What the assistants searched
Finding out whether AI assistants recommend us 2026-10-23 17:39 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
205searches
186distinct queries
21%from prompt
26%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 ChatGPT Claude brand mentions 2026 | 13 | 3 | 0/3 | 0/3 | |
| track brand mentions Google AI Overviews AI Mode tools 2026 | 7 | 3 | 0/3 | 0/3 | |
| AI visibility tracking tools ChatGPT brand mentions 2026 Profound Peec AI Otterly +Otterly.AI +Peec AI +Profound | 3 14 | 2 | 0/2 | 0/2 | |
| AI search visibility share of voice tools ChatGPT Perplexity brand mentions 2026 | 6 | 2 | 0/2 | 0/2 | |
| AI search visibility share of voice tools ChatGPT Perplexity tracking 2026 | 6 | 2 | 0/2 | 0/2 | |
| AI search visibility tools 2026 Profound Peec AI Semrush AI Toolkit prompt tracking +Peec AI +Profound +Semrush AI Toolkit | 11 | 2 | 0/2 | Frase ×2 | 0/2 |
| AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity share of voice | 15 | 2 | 0/2 | 0/2 | |
| AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring | 8 | 2 | 0/2 | 0/2 | |
| AI search visibility tracking tools ChatGPT brand mentions 2026 | 3 | 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 mentions vs recommendations share of voice LLM tracking 2026 | 4 | 2 | 0/2 | 0/2 | |
| AI visibility tracking how many prompts statistically significant LLM answer variance | 11 | 2 | 0/2 | 0/2 | |
| AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 | 5 | 2 | 0/2 | Frase ×2 | 0/2 |
| best AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 | 5 | 2 | 0/2 | 0/2 | |
| GEO AEO LLM SEO B2B 2026 AI search visibility tools | 2 | 2 | 0/2 | 0/2 | |
| Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar comparison +Ahrefs Brand Radar +Peec AI +Profound +Semrush AI Toolkit | 4 | 2 | 0/2 | Ahrefs Brand Radar ×2 Profound ×2 Semrush AI Toolkit ×2 | 0/2 |
| Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing comparison +Ahrefs Brand Radar +Peec AI +Profound +Semrush AI Toolkit | 6 | 2 | 0/2 | Ahrefs Brand Radar ×2 Profound ×2 Semrush AI Toolkit ×2 | 0/2 |
| AI brand visibility benchmarking competitors Profound Scrunch Otterly methodology prompts share of voice | Ahrefs Brand Radar AI visibility index prompts competitors methodology +Ahrefs Brand Radar +Otterly.AI +Profound | 9 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Profound ×1 | 0/1 |
| AI brand visibility monitoring tools 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 ChatGPT Claude Perplexity Gemini Profound Peec AI Otterly AthenaHQ +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 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 Otterly Scrunch +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 click-through rate impact 2026 study | 2 | 1 | 0/1 | 0/1 | |
| AI Overviews AI Mode click-through rate impact B2B traffic 2026 study | 2 | 1 | 0/1 | 0/1 | |
| AI Overviews click-through rate impact 2026 study B2B buyers use ChatGPT vendor research | 2 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI search citation monitoring tools Ahrefs Brand Radar cited pages Peec AI Profound Otterly +Ahrefs Brand Radar +Otterly.AI +Peec AI +Profound | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 Dageno AI ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI search citation monitoring website Ahrefs Brand Radar Profound Otterly citations | Bing Webmaster Tools AI Performance citations dashboard +Ahrefs Brand Radar +Otterly.AI +Profound | 8 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI search visibility citation tracking tools 2026 ChatGPT Perplexity AI Overviews | 8 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI search visibility citation tracking tools 2026 ChatGPT Perplexity Google AI Overviews | 8 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI search visibility metrics share of voice citations LLM brand mentions tools 2026 | 10 | 1 | 0/1 | 0/1 | |
| AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking +Peec AI +Profound | 11 | 1 | 0/1 | Frase ×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 sources ChatGPT Perplexity 2026 | 12 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI search visibility tools track citations sources ChatGPT Perplexity AI Overviews 2026 | 12 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI search visibility tracking tools 2026 LLM brand share of voice Profound Peec AI Otterly comparison +Otterly.AI +Peec AI +Profound | 9 | 1 | 0/1 | Frase ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility tracking tools 2026 Profound Peec AI Ahrefs Brand Radar ChatGPT Claude +Ahrefs Brand Radar +Peec AI +Profound | 13 | 1 | 0/1 | 0/1 | |
| AI search visibility tracking tools brand mentions ChatGPT competitors 2026 comparison | 9 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility citation tracking tools ChatGPT Perplexity sources 2026 | 12 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility metrics share of voice citations LLM answers tools 2026 | 10 | 1 | 0/1 | 0/1 | |
| AI visibility tools brand mention vs recommendation share of voice LLM tracking 2026 | 4 | 1 | 0/1 | 0/1 | |
| AI visibility tracking how many prompts statistical significance LLM answer variance | 11 | 1 | 0/1 | 0/1 | |
| AI visibility tracking how many prompts statistically significant variance LLM answers | 11 | 1 | 0/1 | 0/1 | |
| AI visibility tracking prompt sample size repeated runs prompts measurement brand visibility | site.pewresearch.org AI search answers vary repeated queries brands visibility | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI visibility tracking prompts sample size repeated runs measurement brand visibility | site.pewresearch.org AI summaries March 2025 search results 900 adults | site.arxiv.org generative search engine brand visibility variability repeated queries | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI visibility tracking prompts sample size repeated runs share of voice measurement | site.pewresearch.org AI search results different answers repeat queries brands | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI visibility tracking tools 2026 Profound Semrush AI Toolkit Ahrefs Brand Radar ChatGPT citations +Ahrefs Brand Radar +Profound +Semrush AI Toolkit | 1 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools brand mentions ChatGPT Perplexity 2026 | 14 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI comparison +Peec AI +Profound | 15 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools brand mentions vs recommendations ChatGPT share of voice 2026 | 4 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT brand mentions 2026 comparison | 14 | 1 | 0/1 | Frase ×1 | 0/1 |
Showing the 50 run by the most answers; 136 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 | 74 | 66 | 14 | “tools track brand visibility ChatGPT AI Overviews 2026 Profound Semrush AI toolkit Ahrefs Brand Radar”; “AI visibility tracking tools ChatGPT citations Profound Semrush AI Toolkit Ahrefs Brand Radar 2026”; “AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026” |
| Peec AI | 58 | 51 | 14 | “AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026”; “AI visibility tracking tools ChatGPT brand mentions 2026 Profound Peec AI Otterly”; “Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing 2026” |
| Ahrefs Brand Radar | 48 | 46 | 13 | “tools track brand visibility ChatGPT AI Overviews 2026 Profound Semrush AI toolkit Ahrefs Brand Radar”; “AI visibility tracking tools ChatGPT citations Profound Semrush AI Toolkit Ahrefs Brand Radar 2026”; “Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar comparison” |
| Semrush AI Toolkit | 44 | 43 | 14 | “tools track brand visibility ChatGPT AI Overviews 2026 Profound Semrush AI toolkit Ahrefs Brand Radar”; “AI visibility tracking tools ChatGPT citations Profound Semrush AI Toolkit Ahrefs Brand Radar 2026”; “site.semrush.com AI Overviews position tracking SERP features tracking” |
| Otterly.AI | 33 | 27 | 9 | “AI visibility tracking tools ChatGPT brand mentions 2026 Profound Peec AI Otterly”; “Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing 2026”; “ChatGPT brand visibility tracking Profound Peec AI Otterly AI monitor prompts ChatGPT | site.openai.com ChatGPT search recommendations ranking shopping products” |
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 | 95 | 13 |
| 2026 | 93 | 15 |
| tracking | 87 | 15 |
| tools | 71 | 14 |
| search | 63 | 12 |
| brand | 60 | 10 |
| citations | 55 | 12 |
| prompts | 32 | 8 |
| mentions | 31 | 8 |
| monitoring | 30 | 11 |
| share | 30 | 5 |
| voice | 30 | 5 |
| chatgpt | 29 | 8 |
| console | 25 | 5 |
| vs | 24 | 8 |
| recommendations | 23 | 5 |
| answer | 22 | 7 |
| features | 22 | 7 |
| ai | 22 | 4 |
| engine | 21 | 9 |
| llm | 21 | 6 |
| source | 21 | 6 |
| comparison | 19 | 9 |
| webmaster | 19 | 7 |
| perplexity | 19 | 6 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| whether | 88 | 6 |
| assistants | 61 | 5 |
| measure | 60 | 5 |
| answer | 47 | 5 |
| what's | 46 | 3 |
| track | 42 | 3 |
| recommends | 37 | 3 |
| care | 27 | 2 |
| questions | 27 | 2 |
| often | 24 | 2 |
| marketing | 23 | 2 |
| team | 23 | 2 |
| chatgpt | 22 | 4 |
| category | 22 | 2 |
| llm | 22 | 2 |
| product | 21 | 2 |
| mention | 20 | 2 |
| check | 20 | 1 |
| down | 20 | 1 |
| suspect | 20 | 1 |
| taking | 20 | 1 |
| search | 19 | 3 |
| organic | 19 | 1 |
| cite | 18 | 1 |
| engines | 17 | 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 search visibility tools 2026 Profound Peec AI Semrush AI Toolkit prompt tracking” — 2 answers · Frase
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-visibility-tools-2026" text = "AI search visibility tools 2026 Profound Peec AI Semrush AI Toolkit prompt tracking"
“AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026” — 2 answers · Frase
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"
“Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar comparison” — 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 comparison"
“Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing comparison” — 2 answers · Ahrefs Brand Radar, Profound, 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 pricing comparison"
“AI brand visibility benchmarking competitors Profound Scrunch Otterly methodology prompts share of voice” — 1 answers · Ahrefs Brand Radar, Otterly.AI, Profound
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-brand-visibility-benchmarking-competitors" text = "AI brand visibility benchmarking competitors Profound Scrunch Otterly methodology prompts share of voice"
“Ahrefs Brand Radar AI visibility index prompts competitors methodology” — 1 answers · Ahrefs Brand Radar, Otterly.AI, Profound
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ahrefs-brand-radar-ai-visibility" text = "Ahrefs Brand Radar AI visibility index prompts competitors methodology"
“AI brand visibility monitoring tools 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-monitoring-tools" text = "AI brand visibility monitoring tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena"
“AI brand visibility tracking ChatGPT Claude Perplexity Gemini Profound Peec AI Otterly AthenaHQ” — 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 AI Otterly AthenaHQ"
“AI brand visibility tracking tools 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-tools" text = "AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena"
“AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Scrunch” — 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-2" text = "AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Scrunch"
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
- 'June' ×1
- 'impressions' ×1
- AI visibility tracking tools 2026 Profound Semrush AI Toolkit Ahrefs Brand Radar ChatGPT citations ×1
- AI visibility tracking tools ChatGPT citations 2026 Profound Semrush AI toolkit Ahrefs Brand Radar ×1
- AI visibility tracking tools ChatGPT citations Profound Semrush AI Toolkit Ahrefs Brand Radar 2026 ×1
- GA4 track ChatGPT referral traffic regex AI assistants channel group ×1
- GA4 track ChatGPT referral traffic regex chatgpt.com utm_source 2026 ×1
- Google Search Console AI Mode AI Overviews data report 2026 ×1
- Google Search Console AI Overviews AI Mode data reporting 2026 ×1
- Google Search Console AI Overviews AI Mode reporting 2026 ×1
- diagnose organic traffic loss AI Overviews Search Console impressions clicks 2026 ×1
- site developers.google.com search AI features website Search Console AI Overviews counted web | site help.openai.com ChatGPT search publishers referrals utm_source chatgpt.com | Pew Research Center 2025 Google AI summaries click links 8% 15% ×1
- site semrush.com AI Overviews position tracking SERP features | site support.google.com webmasters debugging drops search traffic ×1
- site.developers.google.com search AI features website Search Console AI Overviews clicks impressions | site.help.openai.com publishers ChatGPT referrals utm_source chatgpt.com | site.pewresearch.org Google AI summaries users click links 2025 ×1
- site.developers.google.com search AI features website Search Console AI Overviews traffic | site.help.openai.com publishers ChatGPT referrals utm_source chatgpt.com | site.pewresearch.org AI summaries click links March 2025 Google ×1
- site.developers.google.com search AI features website Search Console AI Overviews traffic | site.help.openai.com publishers ChatGPT search referral utm_source chatgpt.com | site.pewresearch.org Google AI summaries click links March 2025 ×1
- site.help.openai.com "utm_source=chatgpt.com" search publishers ×1
- site.semrush.com AI Overviews position tracking SERP features tracking ×1
- site.semrush.com position tracking AI Overviews SERP features tracking ×1
- tools track brand visibility ChatGPT AI Overviews 2026 Profound Semrush AI toolkit Ahrefs Brand Radar ×1
Added: 2026 ×9 console ×8 features ×7 chatgpt.com ×6 source ×6 tracking ×6 utm ×6 publishers ×5
Dropped: check ×20 down ×20 suspect ×20 taking ×20 what's ×20 whether ×20 organic ×19 traffic ×14
2. GEO, AEO, LLM SEO: what are they, how do they differ from SEO, and which should a B2B marketing team care about? — 13 queries
- GEO AEO LLM SEO B2B 2026 AI search visibility tools ×2
- AI Overviews AI Mode click-through rate impact 2026 study ×1
- AI Overviews AI Mode click-through rate impact B2B traffic 2026 study ×1
- AI Overviews click-through rate impact 2026 study B2B buyers use ChatGPT vendor research ×1
- AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026 ×1
- GEO AEO generative engine optimization B2B 2026 AI search visibility tools ×1
- GEO vs AEO vs SEO B2B 2026 AI search visibility ×1
- site developers.google.com search AI features website SEO AI Overviews | site bing.com webmaster AEO GEO AI search citations | site searchengineland.com GEO AEO LLM SEO definitions 2026 ×1
- site.bing.com/webmaster AEO GEO answer engine optimization guidelines 2026 ×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 OAI-SearchBot ×1
- site.developers.google.com search AI features website SEO AI Overviews AI Mode | site.bing.com webmaster AI performance generative engine optimization | site.searchengineland.com AEO GEO difference answer engine optimization generative engine optimization ×1
- site.developers.google.com search AI features website SEO AI overviews AI mode | site.bing.com webmaster AEO GEO AI performance | GEO generative engine optimization paper arxiv ×1
- site.hubspot.com answer engine optimization AEO GEO definition | site.developers.google.com/search/docs/appearance/ai-features "special" "schema" ×1
Added: ai ×11 2026 ×10 search ×9 overviews ×7 engine ×6 optimization ×6 mode ×5 visibility ×5
Dropped: care ×14 differ ×14 marketing ×14 team ×14 llm ×11 b2b ×8 seo ×7 aeo ×5
3. How can I find out whether ChatGPT recommends my product when people ask about my category? — 11 queries
- AI search visibility tracking tools ChatGPT brand mentions 2026 ×2
- AI visibility tracking tools ChatGPT brand mentions 2026 Profound Peec AI Otterly ×1
- ChatGPT brand visibility tracking Profound Peec AI Otterly AI monitor prompts ChatGPT | site.openai.com ChatGPT search recommendations ranking shopping products ×1
- ChatGPT brand visibility tracking Profound Peec AI Otterly monitoring prompts | site.help.openai.com ChatGPT search results vary location memory | site.openai.com ChatGPT shopping product recommendations merchants ×1
- Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing ×1
- Profound vs Peec AI vs Otterly vs Semrush AI toolkit pricing 2026 ×1
- best AI visibility tracking tools ChatGPT brand mentions 2026 ×1
- site.openai.com ChatGPT search ranking brands recommendations publishers | Profound track ChatGPT brand visibility prompts | Peec AI ChatGPT brand visibility tracking ×1
- site.openai.com ChatGPT shopping product recommendations merchants visibility | Profound track ChatGPT brand visibility prompts | Peec AI ChatGPT brand visibility tracking ×1
- site.peec.ai ChatGPT visibility prompts citations | site.tryprofound.com answer engine insights ChatGPT visibility | site.help.otterly.ai search prompt monitoring ChatGPT ×1
- site.peec.ai visibility position sentiment ChatGPT tracking | site.tryprofound.com answer engine insights ChatGPT prompts citations ×1
Added: visibility ×10 tracking ×9 brand ×7 prompts ×6 search ×6 2026 ×5 mentions ×4 recommendations ×4
Dropped: ask ×12 category ×12 find ×12 out ×12 people ×12 recommends ×12 whether ×12 product ×9
4. What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each? — 10 queries
- AI visibility tools brand mentions vs recommendations share of voice LLM tracking 2026 ×2
- Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar comparison ×2
- AI visibility tools brand mention vs recommendation share of voice LLM tracking 2026 ×1
- AI visibility tracking tools brand mentions vs recommendations ChatGPT share of voice 2026 ×1
- Profound vs Peec AI vs Scrunch vs Otterly AI search visibility comparison ×1
- site Ahrefs brand radar mentions recommendations AI answers share of voice | site profound AI visibility recommendations mentions measurement | site developers.google.com search AI features search console traffic reporting AI overviews ×1
- site.ahrefs.com brand radar mentions AI recommendations brand visibility | site.prof ound.com AI brand recommendations mentions share of voice | site.peec.ai recommendations mentions AI visibility metrics ×1
- site.otterly.ai brand mentions recommendations AI search monitoring sentiment share of voice | site.peec.ai AI search visibility position sentiment recommendations | site.prof profound AI visibility brand mentions recommendations metrics ×1
- site.peec.ai visibility position sentiment metrics | site.tryprofound.com recommendations brand mentions visibility metrics ×1
- site.profound.ai brand mentions recommendations share of voice AI visibility | site.scrunchai.com AI brand recommendations mentions measurement | site.otterly.ai brand mentions recommendations tracking AI ×1
Added: visibility ×10 brand ×8 mentions ×8 recommendations ×8 share ×8 voice ×8 vs ×7 tracking ×5
Dropped: between ×12 difference ×12 measure ×12 mentioned ×12 recommended ×12 what's ×12 answer ×11 ai ×1
5. What tools track how often AI assistants like ChatGPT, Claude, Perplexity and Gemini mention a brand? — 14 queries
- AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 ×2
- best AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 ×2
- 'Claude' ×1
- AI brand visibility monitoring tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena ×1
- AI brand visibility tracking ChatGPT Claude Perplexity Gemini Profound Peec AI Otterly AthenaHQ ×1
- AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Athena ×1
- AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Scrunch ×1
- GEO AI search visibility platform pricing Profound Peec AI Otterly Semrush AI Toolkit 2026 ×1
- Profound vs Peec AI vs Otterly vs Ahrefs Brand Radar vs Scrunch AI comparison pricing ×1
- Profound vs Peec AI vs Semrush AI Visibility Toolkit vs Ahrefs Brand Radar pricing ×1
- best generative engine optimization GEO tools comparison Profound Peec AI Otterly Semrush AI toolkit ×1
- site.peec.ai "Claude" "visibility" | site.peec.ai "visibility" "sentiment" "sources" | site.scrunch.com "monitoring" "personas" "citations" ×1
- site.peec.ai Claude Gemini visibility tracking | site.tryprofound.com answer engine insights Claude | site.otterly.ai Claude Gemini monitoring | site.scrunch.com AI monitoring ChatGPT Claude Gemini Perplexity ×1
- site.tryprofound.com answer engine insights Claude Gemini brand visibility | site.peec.ai Claude Gemini models visibility | site.otterly.ai AI search monitoring supported Claude Gemini | site.scrunch.com Claude ChatGPT Gemini Perplexity monitoring ×1
Added: visibility ×13 tracking ×8 2026 ×5 monitoring ×4 best ×3 engine ×3 pricing ×3 site.peec.ai ×3
Dropped: assistants ×16 often ×16 track ×16 mention ×12 tools ×8 chatgpt ×6 gemini ×6 perplexity ×6
6. Is there a way to measure our share of voice in AI chatbot answers? — 10 queries
- AI search visibility share of voice tools ChatGPT Perplexity brand mentions 2026 ×2
- AI search visibility share of voice tools ChatGPT Perplexity tracking 2026 ×2
- Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing comparison ×2
- Profound AI share of voice answer engine visibility measurement brands | Scrunch AI share of voice measurement chatbot brand visibility | Ahrefs Brand Radar AI share of voice prompts ×1
- Profound vs Peec AI vs Semrush AI Visibility vs Ahrefs Brand Radar pricing 2026 ×1
- best GEO AEO tools comparison Profound Peec AI Otterly Semrush AI toolkit 2026 ×1
- site.profound.ai share of voice AI answers visibility tracking | site.scrunchai.com AI share of voice monitoring | site.semrush.com AI visibility toolkit share of voice ×1
- site.profound.ai share of voice AI visibility measurement | site.scrunchai.com share of voice AI monitoring | site.peec.ai share of voice AI visibility | site.semrush.com AI visibility toolkit share of voice ×1
- site.profound.ai share of voice AI visibility measurement | site.semrush.com AI visibility toolkit share of voice | site.athenahq.ai share of voice AI search measurement ×1
- site.tryprofound.com answer engine insights share of voice citations ×1
Added: visibility ×9 2026 ×6 search ×5 tools ×5 chatgpt ×4 perplexity ×4 comparison ×3 measurement ×3
Dropped: measure ×13 chatbot ×12 answers ×10 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? — 11 queries
- track brand mentions Google AI Overviews AI Mode tools 2026 ×3
- Google Search Console AI Mode data reporting 2026 ×1
- Google Search Console AI Mode reporting data 2026 ×1
- Search Console AI Mode AI Overviews reporting 2026 ×1
- Search Console AI Mode reporting data 2026 ×1
- site.semrush.com "Prompt Tracking" "AI Mode" "AI Overviews" ×1
- site.support.google.com webmasters AI Overviews AI Mode Search Console reporting | site.ahrefs.com brand radar Google AI Mode AI Overviews tracking | site.semrush.com AI visibility toolkit Google AI Mode AI Overviews brand tracking ×1
- site.support.google.com webmasters AI features AI Mode AI Overviews Search Console reporting | site.ahrefs.com brand radar AI Mode AI Overviews brand mentions | site.semrush.com AI visibility toolkit Google AI Mode AI Overviews tracking ×1
- site.support.google.com webmasters AI features AI Mode AI Overviews Search Console reporting | site.semrush.com AI visibility toolkit Google AI Mode AI Overviews brand monitoring | site. Ahrefs.com brand radar AI Mode AI Overviews ×1
- site.support.google.com webmasters AI features website Search Console AI Mode AI Overviews | site.peec.ai AI Mode AI Overviews brand monitoring | site.semrush.com AI visibility toolkit Google AI Mode AI Overviews tracking ×1
- track brand mentions Google AI Overviews AI Mode tool 2026 ×1
Added: 2026 ×8 console ×8 search ×8 reporting ×7 site.semrush.com ×5 site.support.google.com ×4 toolkit ×4 track ×4
Dropped: care ×13 tell ×13 topics ×13 whether ×13 mention ×8 brand ×5 google ×3 overviews ×3
8. How do I monitor whether AI search engines cite our website? — 17 queries
- AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring ×2
- AI search citation monitoring tools Ahrefs Brand Radar cited pages Peec AI Profound Otterly ×1
- AI search citation monitoring website Ahrefs Brand Radar Profound Otterly citations | Bing Webmaster Tools AI Performance citations dashboard ×1
- AI search visibility citation tracking tools 2026 ChatGPT Perplexity AI Overviews ×1
- AI search visibility citation tracking tools 2026 ChatGPT Perplexity Google AI Overviews ×1
- Bing Webmaster Tools AI Performance citations dashboard 2026 | Ahrefs Brand Radar AI citations website monitoring | Semrush AI visibility toolkit citation monitoring prompts ×1
- Bing Webmaster Tools AI Performance report Copilot citations ×1
- Bing Webmaster Tools AI performance report Copilot citations Google Search Console AI Mode ×1
- GA4 "AI assistant" default channel group support.google.com ×1
- GA4 track ChatGPT Perplexity referral traffic AI crawler logs 2026 ×1
- Google Search Console AI Mode report Bing Webmaster Tools AI Performance citations ×1
- site.ahrefs.com brand radar AI citations monitor website AI search | site.sem rush.com AI visibility toolkit citations website | site.profound.com AI search citation monitoring ×1
- site.ahrefs.com/brand-radar citations custom prompts | site.developers.google.com search AI features Search Console overall web traffic ×1
- site.bing.com webmaster AI performance citations February 2026 | site.otterly.ai link citation monitoring | site.peec.ai sources citations monitoring ×1
- site.developers.google.com search AI features website Search Console overall search traffic AI Overviews AI Mode | site:support.google.com analytics AI assistants traffic referrals ×1
- site.otterly.ai citation link tracking AI search monitoring | site.tryprofound.com citation analysis answer engine | site.ahrefs.com brand radar citations | site.developers.google.com search AI features Search Console overall traffic ×1
- track ChatGPT referral traffic GA4 AI bot crawler logs citations 2026 ×1
Added: citations ×10 tools ×10 2026 ×8 monitoring ×8 chatgpt ×6 performance ×6 visibility ×6 webmaster ×6
Dropped: cite ×18 whether ×18 engines ×17 monitor ×17 website ×14 search ×6
9. What's the best way to benchmark my brand's visibility in LLM answers against competitors? — 14 queries
- AI brand visibility benchmarking competitors Profound Scrunch Otterly methodology prompts share of voice | Ahrefs Brand Radar AI visibility index prompts competitors methodology ×1
- AI search visibility tracking tools 2026 LLM brand share of voice Profound Peec AI Otterly comparison ×1
- AI search visibility tracking tools brand mentions ChatGPT competitors 2026 comparison ×1
- AI visibility tracking tools LLM brand share of voice comparison 2026 ×1
- Profound AI visibility share of voice competitor tracking methodology prompts | Scrunch AI brand visibility competitor monitoring prompts | Ahrefs Brand Radar AI visibility methodology prompts competitors ×1
- Profound AI visibility share of voice competitors tracking prompts | Ahrefs Brand Radar AI visibility methodology prompts competitors | Semrush AI visibility toolkit competitors tracking prompts ×1
- Profound AI visibility tracking competitors prompts share of voice | Ahrefs Brand Radar AI visibility index custom prompts competitors | Semrush AI visibility toolkit competitor tracking prompts ×1
- Profound vs Peec AI vs Otterly vs Semrush AI toolkit share of voice LLM pricing ×1
- Profound vs Peec AI vs Semrush AI Toolkit vs Scrunch pricing review ×1
- Profound vs Peec AI vs Semrush AI Visibility Toolkit vs Ahrefs Brand Radar comparison 2026 ×1
- best AI search visibility tracking tools 2026 brand share of voice ChatGPT Perplexity competitors ×1
- how to measure brand share of voice in ChatGPT Perplexity Gemini answers methodology prompts ×1
- site.tryprofound.com answer engine insights visibility citations competitors | site.otterly.ai AI monitoring daily prompts ChatGPT competitors ×1
- site.tryprofound.com answer engine insights visibility citations competitors | site.peec.ai visibility position sentiment prompts competitors ×1
Added: share ×9 voice ×9 prompts ×7 tracking ×7 2026 ×5 ai ×5 brand ×5 chatgpt ×4
Dropped: against ×14 benchmark ×14 brand's ×14 what's ×14 best ×13 answers ×11 llm ×11 competitors ×6
10. What metrics should a marketing team use to measure presence in AI assistant answers? — 8 queries
- AI visibility metrics share of voice citations LLM answers GEO tools 2026 ×2
- AI search visibility metrics share of voice citations LLM brand mentions tools 2026 ×1
- AI visibility metrics share of voice citations LLM answers tools 2026 ×1
- GEO generative engine optimization tracking tools Profound Peec AI Semrush AI Toolkit Ahrefs Brand Radar comparison ×1
- site.ahrefs.com brand radar AI visibility share of voice citations metrics | site.prof profound AI visibility metrics share of voice sentiment | site.semrush.com AI visibility toolkit metrics visibility score citations ×1
- site.bing.com webmaster AI performance citations dashboard 2026 | site.ahrefs.com brand radar AI share of voice mentions citations | site.peec.ai metrics visibility position sentiment AI search ×1
- site.profound.com AI visibility metrics share of voice citations | site.otterly.ai AI visibility metrics brand coverage citation | site ahrefs.com brand radar AI share of voice visibility metrics ×1
- site.semrush.com AI visibility metrics share of voice mentions citations | site.ahrefs.com brand radar AI visibility metrics | site.peec.ai metrics visibility position sentiment AI search ×1
Added: citations ×8 share ×8 visibility ×8 voice ×8 2026 ×5 brand ×5 tools ×5 llm ×4
Dropped: assistant ×9 marketing ×9 measure ×9 presence ×9 team ×9 answers ×6 metrics ×1
11. Which questions should we track to measure AI visibility, and how many prompts do we need before the numbers mean anything? — 13 queries
- AI search visibility tools 2026 Profound Peec AI Semrush AI Toolkit prompt tracking ×2
- AI visibility tracking how many prompts statistically significant LLM answer variance ×2
- 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 LLM answer variance ×1
- AI visibility tracking how many prompts statistically significant variance LLM answers ×1
- AI visibility tracking prompt sample size repeated runs prompts measurement brand visibility | site.pewresearch.org AI search answers vary repeated queries brands visibility ×1
- AI visibility tracking prompts sample size repeated runs measurement brand visibility | site.pewresearch.org AI summaries March 2025 search results 900 adults | site.arxiv.org generative search engine brand visibility variability repeated queries ×1
- AI visibility tracking prompts sample size repeated runs share of voice measurement | site.pewresearch.org AI search results different answers repeat queries brands ×1
- site ahrefs.com AI visibility tracking prompts sample size | site developers.google.com search AI features performance reporting | AI search visibility prompt tracking variability sample size study 2026 ×1
- site.sparktoro.com AI 100 times brands recommendations random 2026 | site.ahrefs.com brand radar custom prompts tracking AI visibility prompts ×1
- site.sparktoro.com AI brand recommendations random 2026 visibility prompts | site.itl.nist.gov sample size proportion 0.5 1.96 margin error ×1
- site.sparktoro.com AI recommendations brands 100 times visibility prompts 2026 | site.peec.ai sample size prompts 100 400 visibility ×1
Added: tracking ×13 2026 ×8 search ×8 sample ×6 size ×6 llm ×4 tools ×4 variance ×4
Dropped: anything ×15 before ×15 mean ×15 measure ×15 numbers ×15 questions ×15 track ×15 many ×11
12. How can I see which web pages AI assistants rely on when they answer questions in my category? — 12 queries
- AI search visibility tools track citations sources ChatGPT Perplexity 2026 ×1
- AI search visibility tools track citations sources ChatGPT Perplexity AI Overviews 2026 ×1
- AI visibility citation tracking tools ChatGPT Perplexity sources 2026 ×1
- Bing Webmaster Tools AI performance report citations Copilot ×1
- Profound citation analysis pages AI answers sources brands | Otterly AI citation analysis source URLs | Ahrefs Brand Radar cited pages AI sources ×1
- Profound citation analysis pages sources AI answers category prompts | Peec AI sources cited pages analysis AI visibility | Ahrefs Brand Radar cited pages AI citations ×1
- Profound citation analysis source URLs AI answers category prompts | Otterly AI source citations URLs brand monitoring | Ahrefs Brand Radar cited pages AI citations ×1
- Profound citation analysis source URLs AI search visibility | Scrunch AI citation sources pages monitoring | Ahrefs Brand Radar cited pages AI assistants citations ×1
- Profound vs Peec AI vs Ahrefs Brand Radar citations sources pricing 2026 ×1
- Profound vs Peec AI vs Semrush AI Toolkit citation source analysis comparison ×1
- Profound vs Peec AI vs Semrush AI toolkit citation sources comparison ×1
- best AI search visibility citation tracking tools 2026 ChatGPT Perplexity sources ×1
Added: citation ×8 sources ×8 visibility ×6 2026 ×5 analysis ×5 tools ×5 chatgpt ×4 citations ×4
Dropped: questions ×12 rely ×12 see ×12 web ×12 assistants ×11 category ×10 answer ×9 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? — 10 queries
- AI visibility tracking tools ChatGPT Claude brand mentions 2026 ×3
- AI search visibility tracking tools 2026 Profound Peec AI Ahrefs Brand Radar ChatGPT Claude ×1
- Anthropic API web search tool OpenAI Responses API web_search tool pricing 2026 ×1
- LLM brand monitoring web search vs training data parametric knowledge API measurement ×1
- LLM brand monitoring web search vs training data parametric knowledge difference measure ×1
- OpenAI API web search tool vs no search brand monitoring; Anthropic API web search tool pricing ×1
- site.help.openai.com ChatGPT search automatic search turn off search | site.platform.openai.com docs web search tool responses API | site.platform.claude.com docs web search tool disable search ×1
- site.help.openai.com ChatGPT search automatically search web disable search | site.support.claude.com web search enable disable Claude citations | site.platform.claude.com docs web search tool citations | site.platform.openai.com docs web search tool model evaluation ×1
- site.help.openai.com ChatGPT search automatically search web turn off search | site.docs.anthropic.com web search tool citations Claude API | site.platform.openai.com docs web search tool responses API tool_choice ×1
- site.platform.openai.com docs web search tool Responses API citations | site.docs.anthropic.com web search tool disable search citations | site.openai.com chatgpt search automatically search web sources ×1
Added: api ×6 brand ×6 tool ×6 2026 ×5 docs ×4 responses ×4 site.platform.openai.com ×4 tools ×4
Dropped: alone ×12 different ×12 product ×12 say ×12 things ×12 versus ×12 measure ×11 data ×10
14. How often should we re-check whether AI assistants recommend us, and how do we track changes over time? — 12 queries
- AI visibility tracking tools ChatGPT brand mentions 2026 Profound Peec AI Otterly ×1
- AI visibility tracking tools ChatGPT brand mentions 2026 comparison ×1
- AI visibility tracking tools LLM brand mentions ChatGPT 2026 ×1
- AI visibility tracking tools brand mentions ChatGPT Perplexity 2026 ×1
- LLM answer volatility how often to monitor AI search brand recommendations study ×1
- how often LLM answers change brand recommendations volatility study AI search tracking frequency ×1
- how often to monitor AI search visibility prompt tracking volatility cadence ×1
- how often to monitor LLM brand recommendations volatility AI answers prompt tracking cadence ×1
- site Ahrefs Brand Radar AI tracking daily prompts citations AI visibility | site semrush.com AI visibility toolkit prompt tracking daily | site otterly.ai daily monitoring AI search brand recommendations ×1
- site ahrefs brand radar AI tracking daily prompts mentions | site profound answer engine monitoring daily tracking citations | site otterly.ai monitoring daily weekly AI search tracking ×1
- site.ahrefs.com brand radar AI visibility track historical prompts daily | site.scrunchai.com AI search monitoring track changes prompts | site.peec.ai AI visibility tracking daily prompts ×1
- site.ahrefs.com brand radar AI visibility tracking prompts daily | site.semrush.com AI visibility toolkit tracking daily prompts | site.prof ound.com AI answer engine tracking daily visibility ×1
Added: tracking ×11 brand ×9 visibility ×8 search ×6 mentions ×5 2026 ×4 chatgpt ×4 daily ×4
Dropped: assistants ×12 over ×12 re-check ×12 recommend ×12 time ×12 whether ×12 track ×11 changes ×10
15. How do I prove to leadership whether our content work is changing what AI assistants recommend? — 12 queries
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity share of voice ×2
- AI visibility tracking tools LLM brand mentions 2026 Profound Peec AI Semrush comparison ×1
- AI visibility tracking tools brand mentions ChatGPT Perplexity 2026 Profound Peec AI comparison ×1
- measuring GEO impact LLM answer variability methodology prompts sample size ×1
- measuring GEO impact LLM recommendations variance methodology prompt sampling ×1
- measuring LLM answer share of voice methodology variance repeated prompts GEO 2026 ×1
- measuring generative engine optimization impact share of voice ChatGPT methodology variance ×1
- site.ahrefs.com brand radar AI prompts tracking citations recommendations | site.prof ound.com AI visibility tracking | site.search.google.com search console AI features traffic AI overviews included performance ×1
- site.platform.openai.com web search citations search context | site.profound.ai AI visibility measurement prompts citations | site.scrunchai.com AI search monitoring citations prompts | site.peec.ai AI visibility tracking prompts citations ×1
- site.search.google.com OR site.developers.google.com search AI features website search console AI overview traffic | site.bing.com webmaster AI performance citations dashboard 2026 | site.ahrefs.com brand radar AI tracking prompts recommendations ×1
- site.semrush.com AI visibility toolkit prompts brand performance tracking | site.ahrefs.com Brand Radar AI citations tracking | site.search.google.com AI features website Search Console traffic AI Overviews ×1
- site.tryprofound.com answer engine insights citations visibility | site.support.google.com analytics traffic acquisition report session source medium ×1
Added: tracking ×8 visibility ×8 brand ×7 2026 ×6 prompts ×6 search ×6 citations ×5 chatgpt ×4
Dropped: assistants ×13 changing ×13 content ×13 leadership ×13 prove ×13 recommend ×13 whether ×13 work ×13