What the assistants searched
Finding out whether AI assistants recommend us 2026-10-22 04:31 pooled with the set's finished runs before it that were asked and graded the same way: 2 runs · search track only, from the stored answers · this run alone · JSON
120/120answers searched
204searches
192distinct queries
22%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 |
|---|---|---|---|---|---|
| best AI visibility tracking tools ChatGPT brand mentions 2026 | 3 | 3 | 0/3 | 0/3 | |
| Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026 +Ahrefs Brand Radar +Peec AI +Profound +Semrush AI Toolkit | 3 6 | 2 | 0/2 | Ahrefs Brand Radar ×2 Profound ×2 Semrush AI Toolkit ×2 | 0/2 |
| AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini | 14 | 2 | 0/2 | 0/2 | |
| AI visibility metrics share of voice citations LLM answers GEO tools 2026 | 10 | 2 | 0/2 | 0/2 | |
| AI visibility tools brand mention vs recommendation share of voice LLM tracking 2026 | 4 | 2 | 0/2 | 0/2 | |
| AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 | 5 | 2 | 0/2 | Otterly.AI ×1 | 0/2 |
| AI visibility tracking tools LLM brand share of voice comparison 2026 | 9 | 2 | 0/2 | 0/2 | |
| best generative engine optimization GEO tracking tools comparison Profound Peec AI Semrush AI Toolkit pricing +Peec AI +Profound +Semrush AI Toolkit | 6 | 2 | 0/2 | Ahrefs Brand Radar ×2 Otterly.AI ×2 Peec AI ×2 Profound ×2 Semrush AI Toolkit ×2 | 0/2 |
| Google Search Console AI Mode data reporting 2026 | 7 | 2 | 0/2 | 0/2 | |
| Profound vs Peec AI vs Semrush AI toolkit vs Ahrefs Brand Radar citation sources comparison +Ahrefs Brand Radar +Peec AI +Profound +Semrush AI Toolkit | 12 | 2 | 0/2 | Ahrefs Brand Radar ×2 Profound ×2 Peec AI ×1 Semrush AI Toolkit ×1 | 0/2 |
| track brand mentions Google AI Overviews AI Mode tools 2026 | 7 | 2 | 0/2 | 0/2 | |
| 'AI' | 1 | 1 | 0/1 | 0/1 | |
| AI brand visibility tracking ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena +Otterly.AI +Peec AI +Profound | 5 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Athena Otterly | site.peec.ai Claude Gemini ChatGPT Perplexity tracking | site.tryprofound.com Claude Gemini Perplexity ChatGPT answer engine +Otterly.AI +Peec AI +Profound | 5 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI Overviews AI Mode brand mention tracking tools 2026 | 7 | 1 | 0/1 | Ahrefs Brand Radar ×1 Dageno AI ×1 | 0/1 |
| AI Overviews AI Mode brand visibility tracking tools 2026 | 7 | 1 | 0/1 | 0/1 | |
| AI search citation monitoring Ahrefs Brand Radar citations website Profound Otterly AI | Bing Webmaster Tools AI performance citations dashboard Google Search Console AI Overviews reporting +Ahrefs Brand Radar +Otterly.AI +Profound | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 | 0/1 |
| AI search citation monitoring tools Ahrefs Brand Radar Profound Otterly Peec website citations +Ahrefs Brand Radar +Otterly.AI +Peec AI +Profound | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI search citation monitoring website Bing Webmaster Tools AI performance citations | Ahrefs Brand Radar cited pages AI search monitoring | Profound AI search citation monitoring prompts +Ahrefs Brand Radar +Profound | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 Profound ×1 | 0/1 |
| AI search monitoring cited pages sources Profound Peec AI Otterly citation analysis | Ahrefs Brand Radar cited pages AI citations sources +Ahrefs Brand Radar +Otterly.AI +Peec AI +Profound | 12 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI search referral traffic B2B buyers ChatGPT research vendors 2026 survey | 2 | 1 | 0/1 | 0/1 | |
| AI search visibility citation tracking tools 2026 ChatGPT Perplexity sources (Profound, Peec AI, Semrush AI Toolkit) +Peec AI +Profound +Semrush AI Toolkit | 12 | 1 | 0/1 | 0/1 | |
| AI search visibility mention vs recommendation share of voice metrics tools 2026 | 4 | 1 | 0/1 | 0/1 | |
| AI search visibility metrics share of voice citations brand mentions methodology Ahrefs 2026 | site.semrush.com AI visibility metrics share of voice sentiment prompts | site.search.google.com AI features performance report AI overviews clicks impressions Search Console +Ahrefs Brand Radar +Semrush AI Toolkit | 10 | 1 | 0/1 | Ahrefs Brand Radar ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI search visibility share of voice tools ChatGPT brand mentions 2026 | 6 | 1 | 0/1 | 0/1 | |
| AI search visibility share of voice tools ChatGPT Perplexity tracking 2026 | 6 | 1 | 0/1 | 0/1 | |
| AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking +Peec AI +Profound | 11 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking comparison +Peec AI +Profound | 11 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility tools track citations ChatGPT Perplexity AI Overviews sources 2026 | 12 | 1 | 0/1 | 0/1 | |
| AI search visibility tools track citations ChatGPT Perplexity Google AI Overviews 2026 | 12 | 1 | 0/1 | 0/1 | |
| AI search visibility tools track citations sources ChatGPT Perplexity 2026 | 12 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini (Profound, Peec AI, Semrush AI) +Peec AI +Profound +Semrush AI Toolkit | 15 | 1 | 0/1 | Semrush AI Toolkit ×1 | 0/1 |
| AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity monitoring | 14 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring | 8 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools 2026 ChatGPT Perplexity citations monitoring | 8 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools ChatGPT brand mentions 2026 | 3 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools ChatGPT Perplexity citations 2026 | 8 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools Profound Peec AI Semrush AI Toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 2 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 +Peec AI +Profound +Semrush AI Toolkit | 2 | 1 | 0/1 | 0/1 | |
| AI share of voice chatbot answers measurement Profound Scrunch AI Peec AI brand visibility methodology | Ahrefs Brand Radar AI share of voice methodology Semrush AI visibility toolkit +Ahrefs Brand Radar +Peec AI +Profound +Semrush AI Toolkit | 6 | 1 | 0/1 | Ahrefs Brand Radar ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI share of voice tracking chatbot answers Profound Peec AI Otterly brand visibility measurement +Otterly.AI +Peec AI +Profound | 6 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility metrics share of voice citations LLM brand mentions tools 2026 | 10 | 1 | 0/1 | Semrush AI Toolkit ×1 | 0/1 |
| AI visibility metrics share of voice LLM answers tools 2026 | 10 | 1 | 0/1 | 0/1 | |
| AI visibility share of voice tools ChatGPT Perplexity brand tracking 2026 | 6 | 1 | 0/1 | 0/1 | |
| AI visibility share of voice tools ChatGPT Perplexity tracking 2026 | 6 | 1 | 0/1 | 0/1 | |
| AI visibility tools mention vs recommendation share of voice LLM tracking 2026 | 4 | 1 | 0/1 | 0/1 | |
| AI visibility tracking how many prompts statistical significance variance LLM responses | 11 | 1 | 0/1 | 0/1 | |
| AI visibility tracking how many prompts statistically significant LLM answer variance | 11 | 1 | 0/1 | 0/1 | |
| AI visibility tracking prompts sample size repeated runs prompt monitoring methodology 2026 | site.pewresearch.org AI summaries search March 2025 methodology 900 searches | site.ahrefs.com brand radar prompts tracking AI visibility methodology prompts +Ahrefs Brand Radar | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI visibility tracking prompts sample size repeated runs variability brand visibility study | site.pewresearch.org AI summaries search browsing March 2025 900 | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
Showing the 50 run by the most answers; 142 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 | 72 | 62 | 14 | “AI visibility tracking tools 2026 Profound Semrush AI toolkit Ahrefs Brand Radar GA4 ChatGPT referral”; “track AI visibility tools ChatGPT citations Profound Semrush AI toolkit Ahrefs Brand Radar 2026”; “AI search visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026” |
| Peec AI | 65 | 54 | 13 | “AI search visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026”; “AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026”; “Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing comparison” |
| Ahrefs Brand Radar | 46 | 46 | 14 | “AI visibility tracking tools 2026 Profound Semrush AI toolkit Ahrefs Brand Radar GA4 ChatGPT referral”; “track AI visibility tools ChatGPT citations Profound Semrush AI toolkit Ahrefs Brand Radar 2026”; “site.ahrefs.com AI Overviews rank tracker SERP history | site.support.google.com analytics AI traffic source chatgpt” |
| Semrush AI Toolkit | 42 | 41 | 14 | “AI visibility tracking tools 2026 Profound Semrush AI toolkit Ahrefs Brand Radar GA4 ChatGPT referral”; “track AI visibility tools ChatGPT citations Profound Semrush AI toolkit Ahrefs Brand Radar 2026”; “site.semrush.com AI Overviews position tracking SERP features | site:ahrefs.com AI Overviews rank tracker SERP history” |
| Otterly.AI | 30 | 24 | 10 | “Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing comparison”; “ChatGPT brand visibility tracking Profound Peec AI Otterly AI prompts recommendations | site.openai.com ChatGPT search shopping recommendations products”; “site.peec.ai ChatGPT visibility citations prompts | site.tryprofound.com answer engine insights ChatGPT visibility | site.otterly.ai ChatGPT brand monitoring | site.help.openai.com ChatGPT search utm_source chatgpt.com temporary chat memory” |
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 |
|---|---|---|
| visibility | 99 | 13 |
| 2026 | 96 | 15 |
| tracking | 91 | 15 |
| tools | 77 | 14 |
| search | 61 | 11 |
| brand | 58 | 11 |
| citations | 56 | 10 |
| engine | 32 | 8 |
| mentions | 32 | 8 |
| monitoring | 31 | 12 |
| prompts | 29 | 9 |
| chatgpt | 29 | 7 |
| console | 29 | 6 |
| share | 27 | 5 |
| voice | 27 | 5 |
| source | 25 | 5 |
| site.peec.ai | 23 | 10 |
| answer | 22 | 8 |
| vs | 22 | 8 |
| llm | 22 | 6 |
| ai | 22 | 4 |
| webmaster | 21 | 7 |
| performance | 20 | 7 |
| perplexity | 18 | 6 |
| site.ahrefs.com | 17 | 11 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| whether | 87 | 6 |
| assistants | 63 | 5 |
| measure | 61 | 5 |
| answer | 47 | 5 |
| what's | 45 | 3 |
| recommends | 40 | 3 |
| track | 37 | 3 |
| category | 27 | 2 |
| questions | 27 | 2 |
| care | 26 | 2 |
| product | 26 | 2 |
| marketing | 24 | 2 |
| team | 24 | 2 |
| llm | 22 | 2 |
| often | 22 | 2 |
| check | 20 | 1 |
| down | 20 | 1 |
| suspect | 20 | 1 |
| taking | 20 | 1 |
| chatgpt | 19 | 4 |
| mention | 19 | 2 |
| organic | 18 | 1 |
| 17 | 2 | |
| web | 15 | 2 |
| against | 15 | 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.
“Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026” — 2 answers · Ahrefs Brand Radar, Profound, Semrush AI Toolkit
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "profound-vs-peec-ai-vs" text = "Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026"
“AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026” — 2 answers · Otterly.AI
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-visibility-tracking-tools-brand" text = "AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026"
“best generative engine optimization GEO tracking tools comparison Profound Peec AI Semrush AI Toolkit pricing” — 2 answers · Ahrefs Brand Radar, Otterly.AI, Peec AI, Profound, Semrush AI Toolkit
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "best-generative-engine-optimization-geo" text = "best generative engine optimization GEO tracking tools comparison Profound Peec AI Semrush AI Toolkit pricing"
“Profound vs Peec AI vs Semrush AI toolkit vs Ahrefs Brand Radar citation sources comparison” — 2 answers · Ahrefs Brand Radar, Profound, Peec AI, Semrush AI Toolkit
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "profound-vs-peec-ai-vs-2" text = "Profound vs Peec AI vs Semrush AI toolkit vs Ahrefs Brand Radar citation sources comparison"
“AI brand visibility tracking ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena” — 1 answers · Ahrefs Brand Radar, Otterly.AI, Peec AI, Profound
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-brand-visibility-tracking-chatgpt" text = "AI brand visibility tracking ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena"
“AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Athena Otterly” — 1 answers · Ahrefs Brand Radar, Otterly.AI, Peec AI, Profound
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-brand-visibility-tracking-tools" text = "AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Athena Otterly"
“AI Overviews AI Mode brand mention tracking tools 2026” — 1 answers · Ahrefs Brand Radar, Dageno AI
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-overviews-ai-mode-brand" text = "AI Overviews AI Mode brand mention tracking tools 2026"
“AI search citation monitoring Ahrefs Brand Radar citations website Profound Otterly AI” — 1 answers · Ahrefs Brand Radar, Otterly.AI
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-citation-monitoring-ahrefs" text = "AI search citation monitoring Ahrefs Brand Radar citations website Profound Otterly AI"
“Bing Webmaster Tools AI performance citations dashboard Google Search Console AI Overviews reporting” — 1 answers · Ahrefs Brand Radar, Otterly.AI
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "bing-webmaster-tools-ai-performance" text = "Bing Webmaster Tools AI performance citations dashboard Google Search Console AI Overviews reporting"
“AI search citation monitoring tools Ahrefs Brand Radar Profound Otterly Peec website citations” — 1 answers · Ahrefs Brand Radar, Otterly.AI, Peec AI, Profound, Semrush AI Toolkit
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-citation-monitoring-tools" text = "AI search citation monitoring tools Ahrefs Brand Radar Profound Otterly Peec website citations"
Prompt by prompt
1. Our organic traffic is down and I suspect ChatGPT and Google AI Overviews. How do I check whether AI search is what's taking it? — 20 queries
- 'AI' ×1
- AI visibility tracking tools 2026 Profound Semrush AI toolkit Ahrefs Brand Radar GA4 ChatGPT referral ×1
- AI visibility tracking tools ChatGPT Google AI Mode Search Console AI Mode report 2026 ×1
- AI visibility tracking tools ChatGPT citations 2026 Profound Semrush Ahrefs Brand Radar ×1
- GA4 track ChatGPT referral traffic AI referrals channel group 2026 ×1
- GA4 track ChatGPT referral traffic utm_source=chatgpt.com regex 2026 ×1
- Google Search Console AI Mode AI Overviews data report 2026 ×1
- Google Search Console AI Mode AI Overviews performance report filter announcement ×1
- Google Search Console AI Overviews AI Mode reporting data 2026 ×1
- diagnose organic traffic loss AI Overviews ChatGPT Search Console AI Mode reporting 2026 ×1
- diagnose organic traffic loss AI Overviews Search Console impressions clicks 2026 ×1
- site developers.google.com search AI Overviews Search Console traffic clicks reporting | site help.openai.com ChatGPT search referral utm_source chatgpt.com publishers | site ahrefs.com AI Overviews click through rate 2026 study ×1
- site developers.google.com search AI features website Search Console AI Overviews traffic | site help.openai.com publishers chatgpt referral utm_source chatgpt.com | site pewresearch.org 2025 Google AI summary click links 8% 15% ×1
- site semrush.com AI Overviews position tracking SERP features tracking ×1
- site.ahrefs.com AI Overviews rank tracker SERP history | site.support.google.com analytics AI traffic source chatgpt ×1
- site.search.google.com site.developers.google.com AI Overviews Search Console traffic included web performance | site.bing.com webmaster AI performance dashboard citations 2026 | site.openai.com ChatGPT search referral utm_source chatgpt.com publishers ×1
- site.semrush.com AI Overviews position tracking SERP features | site:ahrefs.com AI Overviews rank tracker SERP history ×1
- site:support.google.com/webmasters/answer/16984139 "clicks" "queries" | site:support.google.com/webmasters/answer/16984139 "impressions" "AI Overviews" | site:developers.google.com/search "Generative AI performance" "clicks" ×1
- sitedevelopers.google.com search AI features website Search Console AI Overviews clicks impressions | site:help.openai.com publishers ChatGPT referral traffic utm_source chatgpt.com | site:pewresearch.org Google AI summaries click links March 2025 ×1
- track AI visibility tools ChatGPT citations Profound Semrush AI toolkit Ahrefs Brand Radar 2026 ×1
Added: 2026 ×12 console ×10 referral ×7 site ×6 source ×6 chatgpt.com ×5 mode ×5 tracking ×5
Dropped: check ×20 down ×20 suspect ×20 taking ×20 what's ×20 whether ×20 organic ×18 google ×14
2. GEO, AEO, LLM SEO: what are they, how do they differ from SEO, and which should a B2B marketing team care about? — 14 queries
- "answer engine optimization" "featured snippets" definition | "LLM SEO" "GEO" definition ×1
- AI search referral traffic B2B buyers ChatGPT research vendors 2026 survey ×1
- AI search visibility tracking tools Profound Peec AI Semrush AI Toolkit 2026 ×1
- AI search visibility tracking tools Profound Peec AI Semrush AI toolkit comparison 2026 ×1
- AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026 ×1
- GEO AEO LLM SEO B2B AI search visibility tools 2026 ×1
- GEO AEO LLM SEO difference B2B 2026 ×1
- GEO vs AEO vs SEO B2B 2026 ×1
- GEO vs AEO vs SEO B2B 2026 AI search visibility tools ×1
- answer engine optimization AEO definition site.hubspot.com | LLM SEO definition AI search optimization site.ahrefs.com ×1
- site.developers.google.com search AI features website SEO AI Overviews AI Mode | site.bing.com webmaster AI performance generative engine optimization | site.openai.com publishers search ChatGPT search crawler OAI-SearchBot ×1
- site.developers.google.com search AI features website SEO best practices AI overviews | site.bing.com webmaster AI performance citations February 2026 | GEO generative engine optimization AEO answer engine optimization definitions B2B ×1
- site.developers.google.com/search AI features website SEO AI Overviews AI Mode | site.bing.com webmaster AI performance citations generative engine optimization | site.openai.com publishers search crawler OAI-SearchBot ChatGPT search ×1
- site.developers.google.com/search AI features website SEO best practices AI Overviews | site.bing.com webmaster AEO GEO AI search citations | site.openai.com publishers search OAI-SearchBot ChatGPT search ×1
Added: search ×10 2026 ×9 ai ×8 engine ×5 optimization ×5 tools ×5 visibility ×5 chatgpt ×4
Dropped: care ×14 differ ×14 marketing ×14 team ×14 llm ×10 b2b ×8 aeo ×7 geo ×7
3. How can I find out whether ChatGPT recommends my product when people ask about my category? — 12 queries
- best AI visibility tracking tools ChatGPT brand mentions 2026 ×3
- AI search visibility tracking tools ChatGPT brand mentions 2026 ×1
- ChatGPT brand visibility tracking Profound Peec AI Otterly AI prompts recommendations | site.openai.com ChatGPT search shopping recommendations products ×1
- ChatGPT brand visibility tracking Profound Peec AI Otterly recommendations ChatGPT | site.openai.com ChatGPT search shopping recommendations brands results ×1
- Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing comparison ×1
- Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026 ×1
- site.help.openai.com publishers developers FAQ utm_source chatgpt.com referral traffic | site.help.openai.com ChatGPT search memory location search results ×1
- site.openai.com ChatGPT search shopping recommendations publishers referral analytics | Profound ChatGPT visibility tracking prompts brand mentions | Peec AI ChatGPT brand visibility tracking ×1
- site.openai.com ChatGPT search shopping recommendations sources | site.prof ound.com ChatGPT brand visibility tracking | site.otterly.ai ChatGPT brand monitoring prompts | site.peec.ai ChatGPT visibility monitoring ×1
- site.peec.ai ChatGPT tracking browser visibility | site.tryprofound.com answer engine insights ChatGPT visibility | site.otterly.ai ChatGPT brand monitoring prompts ×1
- site.peec.ai ChatGPT visibility citations prompts | site.tryprofound.com answer engine insights ChatGPT visibility | site.otterly.ai ChatGPT brand monitoring | site.help.openai.com ChatGPT search utm_source chatgpt.com temporary chat memory ×1
- site.tryprofound.com answer engine insights ChatGPT visibility prompts | site.peec.ai visibility position sentiment ChatGPT tracking | site.help.openai.com publishers FAQs ChatGPT search utm_source chatgpt.com ×1
Added: visibility ×11 brand ×10 tracking ×10 search ×8 prompts ×6 2026 ×5 mentions ×5 ai ×4
Dropped: ask ×14 category ×14 find ×14 out ×14 people ×14 recommends ×14 whether ×14 product ×13
4. What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each? — 9 queries
- AI visibility tools brand mention vs recommendation share of voice LLM tracking 2026 ×2
- AI search visibility mention vs recommendation share of voice metrics tools 2026 ×1
- AI visibility tools mention vs recommendation share of voice LLM tracking 2026 ×1
- Profound vs Peec AI vs Ahrefs Brand Radar vs Semrush AI visibility tracking sentiment position 2026 ×1
- Profound vs Peec AI vs Semrush AI Toolkit vs Scrunch AI visibility comparison ×1
- site.ahrefs.com brand radar mentions recommendations AI visibility | site.sem rush.com AI visibility brand mentions recommendations share of voice ×1
- site.prof ound.com AI brand mentions recommendations share of voice | site.otterly.ai brand mentions recommendations AI search tracking | site.peec.ai brand visibility position sentiment AI recommendations ×1
- site.profound.ai mentions recommendations AI visibility share of voice | site.scrunchai.com AI brand mentions recommendations measurement | site.otterly.ai brand mentions recommendations AI monitoring ×1
- site.profound.com AI visibility brand mentions recommendations share of voice | site.scrunchai.com brand recommendations mentions AI measurement | site.otterly.ai brand mentions recommendations AI tracking ×1
Added: visibility ×10 share ×8 voice ×8 brand ×6 tracking ×6 vs ×6 2026 ×5 mention ×4
Dropped: answer ×10 between ×10 difference ×10 measure ×10 mentioned ×10 recommended ×10 what's ×10
5. What tools track how often AI assistants like ChatGPT, Claude, Perplexity and Gemini mention a brand? — 13 queries
- AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 ×2
- AI brand visibility tracking ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena ×1
- AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Athena Otterly | site.peec.ai Claude Gemini ChatGPT Perplexity tracking | site.tryprofound.com Claude Gemini Perplexity ChatGPT answer engine ×1
- AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini 2026 ×1
- Profound AI visibility ChatGPT Claude Perplexity Gemini brand tracking | Peec AI supported models ChatGPT Claude Gemini Perplexity | Otterly AI supported engines Claude Gemini ChatGPT Perplexity | Scrunch AI brand monitoring Claude Gemini Perplexity ChatGPT ×1
- Profound vs Peec AI vs Otterly vs Ahrefs Brand Radar vs Scrunch pricing comparison ×1
- best AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 ×1
- best generative engine optimization GEO tools comparison Profound Peec AI Otterly Semrush AI toolkit ×1
- brand AI visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly | Scrunch AI supported platforms Claude Gemini ChatGPT Perplexity brand monitoring ×1
- generative engine optimization GEO tools comparison Profound Peec AI Otterly Scrunch pricing 2026 ×1
- site.tryprofound.com answer engine insights Claude supported engines | site.peec.ai pricing models Claude | site.otterly.ai Claude Gemini monitoring | site.scrunch.com Claude Gemini Perplexity monitoring ×1
- site.tryprofound.com answer engine insights supported engines Claude Gemini visibility share of voice | site.peec.ai Claude Gemini ChatGPT Perplexity tracking visibility ×1
- site.tryprofound.com answer engine optimization Claude Gemini supported engines | site.peec.ai Claude Gemini ChatGPT Perplexity tracking | site.otterly.ai Gemini Claude supported platforms monitoring ×1
Added: tracking ×10 visibility ×9 engine ×6 2026 ×5 supported ×5 answer ×4 monitoring ×4 scrunch ×4
Dropped: assistants ×14 often ×14 track ×14 mention ×10 tools ×6 brand ×5 chatgpt ×4 claude ×4
6. Is there a way to measure our share of voice in AI chatbot answers? — 13 queries
- best generative engine optimization GEO tracking tools comparison Profound Peec AI Semrush AI Toolkit pricing ×2
- AI search visibility share of voice tools ChatGPT Perplexity tracking 2026 ×1
- AI search visibility share of voice tools ChatGPT brand mentions 2026 ×1
- AI share of voice chatbot answers measurement Profound Scrunch AI Peec AI brand visibility methodology | Ahrefs Brand Radar AI share of voice methodology Semrush AI visibility toolkit ×1
- AI share of voice tracking chatbot answers Profound Peec AI Otterly brand visibility measurement ×1
- AI visibility share of voice tools ChatGPT Perplexity brand tracking 2026 ×1
- AI visibility share of voice tools ChatGPT Perplexity tracking 2026 ×1
- Profound AI share of voice answer engine visibility measurement ChatGPT | Scrunch AI share of voice monitoring AI answers | Ahrefs Brand Radar AI share of voice prompts methodology ×1
- Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026 ×1
- Profound vs Peec AI vs Semrush AI Visibility vs Ahrefs Brand Radar pricing 2026 ×1
- site.peec.ai visibility position sentiment AI analytics | site.tryprofound.com answer engine insights visibility share of voice ×1
- site.profound.com AI share of voice answer engine visibility | site.scrunchai.com share of voice AI search monitoring | site.peec.ai share of voice visibility AI search ×1
- site.tryprofound.com answer engine insights share of voice visibility | site.peec.ai visibility methodology responses different personalization ×1
Added: visibility ×11 2026 ×6 engine ×6 tools ×6 tracking ×6 chatgpt ×5 pricing ×4 brand ×3
Dropped: measure ×14 chatbot ×12 answers ×8 share ×4 voice ×4 ai ×1
7. How can I tell whether Google AI Overviews and AI Mode mention our brand for the topics we care about? — 10 queries
- Google Search Console AI Mode data reporting 2026 ×2
- track brand mentions Google AI Overviews AI Mode tools 2026 ×2
- AI Overviews AI Mode brand mention tracking tools 2026 ×1
- AI Overviews AI Mode brand visibility tracking tools 2026 ×1
- Google Search Console AI Mode AI Overviews reporting data 2026 ×1
- Google Search Console AI Mode reporting 2026 ×1
- site.semrush.com AI visibility toolkit Google AI Mode AI Overviews brand tracking | site.ahrefs.com Brand Radar AI Mode AI Overviews tracking | site.support.google.com webmasters AI Overviews AI Mode Search Console reporting ×1
- site.support.google.com webmasters AI Overviews AI Mode Search Console performance | site.ahrefs.com brand radar AI Mode AI Overviews tracking | site.semrush.com AI visibility toolkit AI Mode AI Overviews brand monitoring ×1
- site.support.google.com webmasters AI Overviews AI Mode Search Console reporting | site.semrush.com AI visibility toolkit Google AI Mode AI Overviews brand monitoring | site Ahrefs Brand Radar Google AI Mode AI Overviews tracking ×1
- site.support.google.com webmasters AI features AI Mode AI Overviews Search Console reporting | Semrush AI visibility toolkit Google AI Mode AI Overviews brand monitoring | Ahrefs Brand Radar Google AI Mode AI Overviews custom prompts ×1
Added: 2026 ×8 console ×8 search ×8 reporting ×7 tracking ×5 visibility ×5 site.support.google.com ×4 toolkit ×4
Dropped: care ×12 tell ×12 topics ×12 whether ×12 mention ×9 brand ×4 google ×3 overviews ×3
8. How do I monitor whether AI search engines cite our website? — 15 queries
- AI search citation monitoring Ahrefs Brand Radar citations website Profound Otterly AI | Bing Webmaster Tools AI performance citations dashboard Google Search Console AI Overviews reporting ×1
- AI search citation monitoring tools Ahrefs Brand Radar Profound Otterly Peec website citations ×1
- AI search citation monitoring website Bing Webmaster Tools AI performance citations | Ahrefs Brand Radar cited pages AI search monitoring | Profound AI search citation monitoring prompts ×1
- AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring ×1
- AI search visibility tracking tools 2026 ChatGPT Perplexity citations monitoring ×1
- AI search visibility tracking tools ChatGPT Perplexity citations 2026 ×1
- Bing Webmaster Tools AI Performance report citations Copilot; Google Search Console AI Mode reporting 2026 ×1
- Bing Webmaster Tools AI performance citations report Copilot 2026 ×1
- Bing Webmaster Tools AI performance report Copilot citations GA4 AI referral traffic ×1
- Google Search Console AI Mode report Bing Webmaster Tools AI performance citations 2026 ×1
- Search Console AI Mode AI Overviews performance data 2026 Google announcement ×1
- best AI search visibility tracking tools 2026 ChatGPT Perplexity citations monitoring ×1
- site.bing.com webmaster tools AI performance citations | site.ahrefs.com brand radar AI citations tracking | site.sem rush.com AI visibility toolkit citations tracking ×1
- site.developers.google.com search AI features website search console overall traffic | site.peec.ai citations sources tracking AI search | site.semrush.com kb AI traffic GA4 referral chatgpt ×1
- site.otterly.ai link citation monitoring daily | site.tryprofound.com answer engine insights citations | site.bing.com webmaster AI performance citations | site.developers.google.com search AI features website search console traffic ×1
Added: tools ×12 citations ×10 performance ×9 2026 ×8 webmaster ×8 monitoring ×7 bing ×6 console ×6
Dropped: cite ×15 monitor ×15 whether ×15 engines ×14 website ×10 search ×3
9. What's the best way to benchmark my brand's visibility in LLM answers against competitors? — 14 queries
- AI visibility tracking tools LLM brand share of voice comparison 2026 ×2
- Profound AI visibility competitor benchmarking prompts share of voice | Scrunch AI brand visibility competitor monitoring prompts | Ahrefs Brand Radar AI visibility index custom prompts competitors ×1
- Profound AI visibility tracking share of voice competitors prompts methodology | Scrunch AI brand visibility monitoring competitors platforms | Ahrefs Brand Radar AI visibility index custom prompts Semrush AI visibility toolkit ×1
- Profound vs Peec AI vs Semrush AI Visibility Toolkit vs Ahrefs Brand Radar pricing 2026 ×1
- Profound vs Peec AI vs Semrush AI Visibility vs Ahrefs Brand Radar pricing ×1
- best AI visibility tracking tools 2026 brand share of voice ChatGPT Perplexity Gemini competitors ×1
- best AI visibility tracking tools LLM brand mentions competitors 2026 ×1
- best generative engine optimization GEO tools Profound Peec AI Semrush AI toolkit pricing 2026 ×1
- brand visibility AI answers benchmarking competitors Profound Peec AI Otterly methodology | Ahrefs Brand Radar AI visibility share of voice prompts competitors ×1
- share of voice AI search ChatGPT Perplexity benchmarking methodology prompts ×1
- site.ahrefs.com brand radar AI visibility prompts competitors | site.semrush.com AI visibility toolkit competitors prompts | site.prof ound.com answer engine optimization visibility ×1
- site.peec.ai visibility position sentiment prompts competitors | site.tryprofound.com answer engine insights citations visibility competitors ×1
- site.tryprofound.com answer engine insights visibility citations competitors ×1
- site.tryprofound.com answer engine insights visibility citations | site.peec.ai visibility position sentiment prompts AI search ×1
Added: ai ×7 prompts ×7 share ×7 voice ×7 2026 ×6 brand ×5 engine ×5 tools ×5
Dropped: against ×15 benchmark ×15 brand's ×15 what's ×15 best ×12 llm ×12 answers ×10 competitors ×7
10. What metrics should a marketing team use to measure presence in AI assistant answers? — 9 queries
- AI visibility metrics share of voice citations LLM answers GEO tools 2026 ×2
- AI search visibility metrics share of voice citations brand mentions methodology Ahrefs 2026 | site.semrush.com AI visibility metrics share of voice sentiment prompts | site.search.google.com AI features performance report AI overviews clicks impressions Search Console ×1
- AI visibility metrics share of voice LLM answers tools 2026 ×1
- AI visibility metrics share of voice citations LLM brand mentions tools 2026 ×1
- best AI search visibility tracking tools Profound Peec AI Semrush AI Toolkit comparison 2026 ×1
- generative engine optimization measurement citation rate AI referral traffic GA4 ×1
- site.ahrefs.com brand radar AI share of voice mentions citations | site.semrush.com AI visibility metrics share of voice sentiment | site.bing.com webmaster AI performance citations dashboard ×1
- site.ahrefs.com brand radar AI visibility share of voice citations metrics | site.semrush.com AI visibility metrics mentions citations share of voice | site.profounded.com AI visibility metrics prompt tracking ×1
- site.profound.ai metrics AI visibility share of voice citation sentiment | site.semrush.com AI visibility toolkit metrics mentions citations share of voice | site.ahrefs.com brand radar AI share of voice metrics ×1
Added: visibility ×9 share ×8 voice ×8 2026 ×6 citations ×6 brand ×5 mentions ×5 tools ×5
Dropped: assistant ×10 marketing ×10 measure ×10 presence ×10 team ×10 answers ×7 metrics ×2
11. Which questions should we track to measure AI visibility, and how many prompts do we need before the numbers mean anything? — 14 queries
- AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking ×1
- AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking comparison ×1
- AI visibility tracking how many prompts statistical significance variance LLM responses ×1
- AI visibility tracking how many prompts statistically significant LLM answer variance ×1
- AI visibility tracking prompts sample size repeated runs prompt monitoring methodology 2026 | site.pewresearch.org AI summaries search March 2025 methodology 900 searches | site.ahrefs.com brand radar prompts tracking AI visibility methodology prompts ×1
- AI visibility tracking prompts sample size repeated runs variability brand visibility study | site.pewresearch.org AI summaries search browsing March 2025 900 ×1
- AI visibility tracking tools 2026 Profound Peec AI Scrunch prompt tracking comparison ×1
- AI visibility tracking tools comparison Profound Peec AI Scrunch Semrush AI toolkit 2026 ×1
- how many prompts to track AI visibility statistical significance LLM answer variance ×1
- how many prompts to track AI visibility statistical significance LLM answer variance 2026 ×1
- site.itl.nist.gov sample size proportion 1.96 margin error ×1
- site.nist.gov proportion sample size 384 confidence interval | site.semrush.com "AI" "250" "prompts" visibility study variability ×1
- site.otterly.ai prompt tracking brand visibility how many prompts | site.peec.ai AI visibility prompts tracking methodology | site.arxiv.org generative search engine brand visibility variability repeated queries ×1
- site.semrush.com AI visibility prompt tracking sample prompts visibility | site.ahrefs.com brand radar prompts AI visibility methodology | site.pewresearch.org AI summaries search browsing 2025 ×1
Added: tracking ×10 2026 ×6 search ×6 sample ×5 brand ×4 llm ×4 scrunch ×4 size ×4
Dropped: anything ×14 before ×14 mean ×14 measure ×14 numbers ×14 questions ×14 track ×12 many ×9
12. How can I see which web pages AI assistants rely on when they answer questions in my category? — 12 queries
- Profound vs Peec AI vs Semrush AI toolkit vs Ahrefs Brand Radar citation sources comparison ×2
- AI search monitoring cited pages sources Profound Peec AI Otterly citation analysis | Ahrefs Brand Radar cited pages AI citations sources ×1
- AI search visibility citation tracking tools 2026 ChatGPT Perplexity sources (Profound, Peec AI, Semrush AI Toolkit) ×1
- AI search visibility tools track citations ChatGPT Perplexity AI Overviews sources 2026 ×1
- AI search visibility tools track citations ChatGPT Perplexity Google AI Overviews 2026 ×1
- AI search visibility tools track citations sources ChatGPT Perplexity 2026 ×1
- Bing Webmaster Tools AI performance report citations Copilot 2026 ×1
- Profound citation analytics URLs AI search sources pages | Peec AI sources citations URLs AI visibility | Ahrefs Brand Radar cited pages AI search sources ×1
- Profound citation analytics pages AI answers citations competitors | Otterly AI citation analysis URL sources AI search monitoring | Ahrefs Brand Radar cited pages AI sources ×1
- Profound vs Peec AI vs Semrush AI Toolkit citation source analysis ×1
- site.ahrefs.com brand radar cited pages AI citations | site.profound.com citation analysis AI pages sources | site.scrunchai.com citations source pages AI monitoring ×1
- site.peec.ai sources URLs cited pages AI search analytics | site.tryprofound.com citation analysis URLs sources | site.otterly.ai citations report URL prompts ×1
Added: sources ×10 citation ×8 search ×8 2026 ×5 analysis ×5 citations ×5 cited ×5 tools ×5
Dropped: assistants ×13 category ×13 questions ×13 rely ×13 see ×13 web ×13 answer ×12 pages ×8
13. Do ChatGPT and Claude say different things about a product with web search on versus from training data alone, and how do I measure both? — 13 queries
- AI visibility tracking tool ChatGPT Claude web search vs training data brand mentions 2026 ×1
- AI visibility tracking tools ChatGPT Claude brand mentions 2026 Profound Peec Otterly Scrunch ×1
- AI visibility tracking tools ChatGPT Claude brand mentions 2026 Profound Peec Scrunch ×1
- Anthropic API web search tool and OpenAI Responses API web_search tool documentation ×1
- LLM brand monitoring API without web search vs with search grounding difference citations study ×1
- LLM brand perception training data vs web search grounding difference study ×1
- LLM brand visibility tracking tools ChatGPT Claude web search vs training data 2026 ×1
- OpenAI API web_search tool Responses API Anthropic API web search tool pricing ×1
- OpenAI Responses API web_search tool Anthropic Claude API web search tool pricing 2026 ×1
- site.help.openai.com ChatGPT search automatically search web disable search | site.platform.claude.com docs web search tool citations | site.platform.openai.com docs web search tool choice none ×1
- site.help.openai.com ChatGPT search automatically search web sources citations | site.platform.claude.com docs web search tool disable search citations | site.platform.openai.com docs web search tool tool_choice responses ×1
- site.help.openai.com ChatGPT search automatically search web sources | site.docs.anthropic.com web search tool Claude citations | site.platform.openai.com docs web search tool responses API ×1
- site.help.openai.com ChatGPT search automatically search web sources | site.support.claude.com web search Claude enable disable | site.platform.openai.com docs web search tool responses | site.platform.claude.com docs web search tool citations ×1
Added: tool ×8 brand ×6 responses ×6 2026 ×5 api ×5 citations ×5 automatically ×4 docs ×4
Dropped: alone ×13 different ×13 measure ×13 product ×13 say ×13 things ×13 versus ×13 data ×10
14. How often should we re-check whether AI assistants recommend us, and how do we track changes over time? — 11 queries
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini ×2
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity monitoring ×1
- AI visibility tracking tools LLM brand mentions ChatGPT 2026 ×1
- LLM answer volatility how often brand recommendations change AI Overviews ChatGPT study ×1
- LLM answer volatility how often brand recommendations change study AI visibility ×1
- how often LLM answers change brand recommendations volatility study AI visibility ×1
- how often to monitor AI search visibility answer volatility citation drift study ×1
- site Ahrefs brand radar AI visibility tracking daily prompts | site profound AI visibility tracking daily recommendations | site semrush AI visibility toolkit tracking prompts daily ×1
- site profound.com AI visibility tracking daily prompts monitoring | site otterly.ai daily monitoring AI search brand mentions | site developers.google.com search AI features traffic Search Console ×1
- site.ahrefs.com brand radar AI visibility tracking daily prompts | site.peec.ai AI visibility daily tracking prompts | site.profoun d.com AI visibility tracking daily ×1
- site.peec.ai monitoring daily AI visibility prompts tracking | site.otterly.ai track AI search visibility daily monitoring | site.ahrefs.com brand radar AI visibility tracking prompts ×1
Added: visibility ×11 brand ×10 tracking ×8 search ×6 chatgpt ×5 mentions ×5 2026 ×4 daily ×4
Dropped: assistants ×12 over ×12 re-check ×12 recommend ×12 time ×12 whether ×12 track ×11 changes ×9
15. How do I prove to leadership whether our content work is changing what AI assistants recommend? — 14 queries
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini (Profound, Peec AI, Semrush AI) ×1
- AI visibility tracking tools 2026 share of voice ChatGPT Perplexity brand mentions ×1
- AI visibility tracking tools LLM brand mentions 2026 Profound Peec Scrunch comparison ×1
- AI visibility tracking tools LLM brand mentions share of voice 2026 ×1
- measuring GEO impact causal test content changes ChatGPT citations methodology ×1
- measuring generative engine optimization impact causal test methodology AI answers variance ×1
- measuring generative engine optimization impact methodology LLM answer variability share of voice 2026 ×1
- measuring generative engine optimization impact methodology controlled experiment LLM recommendations variance ×1
- site.bing.com webmaster AI performance citations dashboard 2026 | site.ahrefs.com brand radar AI visibility prompts tracking | site.search.google.com AI features Search Console traffic AI overview ×1
- site.developers.google.com/search/docs appearance ai-features Search Console traffic AI features | site.peec.ai visibility position sentiment AI platforms tracking prompts ×1
- site.profoun d.com AI visibility tracking prompts citations measurement | site.scrunchai.com AI search monitoring citations content measurement | site.peec.ai AI search visibility prompts citations ×1
- site.profound.ai measure AI visibility citations experiments content | site.peec.ai AI visibility tracking prompts citations | site.openai.com chatgpt search publishers OAI-SearchBot citations ×1
- site.search.google AI features website Search Console AI Overviews AI Mode reporting | site.profound.com AI visibility content measurement | site.ahrefs.com brand radar AI visibility prompts tracking ×1
- site.tryprofound.com prompt tracking citations answer engine insights | site.peec.ai track prompts citations AI visibility | site.support.google.com analytics AI traffic referral ×1
Added: tracking ×10 visibility ×10 2026 ×6 brand ×6 search ×6 citations ×5 prompts ×5 chatgpt ×4
Dropped: assistants ×14 changing ×14 leadership ×14 prove ×14 recommend ×14 whether ×14 work ×14 content ×10