What the assistants searched
Finding out whether AI assistants recommend us 2026-10-21 19:43 pooled with the set's finished runs before it that were asked and graded the same way: 1 run · search track only, from the stored answers · this run alone · JSON
60/60answers searched
102searches
100distinct 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 |
|---|---|---|---|---|---|
| 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 |
| best AI visibility tracking tools ChatGPT brand mentions 2026 | 3 | 2 | 0/2 | 0/2 | |
| 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 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 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 share of voice tools ChatGPT brand mentions 2026 | 6 | 1 | 0/1 | 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 | 0/1 | |
| AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini | 14 | 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 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 Profound Peec AI Semrush AI Toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 2 | 1 | 0/1 | 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 tracking 2026 | 6 | 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 tools mention vs recommendation share of voice LLM tracking 2026 | 4 | 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 variability brand visibility study | site.pewresearch.org AI summaries search browsing March 2025 900 | 11 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini 2026 | 5 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT citations 2026 Profound Semrush Ahrefs Brand Radar +Ahrefs Brand Radar +Profound +Semrush AI Toolkit | 1 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT Claude brand mentions 2026 Profound Peec Otterly Scrunch +Otterly.AI +Peec AI +Profound | 13 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT Google AI Mode Search Console AI Mode report 2026 | 1 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools comparison Profound Peec AI Scrunch Semrush AI toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 11 | 1 | 0/1 | Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI visibility tracking tools LLM brand mentions 2026 Profound Peec Scrunch comparison +Peec AI +Profound | 15 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools LLM brand mentions ChatGPT 2026 | 14 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools LLM brand share of voice comparison 2026 | 9 | 1 | 0/1 | 0/1 | |
| "answer engine optimization" "featured snippets" definition | "LLM SEO" "GEO" definition | 2 | 1 | 0/1 | 0/1 | |
| Anthropic API web search tool and OpenAI Responses API web_search tool documentation | 13 | 1 | 0/1 | 0/1 | |
| best AI visibility tracking tools 2026 brand share of voice ChatGPT Perplexity Gemini competitors | 9 | 1 | 0/1 | 0/1 | |
| best AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 | 5 | 1 | 0/1 | 0/1 | |
| best generative engine optimization GEO tools comparison Profound Peec AI Otterly Semrush AI toolkit +Otterly.AI +Peec AI +Profound +Semrush AI Toolkit | 5 | 1 | 0/1 | 0/1 | |
| best generative engine optimization GEO tools Profound Peec AI Semrush AI toolkit pricing 2026 +Peec AI +Profound +Semrush AI Toolkit | 9 | 1 | 0/1 | Profound ×1 | 0/1 |
| best generative engine optimization GEO tracking tools comparison Profound Peec AI Semrush AI toolkit pricing +Peec AI +Profound +Semrush AI Toolkit | 6 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| Bing Webmaster Tools AI performance report citations Copilot 2026 | 12 | 1 | 0/1 | 0/1 | |
| Bing Webmaster Tools AI Performance report citations Copilot; Google Search Console AI Mode reporting 2026 | 8 | 1 | 0/1 | 0/1 | |
| brand visibility AI answers benchmarking competitors Profound Peec AI Otterly methodology | Ahrefs Brand Radar AI visibility share of voice prompts competitors +Ahrefs Brand Radar +Otterly.AI +Peec AI +Profound | 9 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| diagnose organic traffic loss AI Overviews Search Console impressions clicks 2026 | 1 | 1 | 0/1 | 0/1 | |
| GA4 track ChatGPT referral traffic utm_source=chatgpt.com regex 2026 | 1 | 1 | 0/1 | 0/1 | |
| generative engine optimization GEO tools comparison Profound Peec AI Otterly Scrunch pricing 2026 +Otterly.AI +Peec AI +Profound | 5 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| generative engine optimization measurement citation rate AI referral traffic GA4 | 10 | 1 | 0/1 | 0/1 | |
| GEO AEO LLM SEO B2B AI search visibility tools 2026 | 2 | 1 | 0/1 | 0/1 | |
| GEO AEO LLM SEO difference B2B 2026 | 2 | 1 | 0/1 | 0/1 | |
| Google Search Console AI Mode AI Overviews data report 2026 | 1 | 1 | 0/1 | 0/1 | |
| Google Search Console AI Mode AI Overviews reporting data 2026 | 7 | 1 | 0/1 | 0/1 | |
| Google Search Console AI Mode data reporting 2026 | 7 | 1 | 0/1 | 0/1 |
Showing the 50 run by the most answers; 50 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 | 35 | 30 | 13 | “AI visibility tracking tools ChatGPT citations 2026 Profound Semrush Ahrefs Brand Radar”; “AI search visibility tracking tools Profound Peec AI Semrush AI Toolkit 2026”; “Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026” |
| Peec AI | 33 | 27 | 12 | “AI search visibility tracking tools Profound Peec AI Semrush AI Toolkit 2026”; “Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026”; “site.openai.com ChatGPT search shopping recommendations publishers referral analytics | Profound ChatGPT visibility tracking prompts brand mentions | Peec AI ChatGPT brand visibility tracking” |
| Ahrefs Brand Radar | 21 | 21 | 12 | “AI visibility tracking tools ChatGPT citations 2026 Profound Semrush Ahrefs Brand Radar”; “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”; “Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing 2026” |
| Semrush AI Toolkit | 20 | 19 | 12 | “AI visibility tracking tools ChatGPT citations 2026 Profound Semrush Ahrefs Brand Radar”; “site semrush.com AI Overviews position tracking SERP features tracking”; “AI search visibility tracking tools Profound Peec AI Semrush AI Toolkit 2026” |
| Otterly.AI | 12 | 10 | 6 | “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”; “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”; “best generative engine optimization GEO tools comparison Profound Peec AI Otterly Semrush AI toolkit” |
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 | 49 | 15 |
| visibility | 48 | 13 |
| tracking | 45 | 15 |
| tools | 39 | 14 |
| search | 28 | 9 |
| brand | 27 | 11 |
| citations | 27 | 9 |
| engine | 20 | 7 |
| mentions | 16 | 7 |
| console | 16 | 4 |
| monitoring | 14 | 8 |
| chatgpt | 14 | 7 |
| prompts | 14 | 6 |
| share | 14 | 5 |
| voice | 14 | 5 |
| answer | 13 | 7 |
| site.peec.ai | 13 | 7 |
| source | 13 | 4 |
| llm | 12 | 6 |
| optimization | 9 | 6 |
| site.tryprofound.com | 9 | 6 |
| ai | 9 | 4 |
| webmaster | 9 | 4 |
| radar | 8 | 7 |
| site.ahrefs.com | 8 | 7 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| whether | 43 | 6 |
| assistants | 33 | 5 |
| measure | 30 | 5 |
| answer | 23 | 5 |
| recommends | 21 | 3 |
| track | 20 | 3 |
| what's | 20 | 3 |
| product | 14 | 2 |
| care | 13 | 2 |
| category | 13 | 2 |
| questions | 13 | 2 |
| marketing | 12 | 2 |
| often | 12 | 2 |
| team | 12 | 2 |
| llm | 11 | 2 |
| chatgpt | 10 | 4 |
| mention | 10 | 2 |
| against | 8 | 1 |
| benchmark | 8 | 1 |
| brand's | 8 | 1 |
| changing | 8 | 1 |
| check | 8 | 1 |
| cite | 8 | 1 |
| down | 8 | 1 |
| leadership | 8 | 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 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"
“AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking comparison” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-visibility-tools-2026" text = "AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking comparison"
“AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini (Profound, Peec AI, Semrush AI)” — 1 answers · Semrush AI Toolkit
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-visibility-tracking-tools" text = "AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini (Profound, Peec AI, Semrush AI)"
“AI visibility metrics share of voice citations LLM brand mentions tools 2026” — 1 answers · Semrush AI Toolkit
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-visibility-metrics-share-voice" text = "AI visibility metrics share of voice citations LLM brand mentions tools 2026"
“AI visibility tracking prompts sample size repeated runs variability brand visibility study” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-visibility-tracking-prompts-sample" text = "AI visibility tracking prompts sample size repeated runs variability brand visibility study"
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? — 8 queries
- 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 utm_source=chatgpt.com regex 2026 ×1
- Google Search Console AI Mode AI Overviews data report 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
Added: 2026 ×6 console ×5 chatgpt.com ×3 referral ×3 site ×3 source ×3 tracking ×3 utm ×3
Dropped: check ×8 down ×8 suspect ×8 taking ×8 what's ×8 whether ×8 organic ×7 google ×5
2. GEO, AEO, LLM SEO: what are they, how do they differ from SEO, and which should a B2B marketing team care about? — 7 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
- GEO AEO LLM SEO B2B AI search visibility tools 2026 ×1
- GEO AEO LLM SEO difference B2B 2026 ×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 ×5 2026 ×4 ai ×4 chatgpt ×3 citations ×2 engine ×2 features ×2 oai-searchbot ×2
Dropped: care ×7 differ ×7 marketing ×7 team ×7 aeo ×4 b2b ×4 llm ×4 geo ×3
3. How can I find out whether ChatGPT recommends my product when people ask about my category? — 6 queries
- best AI visibility tracking tools ChatGPT brand mentions 2026 ×2
- 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.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: tracking ×5 visibility ×5 brand ×4 search ×4 2026 ×3 mentions ×3 prompts ×3 publishers ×3
Dropped: ask ×7 category ×7 find ×7 out ×7 people ×7 product ×7 recommends ×7 whether ×7
4. What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each? — 4 queries
- AI visibility tools brand mention vs recommendation share of voice LLM tracking 2026 ×1
- AI visibility tools mention vs recommendation share of voice LLM tracking 2026 ×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
Added: share ×4 visibility ×4 voice ×4 brand ×3 tracking ×3 2026 ×2 llm ×2 mention ×2
Dropped: answer ×4 between ×4 difference ×4 measure ×4 mentioned ×4 recommended ×4 what's ×4
5. What tools track how often AI assistants like ChatGPT, Claude, Perplexity and Gemini mention a brand? — 8 queries
- 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
- 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
- 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
Added: engine ×5 tracking ×5 visibility ×5 2026 ×3 answer ×3 site.peec.ai ×3 site.tryprofound.com ×3 supported ×3
Dropped: assistants ×8 often ×8 track ×8 mention ×6 brand ×4 chatgpt ×3 claude ×3 tools ×3
6. Is there a way to measure our share of voice in AI chatbot answers? — 7 queries
- AI search visibility share of voice tools ChatGPT brand mentions 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
- best generative engine optimization GEO tracking tools comparison Profound Peec AI Semrush AI toolkit pricing ×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 ×5 engine ×4 2026 ×3 chatgpt ×3 tools ×3 methodology ×2 monitoring ×2 pricing ×2
Dropped: chatbot ×7 measure ×7 answers ×4 share ×2 voice ×2 ai ×1
7. How can I tell whether Google AI Overviews and AI Mode mention our brand for the topics we care about? — 6 queries
- AI Overviews AI Mode brand mention tracking tools 2026 ×1
- Google Search Console AI Mode AI Overviews reporting data 2026 ×1
- Google Search Console AI Mode data 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 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
- track brand mentions Google AI Overviews AI Mode tools 2026 ×1
Added: 2026 ×4 console ×4 reporting ×4 search ×4 tracking ×3 data ×2 site.semrush.com ×2 site.support.google.com ×2
Dropped: care ×6 tell ×6 topics ×6 whether ×6 mention ×4 brand ×2 google ×1 overviews ×1
8. How do I monitor whether AI search engines cite our website? — 8 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 visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring ×1
- AI search visibility tracking tools 2026 ChatGPT Perplexity citations monitoring ×1
- Bing Webmaster Tools AI Performance report citations Copilot; Google Search Console AI Mode reporting 2026 ×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
- 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 ×6 2026 ×5 console ×5 monitoring ×5 performance ×5 citations ×4 google ×4 webmaster ×4
Dropped: cite ×8 monitor ×8 whether ×8 engines ×7 website ×5
9. What's the best way to benchmark my brand's visibility in LLM answers against competitors? — 8 queries
- AI visibility tracking tools LLM brand share of voice comparison 2026 ×1
- 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 vs Peec AI vs Semrush AI Visibility Toolkit vs Ahrefs Brand Radar pricing 2026 ×1
- best AI visibility tracking tools 2026 brand share of voice ChatGPT Perplexity Gemini competitors ×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
- 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
Added: 2026 ×4 share ×4 voice ×4 engine ×3 prompts ×3 tools ×3 ai ×2 benchmarking ×2
Dropped: against ×8 benchmark ×8 brand's ×8 what's ×8 llm ×7 best ×6 answers ×5 competitors ×3
10. What metrics should a marketing team use to measure presence in AI assistant answers? — 5 queries
- AI visibility metrics share of voice LLM answers tools 2026 ×1
- AI visibility metrics share of voice citations LLM brand mentions tools 2026 ×1
- generative engine optimization measurement citation rate AI referral traffic GA4 ×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: share ×4 visibility ×4 voice ×4 brand ×3 mentions ×3 2026 ×2 citation ×2 citations ×2
Dropped: assistant ×5 marketing ×5 measure ×5 presence ×5 team ×5 answers ×4 metrics ×1
11. Which questions should we track to measure AI visibility, and how many prompts do we need before the numbers mean anything? — 7 queries
- AI search visibility tools 2026 Profound Peec AI Scrunch prompt tracking comparison ×1
- AI visibility tracking how many prompts statistically significant LLM answer variance ×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 comparison Profound Peec AI Scrunch Semrush AI toolkit 2026 ×1
- how many prompts to track AI visibility statistical significance LLM answer variance 2026 ×1
- site.nist.gov proportion sample size 384 confidence interval | site.semrush.com "AI" "250" "prompts" visibility study variability ×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 ×5 2026 ×3 sample ×3 search ×3 2025 ×2 answer ×2 brand ×2 browsing ×2
Dropped: anything ×7 before ×7 mean ×7 measure ×7 numbers ×7 questions ×7 track ×6 many ×5
12. How can I see which web pages AI assistants rely on when they answer questions in my category? — 6 queries
- AI search visibility citation tracking tools 2026 ChatGPT Perplexity sources (Profound, Peec AI, Semrush AI Toolkit) ×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 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
Added: sources ×4 2026 ×3 citation ×3 citations ×3 search ×3 tools ×3 visibility ×3 analysis ×2
Dropped: answer ×6 assistants ×6 category ×6 questions ×6 rely ×6 see ×6 web ×6 pages ×4
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? — 7 queries
- AI visibility tracking tools ChatGPT Claude brand mentions 2026 Profound Peec Otterly Scrunch ×1
- Anthropic API web search tool and OpenAI Responses API web_search tool documentation ×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
- 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.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: responses ×4 tool ×4 brand ×3 2026 ×2 anthropic ×2 api ×2 automatically ×2 citations ×2
Dropped: alone ×7 different ×7 measure ×7 product ×7 say ×7 things ×7 versus ×7 data ×5
14. How often should we re-check whether AI assistants recommend us, and how do we track changes over time? — 6 queries
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini ×1
- AI visibility tracking tools LLM brand mentions ChatGPT 2026 ×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.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
Added: visibility ×6 brand ×4 tracking ×4 2026 ×2 chatgpt ×2 daily ×2 llm ×2 mentions ×2
Dropped: assistants ×6 over ×6 re-check ×6 recommend ×6 time ×6 track ×6 whether ×6 changes ×5
15. How do I prove to leadership whether our content work is changing what AI assistants recommend? — 8 queries
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity Gemini (Profound, Peec AI, Semrush AI) ×1
- AI visibility tracking tools LLM brand mentions 2026 Profound Peec Scrunch comparison ×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
- 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.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 ×6 visibility ×6 search ×4 2026 ×3 brand ×3 engine ×3 prompts ×3 site.peec.ai ×3
Dropped: assistants ×8 changing ×8 leadership ×8 prove ×8 recommend ×8 whether ×8 work ×8 content ×6