ×2
- AI brand visibility tools track how ChatGPT Claude describe brand without search 2026 ×1
- site.openai.com knowledge cutoff training data models web crawlers GPTBot OAI-SearchBot | site.anthropic.com correcting model inaccurate information training data | site.platform.openai.com fine tuning knowledge retrieval factual knowledge ×1
- site.openai.com publishers training data models update knowledge opt out training | site.anthropic.com training data correction model knowledge fine tuning | site.help.openai.com fine tuning knowledge new knowledge retrieval ×1
- site.platform.openai.com/docs/bots GPTBot OAI-SearchBot independently | site.anthropic.com robots ClaudeBot training Claude-SearchBot | site.openai.com data partnerships training organizations public private datasets ×1
- tools track brand mentions in AI models parametric knowledge vs retrieval 2026 ×1
Added: 2026 ×4 brand ×4 knowledge ×3 retrieval ×3 site.anthropic.com ×3 site.openai.com ×3 common ×2 crawl ×2
Dropped: change ×7 finds ×7 says ×7 searches ×7 web ×6 ai ×5 model ×4 data ×2
7. What kind of content makes AI assistants more likely to recommend a product? — 7 queries
- AI visibility tracking tools brand mentions LLM Profound Peec AI 2026 ×1
- LLM brand visibility tools ChatGPT product recommendations tracking Profound Peec AI ×1
- generative engine optimization research what content gets cited by AI assistants 2026 ×1
- generative engine optimization what content gets cited by ChatGPT Perplexity AI Overviews research 2026 ×1
- site ahrefs.com blog AI brand recommendations mentions correlation study | site help.openai.com shopping product results factors reviews price availability ×1
- site developers.google.com search AI features content best practices AI overviews | site help.openai.com publishers search crawling OAI-SearchBot | AI search brand recommendations citations study 2025 2026 earned media ×1
- sitedevelopers.google.com search AI features website content best practices AI Overviews | site:openai.com publishers search shopping products ChatGPT product feeds | GEO generative engine optimization research citations statistics visibility ×1
Added: 2026 ×4 brand ×4 chatgpt ×3 engine ×3 generative ×3 optimization ×3 overviews ×3 recommendations ×3
Dropped: kind ×7 likely ×7 makes ×7 recommend ×7 assistants ×6 product ×4 content ×3
8. Do comparison pages help a product show up in AI answers? — 6 queries
- "comparison" OR "listicle" pages share of ChatGPT citations study "best X" self-promotional listicles AI ×1
- "vs" pages "alternatives" pages cited by LLMs generative engine optimization data ×1
- comparison pages AI search citations LLM visibility study 2026 ×1
- comparison pages AI search visibility ChatGPT citations study 2026 ×1
- site.bing.com webmaster AI search comparison content citations clear comparisons | site.developers.google.com search AI features content best practices | site.openai.com publishers search chatgpt OAI-SearchBot ×1
- site.bing.com webmaster AI search comparison pages citations content | site.developers.google.com search AI features content best practices | site.ahrefs.com AI citations comparison pages study ×1
Added: citations ×5 search ×4 study ×4 best ×3 chatgpt ×3 2026 ×2 content ×2 features ×2
Dropped: answers ×6 help ×6 product ×6 show ×6 up ×6 ai ×1 comparison ×1 pages ×1
9. What does an answer engine optimization content strategy look like for a B2B SaaS company? — 5 queries
- answer engine optimization B2B SaaS content strategy 2026 ×2
- AI visibility tracking tools ChatGPT Perplexity brand mentions Profound Peec AI comparison 2026 ×1
- AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 ×1
- site.developers.google.com/search AI features website content AI Overviews AI Mode | site.bing.com/webmasters AI Performance citations dashboard | site.openai.com publishers search OAI-SearchBot ChatGPT search ×1
- site.developers.google.com/search AI features website content AI overviews AI mode | site.bing.com webmaster AI performance citations | site.openai.com OAI-SearchBot publishers search ×1
Added: 2026 ×4 ai ×2 chatgpt ×2 citations ×2 comparison ×2 features ×2 mode ×2 oai-searchbot ×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 2026 developer documentation AI assistants ×2
- 'OAI-SearchBot' ×1
- generative engine optimization developer tools docs MCP server 2026 ×1
- generative engine optimization developer tools documentation MCP server docs 2026 ×1
- site developers.google.com search AI features website structured data AI overviews | site platform.openai.com docs bots OAI-SearchBot | site docs.anthropic.com llms.txt documentation ×1
- site.platform.openai.com docs bots OAI-SearchBot documentation search | site.bing.com webmaster guidelines AI search content clarity | site.developers.google.com search AI features website structured data ×1
Added: 2026 ×4 docs ×4 llms.txt ×3 oai-searchbot ×3 adoption ×2 bots ×2 data ×2 engine ×2
Dropped: recommend ×7 structure ×7 write ×7 assistants ×5 tool ×5 ai ×3 developer ×3 documentation ×2
11. Which third-party sites matter most for getting cited by AI search engines? — 7 queries
- most cited domains AI search ChatGPT Perplexity Google AI Overviews study 2026 ×2
- AI search citation sources domains most cited ChatGPT Perplexity Google AI Overviews 2026 study | site.ahrefs.com AI citations most cited domains Reddit YouTube Wikipedia ×1
- AI search most cited domains third party sources ChatGPT Perplexity Google AI Overviews 2026 citation study | site.ahrefs.com AI citations most cited domains reddit youtube wikipedia 2025 2026 ×1
- B2B AI citations sources G2 Reddit LinkedIn YouTube study LLM visibility 2026 ×1
- B2B software AI citations G2 Reddit review sites LLM visibility study 2026 ×1
- site.g2.com AI citations research review sites 2026 | site.tryprofound.com research citations publishers review sites 2026 ×1
- site.tryprofound.com citation sources G2 Gartner reviews 2026 | site.semrush.com AI citations sources reviews G2 2026 study ×1
Added: 2026 ×8 study ×7 chatgpt ×4 domains ×4 google ×4 overviews ×4 perplexity ×4 reddit ×4
Dropped: engines ×8 getting ×8 matter ×8 third-party ×8 sites ×6 cited ×4 search ×4
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? — 6 queries
- AI search citations Reddit review sites listicles strategy get brand cited ChatGPT 2026 ×1
- AI visibility tools citation source tracking Profound Peec AI Semrush AI toolkit 2026 ×1
- AI visibility tracking tools citation source analysis Profound Peec AI Semrush AI toolkit 2026 ×1
- how to get cited in AI answers Reddit review sites listicles GEO strategy 2026 ×1
- site.reddit.com business spam self promotion authentic participation policy | site.g2.com vendors get listed review guidelines incentivized reviews | site.bing.com webmaster AI performance citations content publishers ×1
- site.reddit.com reddit for business organic engagement spam brand participate community | site.g2.com vendor review guidelines incentivized reviews | site.google.com search AI features website best practices inclusion ×1
Added: 2026 ×4 brand ×2 business ×2 citation ×2 citations ×2 cited ×2 guidelines ×2 incentivized ×2
Dropped: category ×6 citing ×6 competitors ×6 keep ×6 mention ×6 threads ×6 answers ×5 listicles ×4
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? — 9 queries
- ChatGPT network tab "search_queries" see hidden fan-out queries conversation JSON ×1
- ChatGPT search inspect web search queries sources DevTools Perplexity sources panel AI Overviews citations tracking tool ×1
- OpenAI Responses API web search include web_search_call.action.sources search results | Bing Webmaster Tools AI Performance citations AI answers dashboard | Profound query fanout search queries AI visibility search results ×1
- OpenAI Responses API web_search_call action query sources include "web_search_call.action.sources" ×1
- OpenAI web search API include web_search_call.action.sources queries sources | Perplexity API search results search_results response | Profound query fan out search queries AI visibility ×1
- Profound Peec AI Scrunch query fan-out citations tracking ChatGPT Perplexity Gemini ×1
- see ChatGPT search queries fan-out sources retrieved before answer AI visibility tool 2026 ×1
- site.docs.perplexity.ai search API playground raw ranked results | AI visibility tool "search results" "fan" "Peec" ×1
- tools see query fan-out and sources ChatGPT retrieves before answering AI visibility 2026 ×1
Added: chatgpt ×5 queries ×5 query ×5 sources ×5 visibility ×5 api ×4 fan-out ×4 call.action.sources ×3
Dropped: assistant ×9 gets ×9 missing ×9 question ×9 understand ×9 writes ×9 answer ×7 before ×7
14. Is llms.txt worth adding to our site for AI visibility? — 10 queries
- 'llms' ×1
- 'machine' ×1
- llms.txt Google Bing OpenAI support AI visibility official | site.llmstxt.org llms.txt proposal | site.developers.google.com llms.txt ×1
- llms.txt adoption AI crawlers 2026 Google OpenAI Anthropic support ×1
- llms.txt adoption AI crawlers 2026 Google OpenAI Anthropic support evidence ×1
- llms.txt study impact AI citations traffic ×1
- llms.txt study log files AI bots requesting llms.txt ×1
- site.ahrefs.com llms.txt study citations | site.bing.com webmaster AI performance citations dashboard ×1
- site.ahrefs.com/blog llms.txt study | site.bing.com/webmasters AI performance citations dashboard ×1
- site.developers.google.com llms.txt AI search | site.bing.com llms.txt AI visibility | llms.txt proposal adoption crawlers OpenAI Anthropic ×1
Added: openai ×4 study ×4 adoption ×3 anthropic ×3 citations ×3 crawlers ×3 google ×3 site.bing.com ×3
Dropped: adding ×10 site ×10 worth ×10 visibility ×8 ai ×2 llms.txt ×2
15. Does structured data or schema markup help a site get cited in Google AI Overviews and ChatGPT search? — 6 queries
- does ChatGPT search use schema markup structured data citations ×2
- schema markup structured data AI Overviews citations study 2026 ×2
- Google AI features structured data not required Search Central guidance ×1
- site developers.google.com search AI features structured data no special schema AI Overviews | site help.openai.com ChatGPT search structured data schema citations OAI-SearchBot ×1
- site.developers.google.com search AI features structured data no special schema | site.help.openai.com publishers ChatGPT search structured data schema ×1
- site.help.openai.com shopping results ChatGPT structured metadata schema | site.help.openai.com ChatGPT search ranking reliable relevant OAI-SearchBot ×1
Added: citations ×5 features ×3 2026 ×2 oai-searchbot ×2 site.help.openai.com ×2 special ×2 study ×2 central ×1
Dropped: cited ×8 help ×8 google ×7 site ×7 overviews ×5 markup ×4 ai ×3 chatgpt ×3
16. How should we prioritize fixes to improve how AI assistants describe our product? — 6 queries
- AI visibility tools track how ChatGPT describes brand 2026 Profound Peec AI Scrunch ×1
- AI visibility tracking tools Profound Peec AI Scrunch comparison 2026 ×1
- generative engine optimization prioritize fixes how LLMs describe your brand 2026 ×1
- generative engine optimization prioritize fixes inaccurate AI answers brand sources cited 2026 ×1
- site.openai.com publishers search ChatGPT OAI-SearchBot product information | sitedevelopers.google.com search AI features website structured data | site.bing.com webmaster AI performance citations ×1
- sitedevelopers.google.com search AI features website structured data | site:help.openai.com publishers FAQ OAI-SearchBot | site:bing.com webmaster AI performance citations dashboard ×1
Added: 2026 ×4 brand ×3 chatgpt ×2 citations ×2 data ×2 engine ×2 features ×2 generative ×2
Dropped: assistants ×6 improve ×6 product ×5 describe ×4 fixes ×4 prioritize ×4 ai ×1
17. What are the quickest wins for improving our brand's visibility in AI search? — 5 queries
- AI visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 ×2
- AI search visibility GEO quick wins brand 2026 ×1
- AI search visibility GEO quick wins brands 2026 ×1
- site.bing.com webmaster AI search visibility citations AI performance 2026 | site.developers.google.com search AI features website best practices | site.platform.openai.com OAI-SearchBot publishers search ×1
- site.developers.google.com search AI features website best practices AI Overviews AI Mode | site.bing.com webmaster AI performance citations AI search | site.help.openai.com publishers ChatGPT search OAI-SearchBot ×1
Added: 2026 ×5 best ×2 citations ×2 comparison ×2 features ×2 geo ×2 oai-searchbot ×2 performance ×2
Dropped: brand's ×6 improving ×6 quickest ×6 wins ×4 search ×2 visibility ×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 SEO best practices AI Overviews | site.bing.com webmaster AI performance generative search citations dashboard | 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 content | site.openai.com publishers search crawler OAI-SearchBot ×1
- who should own AI visibility GEO answer engine optimization team ownership SEO product marketing 2026 ×1
- who should own AI visibility GEO answer engine optimization team ownership SEO product marketing docs 2026 ×1
Added: 2026 ×2 answer ×2 best ×2 citations ×2 engine ×2 features ×2 geo ×2 oai-searchbot ×2
Dropped: work ×4 content ×3 docs ×3 marketing ×2 product ×2 team ×2 visibility ×2
19. How long does it take for new content to change what ChatGPT and Perplexity say about us? — 6 queries
- ChatGPT search Bing index OAI-SearchBot Perplexity crawler freshness study days to citation ×1
- LLM training data cutoff vs retrieval brand mentions time to show up AI answers study ×1
- how long for new content to appear in ChatGPT search Perplexity citations indexing time GEO 2026 ×1
- how long new content appear in ChatGPT search Perplexity citations indexing time 2026 ×1
- site.help.openai.com ChatGPT search OAI-SearchBot updated content crawling | site.perplexity.ai help center how frequently crawl updated content PerplexityBot ×1
- site.platform.openai.com OAI-SearchBot indexing search ChatGPT days | site.perplexity.ai help center new content indexed Perplexity crawler ×1
Added: search ×5 indexing ×3 oai-searchbot ×3 time ×3 2026 ×2 appear ×2 center ×2 citations ×2
Dropped: change ×6 say ×6 take ×6 long ×4 new ×3 content ×2 perplexity ×2 chatgpt ×1
20. Which AI visibility tools tell you what content to create or change, not just where you rank? — 10 queries
- AI search visibility tool "content recommendations" OR "action center" Profound Agents, Writesonic GEO, Semrush AI Visibility Toolkit, Goodie AI, AthenaHQ 2026 review ×1
- AI visibility tools content recommendations GEO 2026 actionable optimization Profound AirOps Scrunch ×1
- AI visibility tools content recommendations Profound AirOps Scrunch Peec actionable content optimization | AI visibility tools AthenaHQ content recommendations Writesonic ×1
- AI visibility tools content recommendations Profound actions content optimization Scrunch AI Peec Otterly | Writesonic AI visibility content recommendations AthenaHQ content optimization ×1
- AI visibility tools content recommendations what to create GEO 2026 ×1
- AirOps vs Goodie AI vs Semrush AI Visibility Toolkit content recommendations "page" refresh ×1
- Profound vs AthenaHQ vs Scrunch content optimization actions AI search ×1
- best generative engine optimization platforms that recommend content to create, not just tracking 2026 ×1
- site.airops.com "content" "recommendations" "AI" opportunities | site.tryprofound.com agents content briefs optimize content | site.athenahq.ai "Action Center" content | site.scrunch.com content optimization recommendations ×1
- site.tryprofound.com agents content briefs optimize content | site.athenahq.ai action center content optimization | site.scrunch.com content optimization recommendations | site.airops.com AI visibility content recommendations refresh ×1
Added: recommendations ×8 optimization ×7 2026 ×4 athenahq ×4 scrunch ×4 action ×3 agents ×3 airops ×3
Dropped: change ×10 rank ×10 tell ×10 create ×8 tools ×5 visibility ×3 ai ×1