What the assistants searched
Finding out whether AI assistants recommend us 2026-10-23 17:39 · search track only, from the stored answers · pool the last 7 runs · JSON
60/60answers searched
100searches
94distinct queries
22%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 search visibility tracking tools 2026 brand mentions ChatGPT Perplexity share of voice | 15 | 2 | 0/2 | 0/2 | |
| AI visibility tracking tools ChatGPT Claude brand mentions 2026 | 13 | 2 | 0/2 | 0/2 | |
| best AI visibility tracking tools brand mentions ChatGPT Perplexity Gemini Claude 2026 | 5 | 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 |
| track brand mentions Google AI Overviews AI Mode tools 2026 | 7 | 2 | 0/2 | 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 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 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 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 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 share of voice tools ChatGPT Perplexity 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 | Frase ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility tools 2026 Profound Peec AI Semrush AI Toolkit prompt tracking +Peec AI +Profound +Semrush AI Toolkit | 11 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI search visibility tools track citations sources ChatGPT Perplexity 2026 | 12 | 1 | 0/1 | Frase ×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 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 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 LLM answer variance | 11 | 1 | 0/1 | 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 brand mentions ChatGPT Perplexity 2026 | 14 | 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 Profound Peec AI Otterly +Otterly.AI +Peec AI +Profound | 3 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT citations Profound Semrush AI Toolkit Ahrefs Brand Radar 2026 +Ahrefs Brand Radar +Profound +Semrush AI Toolkit | 1 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools LLM brand mentions ChatGPT 2026 | 14 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026 +Peec AI +Profound +Semrush AI Toolkit | 2 | 1 | 0/1 | Frase ×1 | 0/1 |
| best AI search visibility citation tracking tools 2026 ChatGPT Perplexity sources | 12 | 1 | 0/1 | Frase ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| best AI search visibility tracking tools 2026 brand share of voice ChatGPT Perplexity competitors | 9 | 1 | 0/1 | Frase ×1 | 0/1 |
| best AI visibility tracking tools ChatGPT brand mentions 2026 | 3 | 1 | 0/1 | 0/1 | |
| Bing Webmaster Tools AI performance report citations Copilot | 12 | 1 | 0/1 | 0/1 | |
| Bing Webmaster Tools AI Performance report Copilot citations | 8 | 1 | 0/1 | 0/1 | |
| ChatGPT brand visibility tracking Profound Peec AI Otterly AI monitor prompts ChatGPT | site.openai.com ChatGPT search recommendations ranking shopping products +Otterly.AI +Peec AI +Profound | 3 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| 'Claude' | 5 | 1 | 0/1 | 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 "AI assistant" default channel group support.google.com | 8 | 1 | 0/1 | 0/1 | |
| GA4 track ChatGPT Perplexity referral traffic AI crawler logs 2026 | 8 | 1 | 0/1 | 0/1 | |
| GA4 track ChatGPT referral traffic regex AI assistants channel group | 1 | 1 | 0/1 | 0/1 | |
| GEO AEO LLM SEO B2B 2026 AI search visibility tools | 2 | 1 | 0/1 | 0/1 | |
| GEO AI search visibility platform pricing Profound Peec AI Otterly Semrush AI Toolkit 2026 +Otterly.AI +Peec AI +Profound +Semrush AI Toolkit | 5 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| GEO generative engine optimization tracking tools Profound Peec AI Semrush AI Toolkit Ahrefs Brand Radar comparison +Ahrefs Brand Radar +Peec AI +Profound +Semrush AI Toolkit | 10 | 1 | 0/1 | Semrush AI Toolkit ×1 | 0/1 |
| GEO vs AEO vs SEO B2B 2026 AI search visibility | 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 data reporting 2026 | 7 | 1 | 0/1 | 0/1 | |
| how often to monitor AI search visibility prompt tracking volatility cadence | 14 | 1 | 0/1 | 0/1 | |
| how often to monitor LLM brand recommendations volatility AI answers prompt tracking cadence | 14 | 1 | 0/1 | 0/1 |
Showing the 50 run by the most answers; 44 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 | 37 | 34 | 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”; “AI visibility tracking tools Profound Peec AI Semrush AI toolkit 2026” |
| Ahrefs Brand Radar | 28 | 26 | 12 | “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” |
| Peec AI | 24 | 23 | 10 | “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” |
| Semrush AI Toolkit | 22 | 22 | 12 | “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 | 16 | 14 | 7 | “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 | 46 | 13 |
| 2026 | 45 | 15 |
| tracking | 43 | 15 |
| tools | 35 | 14 |
| search | 31 | 12 |
| brand | 30 | 10 |
| citations | 27 | 9 |
| prompts | 18 | 7 |
| chatgpt | 17 | 8 |
| monitoring | 16 | 10 |
| mentions | 16 | 7 |
| share | 16 | 5 |
| voice | 16 | 5 |
| vs | 13 | 8 |
| perplexity | 12 | 6 |
| features | 11 | 6 |
| ai | 11 | 4 |
| console | 11 | 4 |
| toolkit | 10 | 8 |
| answer | 10 | 6 |
| llm | 10 | 6 |
| recommendations | 10 | 5 |
| engine | 8 | 6 |
| radar | 8 | 5 |
| site.ahrefs.com | 8 | 5 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| whether | 43 | 6 |
| assistants | 29 | 5 |
| measure | 29 | 5 |
| answer | 25 | 5 |
| what's | 22 | 3 |
| track | 20 | 3 |
| recommends | 18 | 3 |
| care | 13 | 2 |
| questions | 13 | 2 |
| llm | 12 | 2 |
| marketing | 12 | 2 |
| team | 12 | 2 |
| category | 11 | 2 |
| often | 11 | 2 |
| chatgpt | 10 | 4 |
| search | 10 | 3 |
| product | 10 | 2 |
| cite | 10 | 1 |
| check | 9 | 1 |
| down | 9 | 1 |
| engines | 9 | 1 |
| monitor | 9 | 1 |
| suspect | 9 | 1 |
| taking | 9 | 1 |
| mention | 8 | 2 |
Add as prompt
Queries whose results named competitors and never reached Cheap Seats's sites. To measure one as a prompt of its own, paste its entry into the set's file in the config repo and reword it as the question a buyer would ask; prompt ids are permanent, so pick one you'll keep.
“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 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" text = "AI brand visibility tracking tools ChatGPT Claude Perplexity Gemini Profound Peec Otterly Scrunch"
“AI Overviews click-through rate impact 2026 study B2B buyers use ChatGPT vendor research” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-overviews-click-through-rate" text = "AI Overviews click-through rate impact 2026 study B2B buyers use ChatGPT vendor research"
“AI search citation monitoring website Ahrefs Brand Radar Profound Otterly citations” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-citation-monitoring-website" text = "AI search citation monitoring website Ahrefs Brand Radar Profound Otterly citations"
“Bing Webmaster Tools AI Performance citations dashboard” — 1 answers · Ahrefs Brand Radar
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "bing-webmaster-tools-ai-performance" text = "Bing Webmaster Tools AI Performance citations dashboard"
“AI search visibility citation tracking tools 2026 ChatGPT Perplexity Google AI Overviews” — 1 answers · Frase
Append to prompt-sets/ai-search-visibility.toml:
[[prompts]] id = "ai-search-visibility-citation-tracking" text = "AI search visibility citation tracking tools 2026 ChatGPT Perplexity Google AI Overviews"
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? — 9 queries
- 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
- 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 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.help.openai.com "utm_source=chatgpt.com" search publishers ×1
- site.semrush.com AI Overviews position tracking SERP features tracking ×1
- tools track brand visibility ChatGPT AI Overviews 2026 Profound Semrush AI toolkit Ahrefs Brand Radar ×1
Added: 2026 ×4 console ×4 chatgpt.com ×3 features ×3 publishers ×3 site.help.openai.com ×3 source ×3 utm ×3
Dropped: check ×9 down ×9 suspect ×9 taking ×9 what's ×9 whether ×9 organic ×8 google ×6
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
- 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 LLM SEO B2B 2026 AI search visibility tools ×1
- GEO vs AEO vs SEO B2B 2026 AI search visibility ×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.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
Added: 2026 ×5 ai ×5 search ×4 engine ×3 optimization ×3 overviews ×3 site.bing.com ×3 visibility ×3
Dropped: care ×7 differ ×7 marketing ×7 team ×7 llm ×6 b2b ×4 seo ×3 aeo ×2
3. How can I find out whether ChatGPT recommends my product when people ask about my category? — 6 queries
- 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
- 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 shopping product recommendations merchants visibility | Profound track ChatGPT brand visibility prompts | Peec AI ChatGPT brand visibility tracking ×1
- site.peec.ai visibility position sentiment ChatGPT tracking | site.tryprofound.com answer engine insights ChatGPT prompts citations ×1
Added: tracking ×5 visibility ×5 brand ×4 2026 ×3 prompts ×3 mentions ×2 recommendations ×2 shopping ×2
Dropped: ask ×6 category ×6 find ×6 out ×6 people ×6 recommends ×6 whether ×6 product ×4
4. What's the difference between being mentioned and being recommended in an AI answer, and how do I measure each? — 5 queries
- 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
- 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.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: brand ×4 share ×4 visibility ×4 voice ×4 vs ×4 mentions ×3 recommendations ×3 tracking ×3
Dropped: answer ×6 between ×6 difference ×6 measure ×6 mentioned ×6 recommended ×6 what's ×6
5. What tools track how often AI assistants like ChatGPT, Claude, Perplexity and Gemini mention a brand? — 6 queries
- 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 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 Semrush AI Visibility Toolkit vs Ahrefs Brand Radar pricing ×1
Added: visibility ×6 2026 ×3 tracking ×3 best ×2 pricing ×2 athena ×1 geo ×1 monitoring ×1
Dropped: assistants ×7 often ×7 track ×7 mention ×5 chatgpt ×3 gemini ×3 perplexity ×3 tools ×3
6. Is there a way to measure our share of voice in AI chatbot answers? — 5 queries
- Profound vs Peec AI vs Semrush AI Toolkit vs Ahrefs Brand Radar pricing comparison ×2
- AI search visibility share of voice tools ChatGPT Perplexity brand mentions 2026 ×1
- AI search visibility share of voice tools ChatGPT Perplexity tracking 2026 ×1
- 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
- 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
Added: visibility ×4 2026 ×2 chatgpt ×2 comparison ×2 measurement ×2 perplexity ×2 pricing ×2 search ×2
Dropped: measure ×6 answers ×5 chatbot ×5 share ×2 voice ×2
7. How can I tell whether Google AI Overviews and AI Mode mention our brand for the topics we care about? — 5 queries
- track brand mentions Google AI Overviews AI Mode tools 2026 ×2
- Google Search Console AI Mode data reporting 2026 ×1
- Search Console AI Mode AI Overviews reporting 2026 ×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
Added: 2026 ×4 console ×4 reporting ×4 search ×4 features ×2 radar ×2 site.semrush.com ×2 site.support.google.com ×2
Dropped: care ×6 tell ×6 topics ×6 whether ×6 mention ×3 brand ×2 google ×1 overviews ×1
8. How do I monitor whether AI search engines cite our website? — 10 queries
- 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 Google AI Overviews ×1
- AI search visibility tracking tools 2026 ChatGPT Perplexity citations brand monitoring ×1
- Bing Webmaster Tools AI Performance report Copilot citations ×1
- GA4 "AI assistant" default channel group support.google.com ×1
- GA4 track ChatGPT Perplexity referral traffic AI crawler logs 2026 ×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.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 ×5 2026 ×4 chatgpt ×4 monitoring ×4 tools ×4 traffic ×4 brand ×3 citation ×3
Dropped: cite ×10 whether ×10 engines ×9 monitor ×9 website ×8 search ×4
9. What's the best way to benchmark my brand's visibility in LLM answers against competitors? — 7 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
- 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 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
Added: share ×5 voice ×5 prompts ×4 2026 ×3 ai ×3 brand ×3 chatgpt ×3 tracking ×3
Dropped: against ×7 benchmark ×7 brand's ×7 what's ×7 best ×6 llm ×6 answers ×5 competitors ×3
10. What metrics should a marketing team use to measure presence in AI assistant answers? — 5 queries
- 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.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 ×4 share ×4 visibility ×4 voice ×4 brand ×3 tools ×3 2026 ×2 llm ×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 ×1
- AI search visibility tools 2026 Profound Peec AI Semrush AI Toolkit prompt tracking ×1
- AI visibility tracking how many prompts statistical significance LLM answer variance ×1
- AI visibility tracking how many prompts statistically significant LLM answer variance ×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
Added: tracking ×7 2026 ×4 search ×4 answer ×2 brands ×2 llm ×2 sample ×2 size ×2
Dropped: anything ×7 before ×7 mean ×7 measure ×7 numbers ×7 questions ×7 track ×7 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 tools track citations sources ChatGPT Perplexity 2026 ×1
- Bing Webmaster Tools AI performance report citations Copilot ×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
- best AI search visibility citation tracking tools 2026 ChatGPT Perplexity sources ×1
Added: 2026 ×3 citation ×3 citations ×3 search ×3 sources ×3 tools ×3 visibility ×3 analysis ×2
Dropped: questions ×6 rely ×6 see ×6 web ×6 answer ×5 assistants ×5 category ×5 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? — 5 queries
- AI visibility tracking tools ChatGPT Claude brand mentions 2026 ×2
- 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 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
Added: brand ×4 tool ×3 2026 ×2 ai ×2 api ×2 automatically ×2 citations ×2 docs ×2
Dropped: alone ×6 different ×6 product ×6 say ×6 things ×6 versus ×6 data ×5 measure ×5
14. How often should we re-check whether AI assistants recommend us, and how do we track changes over time? — 6 queries
- AI visibility tracking tools LLM brand mentions ChatGPT 2026 ×1
- AI visibility tracking tools brand mentions ChatGPT Perplexity 2026 ×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
Added: tracking ×6 visibility ×4 brand ×3 mentions ×3 search ×3 2026 ×2 cadence ×2 chatgpt ×2
Dropped: assistants ×6 changes ×6 over ×6 re-check ×6 recommend ×6 time ×6 track ×6 whether ×6
15. How do I prove to leadership whether our content work is changing what AI assistants recommend? — 5 queries
- AI search visibility tracking tools 2026 brand mentions ChatGPT Perplexity share of voice ×2
- measuring GEO impact LLM answer variability methodology prompts sample size ×1
- measuring GEO impact LLM recommendations variance methodology prompt sampling ×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.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
Added: search ×4 tracking ×4 visibility ×4 brand ×3 prompts ×3 2026 ×2 chatgpt ×2 citations ×2
Dropped: assistants ×6 changing ×6 content ×6 leadership ×6 prove ×6 recommend ×6 whether ×6 work ×6