What the assistants searched
Open-source and self-hosted AI visibility 2026-10-22 04:31 · search track only, from the stored answers · pool the last 7 runs · JSON
34/34answers searched
68searches
68distinct queries
23%from prompt
30%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 brand monitoring ChatGPT Claude scheduled prompts weekly tracking answers Peec Profound Otterly | Promptfoo scheduled evaluations OpenAI Anthropic GitHub actions +Otterly.AI +Peec AI +Profound | 14 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility API generative engine optimization open source command line 2026 | 9 | 1 | 0/1 | 1/1 | |
| AI search visibility platform API access raw LLM answers prompt-level data export | 10 | 1 | 0/1 | 0/1 | |
| AI search visibility platform SaaS "bring your own key" ChatGPT Claude brand tracking pricing 2026 | 7 | 1 | 0/1 | Profound ×1 | 0/1 |
| AI search visibility tracker self hosted Kubernetes open source Peec Otterly alternatives | GitHub AI search visibility tracker self hosted docker GEO +Otterly.AI +Peec AI | 6 | 1 | 0/1 | Elmo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility tracking tools ChatGPT Claude brand mentions 2026 | 12 | 1 | 0/1 | 0/1 | |
| AI visibility brand tracking CLI tool LLM answers GitHub Actions | 9 | 1 | 0/1 | 1/1 | |
| AI visibility monitoring CLI CI pipeline API Profound Peec Otterly | AI visibility CLI command line GEO monitoring GitHub actions +Otterly.AI +Peec AI +Profound | 9 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 0/1 |
| AI visibility raw responses citations export API Profound Peec Otterly Scrunch | AI visibility platform raw answers citations export API AthenaHQ +Otterly.AI +Peec AI +Profound | 10 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 | 0/1 |
| AI visibility tool raw responses export API citations Profound Peec AI Scrunch 2026 +Peec AI +Profound | 10 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tracking ChatGPT Claude brand recommendations Profound Peec Otterly Claude supported engines | site.anthropic.com Claude web search citations | site.openai.com ChatGPT search recommendations sources +Otterly.AI +Peec AI +Profound | 12 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tracking "own" "OpenAI" "Anthropic" "API keys" | AI visibility tools BYOK OpenAI Anthropic | 7 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tracking tool bring your own API key OpenAI Anthropic | 7 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools ChatGPT Claude brand mentions prompts 2026 | 14 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools compare brand mentions ChatGPT Perplexity Gemini Claude 2026 | 13 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Semrush AI toolkit +Otterly.AI +Peec AI +Profound +Semrush AI Toolkit | 4 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tracking tools Profound Peec AI Otterly brand mentions LLM 2026 +Otterly.AI +Peec AI +Profound | 15 | 1 | 0/1 | 0/1 | |
| API responses vs ChatGPT UI answers differ brand visibility tracking web search scraping | 4 | 1 | 0/1 | 0/1 | |
| coding assistant brand visibility monitoring library API recommendations Profound Scrunch Otterly | Promptfoo coding agent evaluation sandbox claude code codex library recommendations | Scrunch AI monitoring ChatGPT Gemini Perplexity supported engines +Otterly.AI +Profound | 15 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| DataForSEO AI Optimization API LLM responses pricing ChatGPT scraper AI Overview | 17 | 1 | 0/1 | 0/1 | |
| DIY track brand mentions ChatGPT Perplexity API script 2026 | 17 | 1 | 0/1 | 0/1 | |
| 'docker' | 5 | 1 | 0/1 | Elmo ×1 | 0/1 |
| Elmo AI visibility github elmohq open source license | Canonry github AI visibility license +Elmo | 2 | 1 | 0/1 | Elmo ×1 | 0/1 |
| Elmo AI visibility github self host kubernetes | AI visibility tracker kubernetes helm self hosted +Elmo | 6 | 1 | 0/1 | Elmo ×1 Peec AI ×1 | 0/1 |
| Gemini API pricing grounding Google search free tier | OpenAI API pricing web search tool pricing | AI brand visibility tracking API responses different ChatGPT consumer answers limitation | Microsoft Bing Webmaster Tools AI performance public preview brand citations free | 17 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| Gemini API pricing grounding with Google Search 2026 Claude API web search pricing | 8 | 1 | 0/1 | 0/1 | |
| GEO LLM brand monitoring BYOK "own API keys" open source | 7 | 1 | 0/1 | Limelit Open ×1 | 0/1 |
| github open source generative engine optimization monitor ChatGPT Perplexity brand visibility 2026 | 3 | 1 | 0/1 | 0/1 | |
| github open source generative engine optimization tracker ChatGPT Perplexity brand monitoring docker | 6 | 1 | 0/1 | 0/1 | |
| 'gpt-5-mini' | 8 | 1 | 0/1 | 0/1 | |
| LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison +Otterly.AI +Peec AI +Profound | 12 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| measure LLM brand mentions DIY script API prompts share of voice open source | 16 | 1 | 0/1 | 0/1 | |
| open source AI brand visibility tracker LLM mentions GitHub self-hosted | 17 | 1 | 0/1 | 0/1 | |
| open source AI search visibility tracker GEO alternative to Profound Peec AI github | 2 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI search visibility tracker GitHub GEO tracking | open source LLM brand visibility monitoring tools GitHub | 1 | 1 | 0/1 | Limelit Open ×1 Peec AI ×1 | 0/1 |
| open source AI search visibility tracking GEO competitor recommendations GitHub | GitHub open source llm brand monitoring AI recommendations competitors | 11 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 0/1 |
| open source AI visibility tracker GitHub LLM recommends product 2026 | 16 | 1 | 0/1 | 0/1 | |
| open source alternative Profound Peec AI AI visibility tracking GitHub | GitHub open source GEO monitoring AI search visibility Otterly Profound +Otterly.AI | 2 | 1 | 0/1 | Elmo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source generative engine optimization GEO monitoring tool ChatGPT Claude mentions 2026 | 11 | 1 | 0/1 | 0/1 | |
| open source generative engine optimization tracker ChatGPT Perplexity brand visibility 2026 | 1 | 1 | 0/1 | 1/1 | |
| open source GEO generative engine optimization tracker self-hosted ChatGPT Perplexity brand visibility | 5 | 1 | 0/1 | 0/1 | |
| open source self-hosted AI search visibility tracker LLM brand mentions GEO | 6 | 1 | 0/1 | 0/1 | |
| open source self-hosted AI search visibility tracking LLM brand mentions GEO tool | 3 | 1 | 0/1 | 0/1 | |
| open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub | 5 | 1 | 0/1 | 0/1 | |
| open-source AI search visibility tracking tool GitHub LLM brand mentions GEO | 1 | 1 | 0/1 | 1/1 | |
| open-source LLM brand mention monitoring ChatGPT Perplexity self-hosted | 2 | 1 | 0/1 | 0/1 | |
| open-source LLM brand visibility tracking tool GitHub AI search recommendations | 11 | 1 | 0/1 | 0/1 | |
| OpenAI API pricing per million tokens web search tool cost 2026 | 8 | 1 | 0/1 | 0/1 | |
| Peec AI API docs chats responses sources endpoint +Peec AI | 10 | 1 | 0/1 | Peec AI ×1 | 0/1 |
| Perplexity Sonar API pricing 2026 per request | 8 | 1 | 0/1 | 0/1 |
Showing the 50 run by the most answers; 18 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 |
|---|---|---|---|---|
| Peec AI | 17 | 11 | 7 | “AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Semrush AI toolkit”; “site.scrunchai.com AI visibility monitoring pricing | site:peec.ai pricing AI visibility | site:developers.openai.com web search API user location | site:platform.claude.com web search tool API”; “site:peec.ai pricing prompts models daily tracking | site:tryprofound.com answer engine insights visibility citations | site:platform.claude.com/docs web search tool citations pricing” |
| Otterly.AI | 14 | 12 | 9 | “open source alternative Profound Peec AI AI visibility tracking GitHub | GitHub open source GEO monitoring AI search visibility Otterly Profound”; “self hosted open source AI answer visibility monitoring GEO LLM brand monitoring | GitHub self hosted AI search visibility tracker Otterly alternative”; “AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Semrush AI toolkit” |
| Profound | 14 | 11 | 6 | “AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Semrush AI toolkit”; “site:peec.ai pricing prompts models daily tracking | site:tryprofound.com answer engine insights visibility citations | site:platform.claude.com/docs web search tool citations pricing”; “AI visibility monitoring CLI CI pipeline API Profound Peec Otterly | AI visibility CLI command line GEO monitoring GitHub actions” |
| Elmo | 2 | 2 | 2 | “Elmo AI visibility github elmohq open source license | Canonry github AI visibility license”; “Elmo AI visibility github self host kubernetes | AI visibility tracker kubernetes helm self hosted” |
| Semrush AI Toolkit | 1 | 1 | 1 | “AI visibility tracking tools pricing 2026 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 |
|---|---|---|
| brand | 27 | 14 |
| source | 23 | 12 |
| tracking | 23 | 12 |
| open | 21 | 10 |
| llm | 19 | 14 |
| search | 19 | 11 |
| 2026 | 18 | 14 |
| github | 18 | 10 |
| api | 17 | 5 |
| visibility | 15 | 8 |
| mentions | 13 | 12 |
| chatgpt | 13 | 11 |
| monitoring | 13 | 11 |
| geo | 13 | 8 |
| tool | 12 | 8 |
| pricing | 12 | 5 |
| responses | 12 | 5 |
| engine | 10 | 9 |
| perplexity | 9 | 9 |
| web | 9 | 5 |
| optimization | 7 | 7 |
| ai | 7 | 4 |
| export | 7 | 2 |
| generative | 6 | 6 |
| gemini | 6 | 5 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| ai | 23 | 12 |
| tools | 17 | 6 |
| answer | 17 | 5 |
| run | 16 | 4 |
| visibility | 14 | 6 |
| whether | 12 | 4 |
| recommend | 11 | 4 |
| ask | 11 | 3 |
| checks | 11 | 3 |
| track | 11 | 3 |
| saas | 8 | 2 |
| what's | 8 | 2 |
| behind | 8 | 1 |
| dashboard | 8 | 1 |
| give | 8 | 1 |
| score | 8 | 1 |
| open-source | 7 | 3 |
| anthropic | 7 | 2 |
| developer-tools | 7 | 2 |
| find | 7 | 2 |
| openai | 7 | 2 |
| out | 7 | 2 |
| questions | 7 | 2 |
| tracker | 6 | 2 |
| without | 6 | 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.
“AI brand monitoring ChatGPT Claude scheduled prompts weekly tracking answers Peec Profound Otterly” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-brand-monitoring-chatgpt-claude" text = "AI brand monitoring ChatGPT Claude scheduled prompts weekly tracking answers Peec Profound Otterly"
“Promptfoo scheduled evaluations OpenAI Anthropic GitHub actions” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "promptfoo-scheduled-evaluations-openai-anthropic" text = "Promptfoo scheduled evaluations OpenAI Anthropic GitHub actions"
“AI search visibility tracker self hosted Kubernetes open source Peec Otterly alternatives” — 1 answers · Elmo, Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-search-visibility-tracker-self" text = "AI search visibility tracker self hosted Kubernetes open source Peec Otterly alternatives"
“GitHub AI search visibility tracker self hosted docker GEO” — 1 answers · Elmo, Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "github-ai-search-visibility-tracker" text = "GitHub AI search visibility tracker self hosted docker GEO"
“AI visibility monitoring CLI CI pipeline API Profound Peec Otterly” — 1 answers · Otterly.AI, Peec AI, Profound, Semrush AI Toolkit
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-monitoring-cli-ci" text = "AI visibility monitoring CLI CI pipeline API Profound Peec Otterly"
“AI visibility CLI command line GEO monitoring GitHub actions” — 1 answers · Otterly.AI, Peec AI, Profound, Semrush AI Toolkit
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-cli-command-line" text = "AI visibility CLI command line GEO monitoring GitHub actions"
“AI visibility raw responses citations export API Profound Peec Otterly Scrunch” — 1 answers · Otterly.AI, Peec AI
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-raw-responses-citations" text = "AI visibility raw responses citations export API Profound Peec Otterly Scrunch"
“AI visibility platform raw answers citations export API AthenaHQ” — 1 answers · Otterly.AI, Peec AI
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-platform-raw-answers" text = "AI visibility platform raw answers citations export API AthenaHQ"
“AI visibility tool raw responses export API citations Profound Peec AI Scrunch 2026” — 1 answers · Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-tool-raw-responses" text = "AI visibility tool raw responses export API citations Profound Peec AI Scrunch 2026"
“AI visibility tracking ChatGPT Claude brand recommendations Profound Peec Otterly Claude supported engines” — 1 answers · Ahrefs Brand Radar, Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-tracking-chatgpt-claude" text = "AI visibility tracking ChatGPT Claude brand recommendations Profound Peec Otterly Claude supported engines"
Prompt by prompt
1. Are there open-source tools for measuring AI search visibility? — 3 queries
- open source AI search visibility tracker GitHub GEO tracking | open source LLM brand visibility monitoring tools GitHub ×1
- open source generative engine optimization tracker ChatGPT Perplexity brand visibility 2026 ×1
- open-source AI search visibility tracking tool GitHub LLM brand mentions GEO ×1
Added: brand ×3 geo ×2 github ×2 llm ×2 open ×2 source ×2 tracker ×2 tracking ×2
Dropped: measuring ×3 open-source ×2 ai ×1 search ×1 tools ×1
2. Is there an open-source alternative to Profound or Peec AI? — 4 queries
- Elmo AI visibility github elmohq open source license | Canonry github AI visibility license ×1
- open source AI search visibility tracker GEO alternative to Profound Peec AI github ×1
- open source alternative Profound Peec AI AI visibility tracking GitHub | GitHub open source GEO monitoring AI search visibility Otterly Profound ×1
- open-source LLM brand mention monitoring ChatGPT Perplexity self-hosted ×1
Added: github ×3 open ×3 source ×3 visibility ×3 geo ×2 monitoring ×2 search ×2 brand ×1
Dropped: open-source ×3 alternative ×2 peec ×2 profound ×2 ai ×1
3. We want to track AI answer visibility without sending our data to another SaaS vendor. What are our options? — 3 queries
- github open source generative engine optimization monitor ChatGPT Perplexity brand visibility 2026 ×1
- open source self-hosted AI search visibility tracking LLM brand mentions GEO tool ×1
- self hosted open source AI answer visibility monitoring GEO LLM brand monitoring | GitHub self hosted AI search visibility tracker Otterly alternative ×1
Added: brand ×3 open ×3 source ×3 geo ×2 github ×2 llm ×2 search ×2 2026 ×1
Dropped: another ×3 data ×3 options ×3 saas ×3 sending ×3 track ×3 vendor ×3 without ×3
4. Should we build our own AI visibility tracker on the OpenAI and Anthropic APIs, or buy a tool? — 5 queries
- AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Semrush AI toolkit ×1
- API responses vs ChatGPT UI answers differ brand visibility tracking web search scraping ×1
- site.scrunchai.com AI visibility monitoring pricing | site:peec.ai pricing AI visibility | site:developers.openai.com web search API user location | site:platform.claude.com web search tool API ×1
- site:peec.ai browser API scraping real user interfaces tracking ×1
- site:peec.ai pricing prompts models daily tracking | site:tryprofound.com answer engine insights visibility citations | site:platform.claude.com/docs web search tool citations pricing ×1
Added: tracking ×4 api ×3 pricing ×3 search ×3 site ×3 web ×3 platform.claude.com ×2 scraping ×2
Dropped: anthropic ×5 apis ×5 build ×5 buy ×5 openai ×5 tracker ×5 ai ×3 tool ×2
5. Is there a self-hosted AI visibility tracker I can run in Docker? — 4 queries
- 'docker' ×1
- open source GEO generative engine optimization tracker self-hosted ChatGPT Perplexity brand visibility ×1
- open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub ×1
- self hosted AI visibility tracker Docker LLM brand visibility open source ×1
Added: brand ×3 open ×3 source ×3 llm ×2 chatgpt ×1 engine ×1 generative ×1 geo ×1
Dropped: run ×4 ai ×2 self-hosted ×2 docker ×1 tracker ×1 visibility ×1
6. Can we run an AI search visibility tracker on our own Kubernetes cluster? — 4 queries
- AI search visibility tracker self hosted Kubernetes open source Peec Otterly alternatives | GitHub AI search visibility tracker self hosted docker GEO ×1
- Elmo AI visibility github self host kubernetes | AI visibility tracker kubernetes helm self hosted ×1
- github open source generative engine optimization tracker ChatGPT Perplexity brand monitoring docker ×1
- open source self-hosted AI search visibility tracker LLM brand mentions GEO ×1
Added: github ×3 open ×3 source ×3 brand ×2 docker ×2 geo ×2 hosted ×2 self ×2
Dropped: cluster ×4 run ×4 kubernetes ×2 search ×2 ai ×1 visibility ×1
7. Which AI visibility tools let us use our own OpenAI and Anthropic API keys? — 4 queries
- AI search visibility platform SaaS "bring your own key" ChatGPT Claude brand tracking pricing 2026 ×1
- AI visibility tracking "own" "OpenAI" "Anthropic" "API keys" | AI visibility tools BYOK OpenAI Anthropic ×1
- AI visibility tracking tool bring your own API key OpenAI Anthropic ×1
- GEO LLM brand monitoring BYOK "own API keys" open source ×1
Added: tracking ×3 brand ×2 bring ×2 byok ×2 2026 ×1 chatgpt ×1 claude ×1 geo ×1
Dropped: let ×4 anthropic ×2 openai ×2 tools ×2 ai ×1 api ×1 visibility ×1
8. How much does it cost in API fees to run our own AI visibility checks every day, and how do we cap it? — 5 queries
- 'gpt-5-mini' ×1
- Gemini API pricing grounding with Google Search 2026 Claude API web search pricing ×1
- OpenAI API pricing per million tokens web search tool cost 2026 ×1
- Perplexity Sonar API pricing 2026 per request ×1
- site.openai.com api pricing web search tool $10 1000 calls | site.docs.anthropic.com web search pricing $10 1000 searches | site.ai.google.dev gemini api pricing grounding google search | site.platform.openai.com project monthly budget soft threshold limit ×1
Added: pricing ×4 2026 ×3 search ×3 web ×3 gemini ×2 google ×2 grounding ×2 per ×2
Dropped: ai ×5 cap ×5 checks ×5 day ×5 fees ×5 much ×5 run ×5 visibility ×5
9. Can I run AI visibility checks from the command line or in a CI pipeline? — 3 queries
- AI search visibility API generative engine optimization open source command line 2026 ×1
- AI visibility brand tracking CLI tool LLM answers GitHub Actions ×1
- AI visibility monitoring CLI CI pipeline API Profound Peec Otterly | AI visibility CLI command line GEO monitoring GitHub actions ×1
Added: actions ×2 api ×2 cli ×2 github ×2 2026 ×1 answers ×1 brand ×1 engine ×1
Dropped: checks ×3 run ×3 ci ×2 pipeline ×2 command ×1 line ×1
10. We want every raw AI answer and citation behind an AI visibility score, not just a dashboard. Which tools give us that? — 8 queries
- AI search visibility platform API access raw LLM answers prompt-level data export ×1
- AI visibility raw responses citations export API Profound Peec Otterly Scrunch | AI visibility platform raw answers citations export API AthenaHQ ×1
- AI visibility tool raw responses export API citations Profound Peec AI Scrunch 2026 ×1
- Peec AI API docs chats responses sources endpoint ×1
- Profound API docs answers endpoint raw response citations ×1
- Scrunch AI API responses export citations docs ×1
- site.peec.ai "export" "responses" "citations" ×1
- site.tryprofound.com raw responses export API citations | site.peec.ai raw responses export citations API | site.scrunch.com API raw responses citations export ×1
Added: api ×7 export ×6 responses ×6 docs ×3 scrunch ×3 endpoint ×2 platform ×2 site.peec.ai ×2
Dropped: behind ×8 dashboard ×8 give ×8 score ×8 tools ×7 answer ×5 visibility ×5 ai ×3
11. What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives? — 3 queries
- open source AI search visibility tracking GEO competitor recommendations GitHub | GitHub open source llm brand monitoring AI recommendations competitors ×1
- open source generative engine optimization GEO monitoring tool ChatGPT Claude mentions 2026 ×1
- open-source LLM brand visibility tracking tool GitHub AI search recommendations ×1
Added: brand ×2 geo ×2 github ×2 llm ×2 monitoring ×2 open ×2 recommendations ×2 search ×2
Dropped: alternatives ×3 assistants ×3 check ×3 developer-tools ×3 over ×3 recommend ×3 startup ×3 what's ×3
12. How can a developer-tools company find out whether ChatGPT and Claude recommend it when developers ask which tool to use? — 4 queries
- AI search visibility tracking tools ChatGPT Claude brand mentions 2026 ×1
- AI visibility tracking ChatGPT Claude brand recommendations Profound Peec Otterly Claude supported engines | site.anthropic.com Claude web search citations | site.openai.com ChatGPT search recommendations sources ×1
- LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison ×1
- site.tryprofound.com Claude ChatGPT answer engine tracking | site.otterly.ai Claude tracking ChatGPT | site.peec.ai Claude supported models ×1
Added: brand ×3 tracking ×3 ai ×2 recommendations ×2 search ×2 supported ×2 visibility ×2 2026 ×1
Dropped: ask ×4 company ×4 developer-tools ×4 find ×4 out ×4 recommend ×4 whether ×4 developers ×3
13. Can I test the same buyer questions against several AI models and compare the answers? — 3 queries
- AI visibility tracking tools compare brand mentions ChatGPT Perplexity Gemini Claude 2026 ×1
- side-by-side compare multiple LLMs same prompt tool 2026 ×1
- site.promptfoo.dev docs compare models side by side evaluation | site.vellum.ai compare prompts models evaluation | site.openrouter.ai chat compare models ×1
Added: 2026 ×2 brand ×1 chat ×1 chatgpt ×1 claude ×1 docs ×1 evaluation ×1 gemini ×1
Dropped: against ×3 answers ×3 buyer ×3 questions ×3 several ×3 test ×3 ai ×2 models ×2
14. How can I automatically ask ChatGPT and Claude the same set of questions every week and track how their answers about my category change? — 4 queries
- AI brand monitoring ChatGPT Claude scheduled prompts weekly tracking answers Peec Profound Otterly | Promptfoo scheduled evaluations OpenAI Anthropic GitHub actions ×1
- AI visibility tracking tools ChatGPT Claude brand mentions prompts 2026 ×1
- Profound vs Peec AI vs Otterly pricing LLM tracking ×1
- site.n8n.io integrations anthropic openai schedule google sheets | site.otterly.ai Claude add on pricing weekly full response export ×1
Added: tracking ×3 ai ×2 anthropic ×2 brand ×2 openai ×2 pricing ×2 prompts ×2 weekly ×2
Dropped: ask ×4 automatically ×4 category ×4 change ×4 questions ×4 set ×4 track ×4 week ×4
15. How do we find out whether coding assistants recommend our library or API when developers ask how to do something? — 3 queries
- AI visibility tracking tools Profound Peec AI Otterly brand mentions LLM 2026 ×1
- coding assistant brand visibility monitoring library API recommendations Profound Scrunch Otterly | Promptfoo coding agent evaluation sandbox claude code codex library recommendations | Scrunch AI monitoring ChatGPT Gemini Perplexity supported engines ×1
- track whether AI coding assistants recommend your library API developer tools visibility 2026 ×1
Added: visibility ×3 2026 ×2 ai ×2 brand ×2 tools ×2 agent ×1 chatgpt ×1 claude ×1
Dropped: ask ×3 find ×3 out ×3 something ×3 developers ×2 recommend ×2 whether ×2 api ×1
16. How do engineering-led companies measure whether LLMs recommend their product, without a marketing tool? — 3 queries
- measure LLM brand mentions DIY script API prompts share of voice open source ×1
- open source AI visibility tracker GitHub LLM recommends product 2026 ×1
- site.platform.openai.com docs web search responses API citations | site.ai.google.dev grounding google search Gemini API | site.anthropic.com engineering evaluation web search API ×1
Added: api ×2 open ×2 source ×2 2026 ×1 ai ×1 brand ×1 citations ×1 diy ×1
Dropped: companies ×3 engineering-led ×3 marketing ×3 tool ×3 whether ×3 without ×3 measure ×2 product ×2
17. What's the cheapest way to track our brand in AI answers ourselves instead of paying for a SaaS subscription? — 5 queries
- DIY track brand mentions ChatGPT Perplexity API script 2026 ×1
- DataForSEO AI Optimization API LLM responses pricing ChatGPT scraper AI Overview ×1
- Gemini API pricing grounding Google search free tier | OpenAI API pricing web search tool pricing | AI brand visibility tracking API responses different ChatGPT consumer answers limitation | Microsoft Bing Webmaster Tools AI performance public preview brand citations free ×1
- open source AI brand visibility tracker LLM mentions GitHub self-hosted ×1
- site.n8n.io self hosted community edition free | site.developers.google.com apps script time driven triggers UrlFetchApp quotas ×1
Added: api ×3 chatgpt ×3 free ×2 llm ×2 mentions ×2 pricing ×2 responses ×2 script ×2
Dropped: cheapest ×5 instead ×5 ourselves ×5 paying ×5 saas ×5 subscription ×5 what's ×5 answers ×4