What the assistants searched
Open-source and self-hosted AI visibility 2026-10-21 20:17 pooled with the set's finished runs before it that were asked and graded the same way: 1 run · search track only, from the stored answers · this run alone · JSON
34/34answers searched
73searches
73distinct queries
30%from prompt
37%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 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 raw response data export BigQuery API 2026 | 13 | 1 | 0/1 | 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 tracking tools ChatGPT Claude brand mentions 2026 | 16 | 1 | 0/1 | 0/1 | |
| "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 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 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 tracking "own API keys" "Anthropic" | AI visibility "BYOK" "OpenAI" "Anthropic" | 8 | 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 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 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 |
| Anthropic Claude API pricing web search $10 per 1000 searches spend limits workspace | 9 | 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 | |
| Elmo open source AI visibility self-hosted docker compose github +Elmo | 5 | 1 | 0/1 | Elmo ×1 | 0/1 |
| Gemini API pricing grounding with Google Search per 1000 queries 2026 | 9 | 1 | 0/1 | 0/1 | |
| GEO AEO tracking tool BYOK "own API keys" ChatGPT Claude brand mentions | 8 | 1 | 0/1 | 0/1 | |
| GEO AI search visibility MCP server Claude Code 2026 | 12 | 1 | 0/1 | 0/1 | |
| github open source generative engine optimization monitor ChatGPT Perplexity brand visibility | 3 | 1 | 0/1 | 0/1 | |
| Lettertrace github docker self-host | 5 | 1 | 0/1 | 0/1 | |
| LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison +Otterly.AI +Peec AI +Profound | 16 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI search visibility tool GEO prompts as code GitHub | 10 | 1 | 0/1 | 0/1 | |
| open source AI search visibility tracker GEO LLM brand mentions GitHub | 1 | 1 | 0/1 | 0/1 | |
| open source AI search visibility tracking GEO GitHub tools | open source llm brand visibility tracker GitHub | 1 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI visibility monitoring MIT license GEO tracker github | open source AI search visibility tool Apache MIT license | 14 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI visibility tracker GEO brand mentions ChatGPT MIT license github | 14 | 1 | 0/1 | Elmo ×1 | 0/1 |
| open source AI visibility tracking GEO monitor competitors Otterly alternative GitHub | GitHub open source track brand recommendations LLM AI search visibility developer tools +Otterly.AI | 15 | 1 | 0/1 | Ahrefs Brand Radar ×1 Dageno AI ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI visibility tracking GEO tool alternative to Profound Peec AI github | 2 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 0/1 |
| open source AI visibility tracking tool LLM brand mentions GEO github | 15 | 1 | 0/1 | 0/1 | |
| open source alternative Profound Peec AI GEO AI visibility tracking GitHub | Profound Peec AI features AI search visibility tracking | 2 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source generative engine optimization LLM brand visibility monitoring tool self-hosted | 14 | 1 | 0/1 | 0/1 | |
| open source GEO generative engine optimization tracking tool self-hosted ChatGPT Perplexity brand visibility | 5 | 1 | 0/1 | 0/1 | |
| open source LLM brand visibility tracker github OpenAI Anthropic API key self-hosted GEO | 8 | 1 | 0/1 | 0/1 | |
| open source self hosted AI answer visibility tracking GEO monitoring Peec alternative | GitHub open source LLM brand visibility monitoring self hosted +Peec AI | 3 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source self-hosted AI search visibility tracker LLM brand mentions GEO | 6 | 1 | 0/1 | Elmo ×1 Limelit Open ×1 | 0/1 |
Showing the 50 run by the most answers; 23 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 | 16 | 11 | 7 | “open source self hosted AI answer visibility tracking GEO monitoring Peec alternative | GitHub open source LLM brand visibility monitoring self hosted”; “AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Scrunch”; “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” |
| Otterly.AI | 13 | 12 | 7 | “AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Scrunch”; “site.peec.ai browser API tracking real user pricing | site.tryprofound.com pricing starter growth enterprise | site.otterly.ai pricing AI monitoring”; “AI search visibility tracker self hosted Kubernetes open source Otterly Peec alternative | GitHub AI search visibility tracker self hosted docker GEO” |
| Profound | 13 | 10 | 5 | “AI visibility tracking tools pricing 2026 Profound Peec AI Otterly Scrunch”; “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”; “site.peec.ai browser API tracking real user pricing | site.tryprofound.com pricing starter growth enterprise | site.otterly.ai pricing AI monitoring” |
| Elmo | 1 | 1 | 1 | “Elmo open source AI visibility self-hosted docker compose github” |
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 | 26 | 13 |
| tracking | 24 | 12 |
| geo | 21 | 11 |
| source | 21 | 10 |
| search | 20 | 14 |
| open | 20 | 9 |
| github | 19 | 10 |
| llm | 17 | 12 |
| monitoring | 13 | 9 |
| tool | 13 | 9 |
| mentions | 12 | 12 |
| api | 12 | 3 |
| 2026 | 11 | 8 |
| pricing | 11 | 4 |
| chatgpt | 10 | 9 |
| responses | 10 | 3 |
| prompts | 10 | 2 |
| visibility | 9 | 5 |
| web | 7 | 3 |
| scrunch | 6 | 3 |
| tracker | 6 | 3 |
| perplexity | 5 | 5 |
| claude | 5 | 4 |
| self-hosted | 5 | 4 |
| export | 5 | 1 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| tools | 23 | 8 |
| ai | 20 | 8 |
| run | 19 | 4 |
| check | 18 | 4 |
| visibility | 17 | 6 |
| recommend | 11 | 3 |
| answer | 8 | 3 |
| open-source | 8 | 3 |
| tracker | 8 | 3 |
| ask | 8 | 2 |
| developer-tools | 8 | 2 |
| whether | 8 | 2 |
| cap | 8 | 1 |
| changes | 8 | 1 |
| cost | 8 | 1 |
| day | 8 | 1 |
| go | 8 | 1 |
| keeps | 8 | 1 |
| much | 8 | 1 |
| through | 8 | 1 |
| tracked | 8 | 1 |
| questions | 7 | 2 |
| behind | 7 | 1 |
| dashboard | 7 | 1 |
| give | 7 | 1 |
Add as prompt
Queries whose results named competitors and never reached Cheap Seats's sites. To measure one as a prompt of its own, paste its entry into the set's file in the config repo and reword it as the question a buyer would ask; prompt ids are permanent, so pick one you'll keep.
“AI search visibility 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 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"
“AI visibility monitoring CLI CI pipeline GEO command line Otterly Profound API” — 1 answers · Otterly.AI
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-monitoring-cli-ci" text = "AI visibility monitoring CLI CI pipeline GEO command line Otterly Profound API"
“AI visibility CLI github actions promptfoo search brand visibility” — 1 answers · Otterly.AI
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-cli-github-actions" text = "AI visibility CLI github actions promptfoo search brand visibility"
“AI visibility raw responses citations export API Peec Otterly Profound Scrunch” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-raw-responses-citations" text = "AI visibility raw responses citations export API Peec Otterly Profound Scrunch"
“AI visibility platform every answer citation raw data export AthenaHQ” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-platform-answer-citation" text = "AI visibility platform every answer citation raw data export AthenaHQ"
“AI visibility tool export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly)” — 1 answers · Dageno AI, Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-tool-export-raw" text = "AI visibility tool export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly)"
Prompt by prompt
1. Are there open-source tools for measuring AI search visibility? — 2 queries
- open source AI search visibility tracker GEO LLM brand mentions GitHub ×1
- open source AI search visibility tracking GEO GitHub tools | open source llm brand visibility tracker GitHub ×1
Added: brand ×2 geo ×2 github ×2 llm ×2 open ×2 source ×2 tracker ×2 mentions ×1
Dropped: measuring ×2 open-source ×2 tools ×1
2. Is there an open-source alternative to Profound or Peec AI? — 2 queries
- open source AI visibility tracking GEO tool alternative to Profound Peec AI github ×1
- open source alternative Profound Peec AI GEO AI visibility tracking GitHub | Profound Peec AI features AI search visibility tracking ×1
Added: geo ×2 github ×2 open ×2 source ×2 tracking ×2 visibility ×2 features ×1 search ×1
Dropped: open-source ×2
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 ×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 tool GEO LLM brand mentions ×1
Added: brand ×3 open ×3 source ×3 geo ×2 github ×2 llm ×2 tracking ×2 alternative ×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? — 4 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
- 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
Added: tracking ×4 api ×3 pricing ×3 chatgpt ×2 monitoring ×2 responses ×2 2026 ×1 accuracy ×1
Dropped: anthropic ×4 apis ×4 build ×4 buy ×4 openai ×4 tracker ×4 tool ×2 visibility ×1
5. Is there a self-hosted AI visibility tracker I can run in Docker? — 5 queries
- Elmo open source AI visibility self-hosted docker compose github ×1
- Lettertrace github docker self-host ×1
- open source GEO generative engine optimization tracking tool 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 GEO LLM brand monitoring open source ×1
Added: open ×4 source ×4 brand ×3 github ×3 geo ×2 llm ×2 chatgpt ×1 compose ×1
Dropped: run ×5 tracker ×3 ai ×2 self-hosted ×2 docker ×1 visibility ×1
6. Can we run an AI search visibility tracker on our own Kubernetes cluster? — 3 queries
- AI search visibility tracker self hosted Kubernetes open source Otterly Peec alternative | GitHub AI search visibility tracker self hosted docker GEO ×1
- AI visibility tracking tool docker self-hosted ChatGPT Perplexity brand monitoring github ×1
- open source self-hosted AI search visibility tracker LLM brand mentions GEO ×1
Added: brand ×2 docker ×2 geo ×2 github ×2 open ×2 self-hosted ×2 source ×2 alternative ×1
Dropped: cluster ×3 run ×3 kubernetes ×2 search ×1 tracker ×1
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. Which AI visibility tools let us use our own OpenAI and Anthropic API keys? — 6 queries
- "bring your own key" AI search visibility tracker pricing ×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
- CiteTrack AI bring your own API key OpenAI Anthropic ×1
- GEO AEO tracking tool BYOK "own API keys" ChatGPT Claude brand mentions ×1
- open source LLM brand visibility tracker github OpenAI Anthropic API key self-hosted GEO ×1
Added: brand ×3 bring ×3 byok ×2 geo ×2 llm ×2 tracker ×2 tracking ×2 aeo ×1
Dropped: let ×6 tools ×4 ai ×2 anthropic ×2 openai ×2 visibility ×2 api ×1
9. How much does it cost in API fees to run our own AI visibility checks every day, and how do we cap it? — 8 queries
- 'Web search' ×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 per 1000 queries 2026 ×1
- OpenAI API pricing per million tokens web search tool call price 2026 ×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 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 ×6 search ×6 web ×5 1000 ×4 2026 ×4 per ×4 spend ×3 10 ×2
Dropped: ai ×8 cap ×8 checks ×8 cost ×8 day ×8 much ×8 run ×8 visibility ×8
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. Can I run AI visibility checks from the command line or in a CI pipeline? — 3 queries
- AI search visibility API Profound Peec Otterly API access 2026 ×1
- AI visibility LLM brand mentions CLI tool CI pipeline GEO open source ×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 ×2 brand ×2 cli ×2 geo ×2 search ×2 2026 ×1 access ×1 actions ×1
Dropped: checks ×3 run ×3 command ×2 line ×2 ci ×1 pipeline ×1
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. We want every raw AI answer and citation behind an AI visibility score, not just a dashboard. Which tools give us that? — 7 queries
- 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 tool export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly) ×1
- Peec AI API documentation chats endpoint raw response sources ×1
- Profound API docs answers endpoint response text citations ×1
- Scrunch AI API responses endpoint citations raw response text export ×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
Added: api ×7 export ×5 responses ×4 endpoint ×3 response ×3 scrunch ×3 data ×2 platform ×2
Dropped: behind ×7 dashboard ×7 give ×7 score ×7 tools ×6 answer ×4 visibility ×4 ai ×2
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. What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives? — 4 queries
- 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 tool check if ChatGPT recommends your product developer tools ×1
- promptfoo open source 2026 acquisition license ×1
Added: open ×4 source ×4 brand ×2 developer ×2 geo ×2 github ×2 llm ×2 tool ×2
Dropped: assistants ×4 developer-tools ×4 open-source ×4 over ×4 startup ×4 what's ×4 whether ×4 alternatives ×3
16. 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
- LLM brand monitoring developer tools recommendations Profound Peec AI Otterly comparison ×1
- site.peec.ai pricing Claude models tracking | site.otterly.ai Claude tracking add on ×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 ×3 brand ×2 monitoring ×2 site.peec.ai ×2 visibility ×2 2026 ×1 add ×1 ai ×1
Dropped: ask ×4 company ×4 developer-tools ×4 find ×4 out ×4 recommend ×4 whether ×4 developers ×3
17. Can I test the same buyer questions against several AI models and compare the answers? — 3 queries
- AI search visibility tools compare brand mentions ChatGPT Perplexity Gemini Claude prompts 2026 ×1
- side-by-side compare LLM answers multiple models same prompt tool ×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
Added: prompts ×2 2026 ×1 brand ×1 chat ×1 chatgpt ×1 claude ×1 eval ×1 evaluation ×1
Dropped: against ×3 buyer ×3 questions ×3 several ×3 test ×3 ai ×2 answers ×2 models ×1