What the assistants searched
Open-source and self-hosted AI visibility 2026-10-22 04:31 pooled with the set's finished runs before it that were asked and graded the same way: 2 runs · search track only, from the stored answers · this run alone · JSON
68/68answers searched
141searches
137distinct queries
27%from prompt
34%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 ChatGPT Claude brand mentions 2026 | 12 16 | 2 | 0/2 | 0/2 | |
| LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison +Otterly.AI +Peec AI +Profound | 12 16 | 2 | 0/2 | Otterly.AI ×2 Peec AI ×2 Profound ×2 | 0/2 |
| open source self-hosted AI search visibility tracker LLM brand mentions GEO | 6 | 2 | 0/2 | Elmo ×1 Limelit Open ×1 | 0/2 |
| open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub | 5 | 2 | 0/2 | 0/2 | |
| 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 API Profound Peec Otterly API access 2026 +Otterly.AI +Peec AI +Profound | 11 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI search visibility platform API access raw LLM answers prompt-level data export | 10 | 1 | 0/1 | 0/1 | |
| AI search visibility platform raw response data export BigQuery API 2026 | 13 | 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 tools compare brand mentions ChatGPT Perplexity Gemini Claude prompts 2026 | 17 | 1 | 0/1 | 0/1 | |
| AI search visibility tracker self hosted Kubernetes open source Otterly Peec alternative | 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 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 visibility brand tracking CLI tool LLM answers GitHub Actions | 9 | 1 | 0/1 | 1/1 | |
| "AI visibility" "git" "questions" | "AI visibility" "pull requests" | "AI visibility" "Git-native" | 10 | 1 | 0/1 | 0/1 | |
| "AI visibility" "git" tool -site:reddit.com -code -review -coding | "GEO" "tracking" "prompts" "git" tool | "AI visibility" "versioned" "CLI" | 10 | 1 | 0/1 | 0/1 | |
| AI visibility LLM brand mentions CLI tool CI pipeline GEO open source | 11 | 1 | 0/1 | 0/1 | |
| AI visibility MCP server Claude Code Peec Profound Otterly Scrunch | AI visibility MCP server Claude Code tools +Otterly.AI +Peec AI +Profound | 12 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| 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 monitoring CLI CI pipeline GEO command line Otterly Profound API | AI visibility CLI github actions promptfoo search brand visibility +Otterly.AI +Profound | 11 | 1 | 0/1 | Otterly.AI ×1 | 0/1 |
| "AI visibility" "prompts as code" | "AI visibility" "GitHub" "YAML" | "AI visibility" "questions" "code review" | 10 | 1 | 0/1 | 0/1 | |
| AI visibility raw responses citations export API Peec Otterly Profound Scrunch | AI visibility platform every answer citation raw data export AthenaHQ +Otterly.AI +Peec AI +Profound | 13 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×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 bring your own API key OpenAI Anthropic LLM brand monitoring | 8 | 1 | 0/1 | 0/1 | |
| AI visibility tool export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly) +Otterly.AI +Peec AI +Profound | 13 | 1 | 0/1 | Dageno AI ×1 Otterly.AI ×1 Peec AI ×1 Profound ×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 API keys" "Anthropic" | AI visibility "BYOK" "OpenAI" "Anthropic" | 8 | 1 | 0/1 | 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 prompts git repository pull request monitoring | AI visibility prompts as code git tracking questions | 10 | 1 | 0/1 | 0/1 | |
| AI visibility tracking "prompts" "git" "review" tool | AI visibility "queries" "version control" | AI visibility "questions.yml" OR "prompts.yaml" | 10 | 1 | 0/1 | 0/1 | |
| AI visibility tracking prompts stored in git repository YAML config code review LLM brand monitoring | 10 | 1 | 0/1 | Ahrefs Brand Radar ×1 | 0/1 |
| AI visibility tracking tool bring your own API key OpenAI Anthropic | 7 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tool docker self-hosted ChatGPT Perplexity brand monitoring github | 6 | 1 | 0/1 | 0/1 | |
| AI visibility tracking tool MCP server (Profound, Peec AI, Scrunch, Otterly) brand mentions ChatGPT +Otterly.AI +Peec AI +Profound | 12 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tracking tool Profound Peec AI pricing ChatGPT Claude monitoring | site.platform.openai.com docs web search responses API | site.platform.claude.com docs web search tool API +Peec AI +Profound | 4 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tracking tool use your own ChatGPT Claude subscription instead of API brand mentions | 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 Scrunch +Otterly.AI +Peec AI +Profound | 4 | 1 | 0/1 | AI Peekaboo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×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 | |
| Anthropic Claude API pricing web search $10 per 1000 searches spend limits workspace | 9 | 1 | 0/1 | 0/1 | |
| API responses vs ChatGPT UI answers differ brand visibility tracking web search scraping | 4 | 1 | 0/1 | 0/1 | |
| API vs ChatGPT interface responses differ AI visibility tracking accuracy scraping front-end | 4 | 1 | 0/1 | Otterly.AI ×1 | 0/1 |
| "bring your own key" AI search visibility tracker pricing | 8 | 1 | 0/1 | 0/1 | |
| ChatGPT API responses differ from ChatGPT app web search answers brand visibility | 7 | 1 | 0/1 | Semrush AI Toolkit ×1 | 0/1 |
| CiteTrack AI bring your own API key OpenAI Anthropic | 8 | 1 | 0/1 | 0/1 | |
| Claude Console workspace spend limit; OpenAI project budget hard limit 2026 | 9 | 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 |
Showing the 50 run by the most answers; 87 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 | 33 | 22 | 11 | “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 | 27 | 24 | 12 | “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 | 27 | 21 | 9 | “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 | 3 | 3 | 3 | “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”; “Elmo open source AI visibility self-hosted docker compose github” |
| 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 | 53 | 17 |
| tracking | 47 | 17 |
| source | 44 | 15 |
| open | 41 | 13 |
| search | 39 | 14 |
| github | 37 | 13 |
| llm | 36 | 16 |
| geo | 34 | 13 |
| 2026 | 29 | 14 |
| api | 29 | 7 |
| monitoring | 26 | 15 |
| mentions | 25 | 14 |
| tool | 25 | 12 |
| visibility | 24 | 9 |
| chatgpt | 23 | 14 |
| pricing | 23 | 7 |
| responses | 22 | 7 |
| web | 16 | 7 |
| prompts | 16 | 6 |
| engine | 14 | 11 |
| perplexity | 14 | 10 |
| tracker | 12 | 7 |
| export | 12 | 3 |
| claude | 10 | 8 |
| optimization | 10 | 8 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| ai | 43 | 15 |
| tools | 40 | 9 |
| run | 35 | 5 |
| visibility | 31 | 9 |
| checks | 29 | 5 |
| answer | 25 | 5 |
| recommend | 22 | 5 |
| whether | 20 | 4 |
| ask | 19 | 4 |
| developer-tools | 15 | 4 |
| open-source | 15 | 4 |
| behind | 15 | 2 |
| dashboard | 15 | 2 |
| give | 15 | 2 |
| score | 15 | 2 |
| questions | 14 | 4 |
| track | 14 | 3 |
| tracker | 14 | 3 |
| anthropic | 13 | 3 |
| openai | 13 | 3 |
| cap | 13 | 2 |
| day | 13 | 2 |
| much | 13 | 2 |
| what's | 12 | 3 |
| change | 12 | 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.
“LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison” — 2 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "llm-brand-monitoring-developer-tools" text = "LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison"
“open source self-hosted AI search visibility tracker LLM brand mentions GEO” — 2 answers · Elmo, Limelit Open
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "open-source-self-hosted-ai" text = "open source self-hosted AI search visibility tracker LLM brand mentions GEO"
“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 API Profound Peec Otterly API access 2026” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-search-visibility-api-profound" text = "AI search visibility API Profound Peec Otterly API access 2026"
“AI search visibility tracker self hosted Kubernetes open source Otterly Peec alternative” — 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 Otterly Peec alternative"
“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 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-2" text = "AI search visibility tracker self hosted Kubernetes open source Peec Otterly alternatives"
“AI visibility MCP server Claude Code Peec Profound Otterly Scrunch” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-mcp-server-claude" text = "AI visibility MCP server Claude Code Peec Profound Otterly Scrunch"
“AI visibility MCP server Claude Code tools” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-mcp-server-claude-2" text = "AI visibility MCP server Claude Code tools"
Prompt by prompt
1. Are there open-source tools for measuring AI search visibility? — 5 queries
- open source AI search visibility tracker GEO LLM brand mentions GitHub ×1
- open source AI search visibility tracker GitHub GEO tracking | open source LLM brand visibility monitoring tools GitHub ×1
- open source AI search visibility tracking GEO GitHub tools | open source llm brand visibility tracker 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 ×5 geo ×4 github ×4 llm ×4 open ×4 source ×4 tracker ×4 tracking ×3
Dropped: measuring ×5 open-source ×4 tools ×2 ai ×1 search ×1
2. Is there an open-source alternative to Profound or Peec AI? — 6 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 AI visibility tracking GEO tool 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 alternative Profound Peec AI GEO AI visibility tracking GitHub | Profound Peec AI features AI search visibility tracking ×1
- open-source LLM brand mention monitoring ChatGPT Perplexity self-hosted ×1
Added: github ×5 open ×5 source ×5 visibility ×5 geo ×4 search ×3 tracking ×3 monitoring ×2
Dropped: open-source ×5 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? — 6 queries
- github open source generative engine optimization monitor ChatGPT Perplexity brand visibility ×1
- github open source generative engine optimization monitor ChatGPT Perplexity brand visibility 2026 ×1
- open source self hosted AI answer visibility tracking GEO monitoring Peec alternative | GitHub open source LLM brand visibility monitoring self hosted ×1
- open source self-hosted AI search visibility tracking LLM brand mentions GEO tool ×1
- open source self-hosted AI search visibility tracking tool GEO LLM brand mentions ×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 ×6 open ×6 source ×6 geo ×4 github ×4 llm ×4 search ×3 tracking ×3
Dropped: another ×6 data ×6 options ×6 saas ×6 sending ×6 track ×6 vendor ×6 without ×6
4. Should we build our own AI visibility tracker on the OpenAI and Anthropic APIs, or buy a tool? — 9 queries
- AI visibility tracking tool Profound Peec AI pricing ChatGPT Claude monitoring | site.platform.openai.com docs web search responses API | site.platform.claude.com docs web search tool API ×1
- AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Scrunch ×1
- 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
- API vs ChatGPT interface responses differ AI visibility tracking accuracy scraping front-end ×1
- site.peec.ai browser API tracking real user pricing | site.tryprofound.com pricing starter growth enterprise | site.otterly.ai pricing AI monitoring ×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 ×8 api ×6 pricing ×6 search ×4 web ×4 chatgpt ×3 monitoring ×3 responses ×3
Dropped: anthropic ×9 apis ×9 build ×9 buy ×9 openai ×9 tracker ×9 tool ×4 ai ×3
5. Is there a self-hosted AI visibility tracker I can run in Docker? — 8 queries
- open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub ×2
- 'docker' ×1
- Elmo open source AI visibility self-hosted docker compose github ×1
- Lettertrace github docker self-host ×1
- open source GEO generative engine optimization tracker self-hosted ChatGPT Perplexity brand visibility ×1
- open source GEO generative engine optimization tracking tool self-hosted ChatGPT Perplexity brand visibility ×1
- self hosted AI visibility tracker Docker GEO LLM brand monitoring open source ×1
- self hosted AI visibility tracker Docker LLM brand visibility open source ×1
Added: open ×7 source ×7 brand ×6 github ×4 llm ×4 geo ×3 chatgpt ×2 engine ×2
Dropped: run ×9 ai ×4 self-hosted ×4 tracker ×4 docker ×2 visibility ×2
6. Can we run an AI search visibility tracker on our own Kubernetes cluster? — 6 queries
- open source self-hosted AI search visibility tracker LLM brand mentions GEO ×2
- AI search visibility tracker self hosted Kubernetes open source Otterly Peec alternative | GitHub AI search visibility tracker self hosted docker GEO ×1
- AI search visibility tracker self hosted Kubernetes open source Peec Otterly alternatives | GitHub AI search visibility tracker self hosted docker GEO ×1
- AI visibility tracking tool docker self-hosted ChatGPT Perplexity brand monitoring github ×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
Added: github ×5 open ×5 source ×5 brand ×4 docker ×4 geo ×4 hosted ×3 self ×3
Dropped: cluster ×7 run ×7 kubernetes ×4 search ×3 ai ×1 tracker ×1 visibility ×1
7. Which AI visibility tools let us use our own OpenAI and Anthropic API keys? — 10 queries
- "bring your own key" AI search visibility tracker pricing ×1
- AI search visibility platform SaaS "bring your own key" ChatGPT Claude brand tracking pricing 2026 ×1
- AI visibility tool bring your own API key OpenAI Anthropic LLM brand monitoring ×1
- AI visibility tracking "own API keys" "Anthropic" | AI visibility "BYOK" "OpenAI" "Anthropic" ×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
- CiteTrack AI bring your own API key OpenAI Anthropic ×1
- GEO AEO tracking tool BYOK "own API keys" ChatGPT Claude brand mentions ×1
- GEO LLM brand monitoring BYOK "own API keys" open source ×1
- open source LLM brand visibility tracker github OpenAI Anthropic API key self-hosted GEO ×1
Added: brand ×5 bring ×5 tracking ×5 byok ×4 geo ×3 llm ×3 chatgpt ×2 claude ×2
Dropped: let ×10 tools ×6 anthropic ×4 openai ×4 ai ×3 visibility ×3 api ×2
7. Can I check what ChatGPT and Claude recommend in my category using my existing subscriptions instead of paying for API calls? — 4 queries
- AI visibility tracking tool use your own ChatGPT Claude subscription instead of API brand mentions ×1
- ChatGPT API responses differ from ChatGPT app web search answers brand visibility ×1
- site.openai.com ChatGPT subscription API separately billed automated extraction terms | site.anthropic.com Claude Pro subscription API separate automated access consumer terms ×1
- site.openai.com/policies/terms-of-use "Automatically or programmatically" | site.anthropic.com/legal/consumer-terms "automated" | site.help.openai.com temporary chat memory custom instructions | site.support.claude.com incognito chats previous conversations ×1
Added: automated ×2 brand ×2 site.anthropic.com ×2 site.openai.com ×2 visibility ×2 access ×1 ai ×1 answers ×1
Dropped: calls ×4 category ×4 check ×4 existing ×4 paying ×4 recommend ×4 instead ×3 claude ×2
8. How much does it cost in API fees to run our own AI visibility checks every day, and how do we cap it? — 13 queries
- 'Web search' ×1
- 'gpt-5-mini' ×1
- Anthropic Claude API pricing web search $10 per 1000 searches spend limits workspace ×1
- Claude Console workspace spend limit; OpenAI project budget hard limit 2026 ×1
- Gemini API pricing grounding with Google Search 2026 Claude API web search pricing ×1
- Gemini API pricing grounding with Google Search per 1000 queries 2026 ×1
- OpenAI API pricing per million tokens web search tool call price 2026 ×1
- OpenAI API pricing per million tokens web search tool cost 2026 ×1
- Perplexity Sonar API pricing 2026 per request ×1
- Perplexity Sonar API pricing request fee per 1000 requests 2026 ×1
- site.docs.perplexity.ai sonar pricing $1 $1 request fees search context | site.help.openai.com project monthly budget soft threshold requests continue | site.platform.claude.com spend limits monthly organization | site.platform.claude.com pricing haiku 4.5 web search ×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
- site.openai.com api pricing web search tool gpt-5 mini | site.anthropic.com pricing web search API $10 1000 searches | site.ai.google.dev gemini api pricing grounding google search ×1
Added: pricing ×10 search ×9 web ×8 2026 ×7 per ×6 1000 ×5 gemini ×4 google ×4
Dropped: ai ×13 cap ×13 checks ×13 day ×13 much ×13 run ×13 visibility ×13 cost ×12
9. Can I run AI visibility checks from the command line or in a CI pipeline? — 6 queries
- AI search visibility API Profound Peec Otterly API access 2026 ×1
- AI search visibility API generative engine optimization open source command line 2026 ×1
- AI visibility LLM brand mentions CLI tool CI pipeline GEO open source ×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
- AI visibility monitoring CLI CI pipeline GEO command line Otterly Profound API | AI visibility CLI github actions promptfoo search brand visibility ×1
Added: api ×4 cli ×4 actions ×3 brand ×3 geo ×3 github ×3 search ×3 2026 ×2
Dropped: checks ×6 run ×6 ci ×3 command ×3 line ×3 pipeline ×3
10. We want every raw AI answer and citation behind an AI visibility score, not just a dashboard. Which tools give us that? — 15 queries
- AI search visibility platform API access raw LLM answers prompt-level data export ×1
- AI search visibility platform raw response data export BigQuery API 2026 ×1
- AI visibility raw responses citations export API Peec Otterly Profound Scrunch | AI visibility platform every answer citation raw data export AthenaHQ ×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 export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly) ×1
- AI visibility tool raw responses export API citations Profound Peec AI Scrunch 2026 ×1
- Peec AI API docs chats responses sources endpoint ×1
- Peec AI API documentation chats endpoint raw response sources ×1
- Profound API docs answers endpoint raw response citations ×1
- Profound API docs answers endpoint response text citations ×1
- Scrunch AI API responses endpoint citations raw response text export ×1
- Scrunch AI API responses export citations docs ×1
- site.peec.ai "export" "responses" "citations" ×1
- site.tryprofound.com "CSV" "raw" "Answer" | site.peec.ai raw responses export citations | site.promptwatch.com API raw responses citations | site.miaowageo.com evidence raw answer screenshot export ×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 ×14 export ×11 responses ×10 scrunch ×6 endpoint ×5 docs ×4 platform ×4 response ×4
Dropped: behind ×15 dashboard ×15 give ×15 score ×15 tools ×13 answer ×9 visibility ×9 ai ×5
10. Is there an AI visibility tool that keeps the tracked questions in a git repository, so changes go through code review? — 8 queries
- "AI visibility" "git" "questions" | "AI visibility" "pull requests" | "AI visibility" "Git-native" ×1
- "AI visibility" "git" tool -site:reddit.com -code -review -coding | "GEO" "tracking" "prompts" "git" tool | "AI visibility" "versioned" "CLI" ×1
- "AI visibility" "prompts as code" | "AI visibility" "GitHub" "YAML" | "AI visibility" "questions" "code review" ×1
- "visibility" "prompts" "git-native" | "AI visibility" "version-controlled" | "AI visibility" "questions" "repository" -site:reddit.com -site:github.com ×1
- AI visibility tracking "prompts" "git" "review" tool | AI visibility "queries" "version control" | AI visibility "questions.yml" OR "prompts.yaml" ×1
- AI visibility tracking prompts git repository pull request monitoring | AI visibility prompts as code git tracking questions ×1
- AI visibility tracking prompts stored in git repository YAML config code review LLM brand monitoring ×1
- open source AI search visibility tool GEO prompts as code GitHub ×1
Added: prompts ×7 tracking ×4 geo ×2 git-native ×2 github ×2 monitoring ×2 pull ×2 reddit.com ×2
Dropped: changes ×8 go ×8 keeps ×8 through ×8 tracked ×8 repository ×5 tool ×5 questions ×4
11. What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives? — 7 queries
- open source AI search visibility tracking GEO competitor recommendations GitHub | GitHub open source llm brand monitoring AI recommendations competitors ×1
- open source AI visibility tracking GEO monitor competitors Otterly alternative GitHub | GitHub open source track brand recommendations LLM AI search visibility developer tools ×1
- open source AI visibility tracking tool LLM brand mentions GEO github ×1
- open source generative engine optimization GEO monitoring tool ChatGPT Claude mentions 2026 ×1
- open source tool check if ChatGPT recommends your product developer tools ×1
- open-source LLM brand visibility tracking tool GitHub AI search recommendations ×1
- promptfoo open source 2026 acquisition license ×1
Added: open ×6 source ×6 brand ×4 geo ×4 github ×4 llm ×4 tool ×4 tracking ×4
Dropped: assistants ×7 developer-tools ×7 over ×7 startup ×7 what's ×7 whether ×7 alternatives ×6 check ×6
12. How can a developer-tools company find out whether ChatGPT and Claude recommend it when developers ask which tool to use? — 6 queries
- AI search visibility tracking tools ChatGPT Claude brand mentions 2026 ×2
- LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison ×2
- 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
- site.peec.ai pricing Claude models tracking | site.otterly.ai Claude tracking add on ×1
- site.tryprofound.com Claude ChatGPT answer engine tracking | site.otterly.ai Claude tracking ChatGPT | site.peec.ai Claude supported models ×1
- site.use? AI visibility monitoring Claude ChatGPT Peec AI Profound Otterly supported engines | site.peec.ai Claude ChatGPT tracking | site.tryprofound.com Claude ChatGPT answer engine tracking ×1
Added: tracking ×6 brand ×5 visibility ×4 ai ×3 monitoring ×3 recommendations ×3 search ×3 site.peec.ai ×3
Dropped: ask ×8 company ×8 developer-tools ×8 find ×8 out ×8 recommend ×8 whether ×8 developers ×6
12. Is there an AI visibility tool with an MCP server, so I can ask about our results from Claude Code? — 4 queries
- AI visibility MCP server Claude Code Peec Profound Otterly Scrunch | AI visibility MCP server Claude Code tools ×1
- AI visibility tracking tool MCP server (Profound, Peec AI, Scrunch, Otterly) brand mentions ChatGPT ×1
- GEO AI search visibility MCP server Claude Code 2026 ×1
- Peec AI MCP server docs Claude Code setup ×1
Added: scrunch ×2 2026 ×1 brand ×1 chatgpt ×1 docs ×1 geo ×1 mentions ×1 search ×1
Dropped: ask ×4 results ×4 tool ×2 claude ×1 code ×1 visibility ×1
13. Can I test the same buyer questions against several AI models and compare the answers? — 6 queries
- AI search visibility tools compare brand mentions ChatGPT Perplexity Gemini Claude prompts 2026 ×1
- AI visibility tracking tools compare brand mentions ChatGPT Perplexity Gemini Claude 2026 ×1
- side-by-side compare LLM answers multiple models same prompt tool ×1
- side-by-side compare multiple LLMs same prompt tool 2026 ×1
- site.promptfoo.dev compare models side by side eval prompts | site.vellum.ai compare models prompts evaluation | site.openrouter.ai chat compare models side by side ×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 ×3 prompts ×3 brand ×2 chat ×2 chatgpt ×2 claude ×2 evaluation ×2 gemini ×2
Dropped: against ×6 buyer ×6 questions ×6 several ×6 test ×6 answers ×5 ai ×4 models ×3
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
14. Which AI visibility tools are open source under a permissive license like MIT, so we can modify them? — 3 queries
- open source AI visibility monitoring MIT license GEO tracker github | open source AI search visibility tool Apache MIT license ×1
- open source AI visibility tracker GEO brand mentions ChatGPT MIT license github ×1
- open source generative engine optimization LLM brand visibility monitoring tool self-hosted ×1
Added: brand ×2 geo ×2 github ×2 monitoring ×2 tracker ×2 apache ×1 chatgpt ×1 engine ×1
Dropped: modify ×3 permissive ×3 under ×3 ai ×1 license ×1 mit ×1 tools ×1
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