What the assistants searched
Open-source and self-hosted AI visibility 2026-10-23 16:40 · search track only, from the stored answers · pool the last 7 runs · JSON
30/30answers searched
62searches
62distinct queries
23%from prompt
32%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 |
|---|---|---|---|---|---|
| '$10.00 / 1k' | 15 | 1 | 0/1 | 0/1 | |
| AI search visibility API generative engine optimization tracking API open source 2026 | 9 | 1 | 0/1 | 0/1 | |
| AI search visibility platform raw response data export CSV API 2026 | 10 | 1 | 0/1 | Semrush AI Toolkit ×1 | 0/1 |
| AI search visibility platform SaaS "own API keys" OpenAI Anthropic pricing brand mentions | 7 | 1 | 0/1 | 0/1 | |
| AI search visibility tools LLM brand mention tracking Profound Peec AI Otterly comparison 2026 +Otterly.AI +Peec AI +Profound | 14 | 1 | 0/1 | Otterly.AI ×1 | 0/1 |
| AI search visibility tracker self hosted Kubernetes open source monitoring | Otterly Peec AI self hosted Kubernetes +Otterly.AI +Peec AI | 6 | 1 | 0/1 | Elmo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| "AI visibility" "BYOK" tools | "AI visibility" "own API keys" "Anthropic" -site:reddit.com | 7 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility LLM brand mentions CLI tool CI pipeline GitHub Action | 9 | 1 | 0/1 | 0/1 | |
| AI visibility monitoring "bring your own" "Anthropic" "OpenAI" | GEO tracking "own API keys" OpenAI Anthropic | 7 | 1 | 0/1 | Limelit Open ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility monitoring CLI CI pipeline API promptfoo Otterly Peec | AI search visibility CLI github actions Profound API +Otterly.AI +Peec AI +Profound | 9 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility monitoring raw responses citations export API Peec AI Profound Otterly Scrunch | AI visibility tool every answer citations raw responses API export AthenaHQ +Otterly.AI +Peec AI +Profound | 10 | 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 tracking | 7 | 1 | 0/1 | 0/1 | |
| AI visibility tool export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly) +Otterly.AI +Peec AI +Profound | 10 | 1 | 0/1 | Dageno AI ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| AI visibility tools track brand prompts across ChatGPT Perplexity Gemini Claude 2026 | 12 | 1 | 0/1 | Frase ×1 | 0/1 |
| AI visibility tracking tools 2026 pricing 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 ChatGPT Claude brand mentions prompts 2026 Profound Peec AI Otterly +Otterly.AI +Peec AI +Profound | 13 | 1 | 0/1 | 0/1 | |
| Anthropic Claude API pricing web search $10 per 1,000 searches Gemini grounding with Google Search pricing Perplexity Sonar API pricing | 8 | 1 | 0/1 | 0/1 | |
| API responses differ from ChatGPT UI answers AI visibility tracking accuracy scraping vs API | 4 | 1 | 0/1 | Otterly.AI ×1 | 0/1 |
| best generative engine optimization monitoring tools comparison pricing 2026 | 13 | 1 | 0/1 | Frase ×1 Profound ×1 | 0/1 |
| canonry AEO github self-hosted ChatGPT Claude Gemini Perplexity citations | 11 | 1 | 0/1 | 0/1 | |
| coding assistant brand visibility monitoring library API recommendations Profound Scrunch Peec | Promptfoo coding agent evaluation Claude Code Codex library recommendations +Peec AI +Profound | 14 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| compare same prompt multiple LLMs side by side tool | 12 | 1 | 0/1 | 0/1 | |
| DIY track brand mentions ChatGPT Perplexity Gemini API script cost 2026 | 15 | 1 | 0/1 | 0/1 | |
| docs.tryprofound.com API raw responses export answers citations +Profound | 10 | 1 | 0/1 | 0/1 | |
| GEO AEO brand monitoring "BYOK" OR "bring your own key" ChatGPT Claude visibility | 7 | 1 | 0/1 | 0/1 | |
| github open source generative engine optimization monitoring ChatGPT Perplexity brand visibility tool 2026 | 3 | 1 | 0/1 | 0/1 | |
| 'gpt-4.1-mini' | 8 | 1 | 0/1 | 0/1 | |
| lettertrace github docker compose self-host | 5 | 1 | 0/1 | 0/1 | |
| oneglanse github docker self-host GEO tracker | 5 | 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 tracker GitHub GEO monitoring | open source LLM brand visibility tracking tools GitHub | 1 | 1 | 0/1 | Ahrefs Brand Radar ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI search visibility tracking tool alternative to Profound Peec AI GitHub | 2 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source AI visibility monitoring GEO tracker competitors GitHub | GitHub open source llm brand recommendation monitoring Peec Otterly alternative +Otterly.AI +Peec AI | 11 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source alternative Profound Peec AI AI search visibility tracking github | 2 | 1 | 0/1 | Elmo ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source GEO generative engine optimization tracking tool self-hosted ChatGPT Perplexity brand monitoring | 5 | 1 | 0/1 | 0/1 | |
| open source LLM brand visibility tracker GitHub AI search mentions | 15 | 1 | 0/1 | 0/1 | |
| open source LLM recommendation benchmark developer tools "which tool does ChatGPT recommend" CLI | 11 | 1 | 0/1 | 0/1 | |
| open source self hosted AI search visibility tracking GEO monitoring Otterly alternative | self hosted AI visibility monitoring open source AI engines prompts brand tracking +Otterly.AI | 3 | 1 | 0/1 | Ahrefs Brand Radar ×1 Elmo ×1 Limelit Open ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| open source self-hosted AI search visibility tracker GEO LLM brand mentions | 3 | 1 | 0/1 | Elmo ×1 Limelit Open ×1 | 0/1 |
| open source self-hosted AI search visibility tracker LLM brand mentions GitHub | 6 | 1 | 0/1 | Elmo ×1 Limelit Open ×1 | 0/1 |
| open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub | 5 | 1 | 0/1 | 0/1 | |
| open source tool track brand mentions in LLM answers AI visibility GEO github | 11 | 1 | 0/1 | 0/1 | |
| open-source generative engine optimization tool track brand in ChatGPT Perplexity 2026 | 1 | 1 | 0/1 | 0/1 | |
| open-source GEO generative engine optimization brand mention tracker ChatGPT Perplexity self-hosted | 2 | 1 | 0/1 | 0/1 | |
| OpenAI API pricing per million tokens web search tool call price 2026 | 8 | 1 | 0/1 | 0/1 | |
| OpenAI API pricing web search tool cost GPT-5 mini | Gemini API pricing Google Search grounding free tier | AI brand monitoring open source self hosted Otterly alternative +Otterly.AI | 15 | 1 | 0/1 | Elmo ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| Peec AI API docs chats endpoint raw response sources +Peec AI | 10 | 1 | 0/1 | Peec AI ×1 | 0/1 |
| Profound API docs answers endpoint response text citations +Profound | 10 | 1 | 0/1 | 0/1 | |
| Profound prompt tracking ChatGPT Claude daily monitoring | Peec AI Claude ChatGPT tracking prompts | Otterly AI supported AI engines Claude ChatGPT | OpenAI API responses different ChatGPT Claude API web search +Otterly.AI +Peec AI +Profound | 13 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 0/1 |
| Scrunch AI API responses export raw citations | 10 | 1 | 0/1 | 0/1 |
Showing the 50 run by the most answers; 12 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 | 15 | 11 | 7 | “AI visibility tracking tools 2026 pricing Profound Peec AI Otterly Semrush AI toolkit”; “site.platform.openai.com docs web search API citations search ChatGPT | site.docs.anthropic.com web search tool API citations | AI visibility tracking Peec AI Otterly pricing Profound platforms”; “AI search visibility tracker self hosted Kubernetes open source monitoring | Otterly Peec AI self hosted Kubernetes” |
| Otterly.AI | 14 | 12 | 9 | “open source self hosted AI search visibility tracking GEO monitoring Otterly alternative | self hosted AI visibility monitoring open source AI engines prompts brand tracking”; “AI visibility tracking tools 2026 pricing Profound Peec AI Otterly Semrush AI toolkit”; “site.platform.openai.com docs web search API citations search ChatGPT | site.docs.anthropic.com web search tool API citations | AI visibility tracking Peec AI Otterly pricing Profound platforms” |
| Profound | 12 | 9 | 5 | “AI visibility tracking tools 2026 pricing Profound Peec AI Otterly Semrush AI toolkit”; “site.platform.openai.com docs web search API citations search ChatGPT | site.docs.anthropic.com web search tool API citations | AI visibility tracking Peec AI Otterly pricing Profound platforms”; “AI visibility monitoring CLI CI pipeline API promptfoo Otterly Peec | AI search visibility CLI github actions Profound API” |
| Elmo | 1 | 1 | 1 | “site.citemetrix.com "OpenAI" "Anthropic" | site.elmohq.com "Anthropic" "keys"” |
| Semrush AI Toolkit | 1 | 1 | 1 | “AI visibility tracking tools 2026 pricing 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 | 22 | 11 |
| source | 20 | 9 |
| open | 18 | 8 |
| search | 16 | 10 |
| tracking | 16 | 10 |
| api | 16 | 5 |
| llm | 15 | 11 |
| monitoring | 15 | 11 |
| tool | 15 | 11 |
| github | 15 | 8 |
| chatgpt | 14 | 11 |
| mentions | 13 | 11 |
| 2026 | 12 | 10 |
| geo | 12 | 7 |
| visibility | 11 | 6 |
| responses | 11 | 3 |
| perplexity | 9 | 9 |
| engine | 9 | 7 |
| optimization | 8 | 7 |
| pricing | 8 | 5 |
| generative | 7 | 7 |
| gemini | 7 | 5 |
| prompts | 7 | 3 |
| export | 7 | 2 |
| claude | 6 | 5 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| ai | 23 | 11 |
| answer | 20 | 5 |
| run | 16 | 4 |
| visibility | 15 | 5 |
| tools | 13 | 4 |
| checks | 12 | 3 |
| track | 10 | 3 |
| behind | 9 | 1 |
| dashboard | 9 | 1 |
| give | 9 | 1 |
| score | 9 | 1 |
| open-source | 8 | 3 |
| ask | 8 | 2 |
| what's | 8 | 2 |
| questions | 7 | 2 |
| saas | 7 | 2 |
| whether | 7 | 2 |
| tracker | 6 | 3 |
| recommend | 6 | 2 |
| let | 6 | 1 |
| assistants | 5 | 2 |
| openai | 5 | 2 |
| api | 4 | 3 |
| alternative | 4 | 2 |
| anthropic | 4 | 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 search visibility platform raw response data export CSV API 2026” — 1 answers · Semrush AI Toolkit
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-search-visibility-platform-raw" text = "AI search visibility platform raw response data export CSV API 2026"
“AI search visibility tools LLM brand mention tracking Profound Peec AI Otterly comparison 2026” — 1 answers · Otterly.AI
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-search-visibility-tools-llm" text = "AI search visibility tools LLM brand mention tracking Profound Peec AI Otterly comparison 2026"
“AI search visibility tracker self hosted Kubernetes open source monitoring” — 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 monitoring"
“Otterly Peec AI self hosted Kubernetes” — 1 answers · Elmo, Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "otterly-peec-ai-self-hosted" text = "Otterly Peec AI self hosted Kubernetes"
“AI visibility monitoring CLI CI pipeline API promptfoo Otterly Peec” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-monitoring-cli-ci" text = "AI visibility monitoring CLI CI pipeline API promptfoo Otterly Peec"
“AI search visibility CLI github actions Profound API” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-search-visibility-cli-github" text = "AI search visibility CLI github actions Profound API"
“AI visibility monitoring raw responses citations export API Peec AI Profound Otterly Scrunch” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-monitoring-raw-responses" text = "AI visibility monitoring raw responses citations export API Peec AI Profound Otterly Scrunch"
“AI visibility tool every answer citations raw responses API export AthenaHQ” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-tool-answer-citations" text = "AI visibility tool every answer citations raw responses API 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)"
“AI visibility tools track brand prompts across ChatGPT Perplexity Gemini Claude 2026” — 1 answers · Frase
Append to prompt-sets/self-hosted-ai-visibility.toml:
[[prompts]] id = "ai-visibility-tools-track-brand" text = "AI visibility tools track brand prompts across ChatGPT Perplexity Gemini Claude 2026"
Prompt by prompt
1. Are there open-source tools for measuring AI search visibility? — 3 queries
- open source AI search visibility tracker GEO LLM brand mentions GitHub ×1
- open source AI search visibility tracker GitHub GEO monitoring | open source LLM brand visibility tracking tools GitHub ×1
- open-source generative engine optimization tool track brand in ChatGPT Perplexity 2026 ×1
Added: brand ×3 geo ×2 github ×2 llm ×2 open ×2 source ×2 tracker ×2 2026 ×1
Dropped: measuring ×3 open-source ×2 ai ×1 search ×1 tools ×1 visibility ×1
2. Is there an open-source alternative to Profound or Peec AI? — 3 queries
- open source AI search visibility tracking tool alternative to Profound Peec AI GitHub ×1
- open source alternative Profound Peec AI AI search visibility tracking github ×1
- open-source GEO generative engine optimization brand mention tracker ChatGPT Perplexity self-hosted ×1
Added: github ×2 open ×2 search ×2 source ×2 tracking ×2 visibility ×2 brand ×1 chatgpt ×1
Dropped: open-source ×2 ai ×1 alternative ×1 peec ×1 profound ×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 monitoring ChatGPT Perplexity brand visibility tool 2026 ×1
- open source self hosted AI search visibility tracking GEO monitoring Otterly alternative | self hosted AI visibility monitoring open source AI engines prompts brand tracking ×1
- open source self-hosted AI search visibility tracker GEO LLM brand mentions ×1
Added: brand ×3 open ×3 source ×3 geo ×2 monitoring ×2 search ×2 2026 ×1 alternative ×1
Dropped: another ×3 answer ×3 data ×3 options ×3 saas ×3 sending ×3 track ×3 vendor ×3
4. Should we build our own AI visibility tracker on the OpenAI and Anthropic APIs, or buy a tool? — 3 queries
- AI visibility tracking tools 2026 pricing Profound Peec AI Otterly Semrush AI toolkit ×1
- API responses differ from ChatGPT UI answers AI visibility tracking accuracy scraping vs API ×1
- site.platform.openai.com docs web search API citations search ChatGPT | site.docs.anthropic.com web search tool API citations | AI visibility tracking Peec AI Otterly pricing Profound platforms ×1
Added: tracking ×3 api ×2 chatgpt ×2 pricing ×2 2026 ×1 accuracy ×1 answers ×1 citations ×1
Dropped: anthropic ×3 apis ×3 build ×3 buy ×3 openai ×3 tracker ×3 tool ×1
5. Is there a self-hosted AI visibility tracker I can run in Docker? — 5 queries
- lettertrace github docker compose self-host ×1
- oneglanse github docker self-host GEO tracker ×1
- open source GEO generative engine optimization tracking tool self-hosted ChatGPT Perplexity brand monitoring ×1
- open source self-hosted AI visibility tracker LLM brand mentions Docker GitHub ×1
- self hosted AI visibility tracker Docker open source ChatGPT brand visibility ×1
Added: brand ×3 github ×3 open ×3 source ×3 chatgpt ×2 geo ×2 self-host ×2 compose ×1
Dropped: run ×5 ai ×3 self-hosted ×3 visibility ×3 tracker ×2 docker ×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 monitoring | Otterly Peec AI self hosted Kubernetes ×1
- open source self-hosted AI search visibility tracker LLM brand mentions GitHub ×1
- self-hosted GEO generative engine optimization tracking tool Docker ChatGPT Perplexity brand visibility ×1
Added: brand ×2 open ×2 self-hosted ×2 source ×2 chatgpt ×1 docker ×1 engine ×1 generative ×1
Dropped: cluster ×3 run ×3 kubernetes ×2 ai ×1 search ×1 tracker ×1
7. Which AI visibility tools let us use our own OpenAI and Anthropic API keys? — 6 queries
- "AI visibility" "BYOK" tools | "AI visibility" "own API keys" "Anthropic" -site:reddit.com ×1
- AI search visibility platform SaaS "own API keys" OpenAI Anthropic pricing brand mentions ×1
- AI visibility monitoring "bring your own" "Anthropic" "OpenAI" | GEO tracking "own API keys" OpenAI Anthropic ×1
- AI visibility tool bring your own API key OpenAI Anthropic LLM brand tracking ×1
- GEO AEO brand monitoring "BYOK" OR "bring your own key" ChatGPT Claude visibility ×1
- site.citemetrix.com "OpenAI" "Anthropic" | site.elmohq.com "Anthropic" "keys" ×1
Added: brand ×3 bring ×3 byok ×2 geo ×2 monitoring ×2 tracking ×2 aeo ×1 chatgpt ×1
Dropped: let ×6 tools ×4 ai ×2 api ×2 openai ×2 anthropic ×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? — 4 queries
- 'gpt-4.1-mini' ×1
- Anthropic Claude API pricing web search $10 per 1,000 searches Gemini grounding with Google Search pricing Perplexity Sonar API pricing ×1
- OpenAI API pricing per million tokens web search tool call price 2026 ×1
- site.perplexity.ai sonar API pricing search requests $5 1000 | site.ai.google.dev gemini API pricing grounding Google search | site.openai.com api pricing web search gpt 4.1 mini | site.help.openai.com project monthly budget soft threshold API ×1
Added: pricing ×3 search ×3 web ×3 gemini ×2 google ×2 grounding ×2 per ×2 sonar ×2
Dropped: ai ×4 cap ×4 checks ×4 cost ×4 day ×4 fees ×4 much ×4 run ×4
9. Can I run AI visibility checks from the command line or in a CI pipeline? — 4 queries
- AI search visibility API generative engine optimization tracking API open source 2026 ×1
- AI visibility LLM brand mentions CLI tool CI pipeline GitHub Action ×1
- AI visibility monitoring CLI CI pipeline API promptfoo Otterly Peec | AI search visibility CLI github actions Profound API ×1
- site.docs.dataforseo.com ai optimization llm mentions api | site.promptwatch.com API documentation visibility ×1
Added: api ×3 cli ×2 github ×2 llm ×2 mentions ×2 optimization ×2 search ×2 2026 ×1
Dropped: checks ×4 command ×4 line ×4 run ×4 ci ×2 pipeline ×2
10. We want every raw AI answer and citation behind an AI visibility score, not just a dashboard. Which tools give us that? — 9 queries
- AI search visibility platform raw response data export CSV API 2026 ×1
- AI visibility monitoring raw responses citations export API Peec AI Profound Otterly Scrunch | AI visibility tool every answer citations raw responses API export AthenaHQ ×1
- AI visibility tool export raw LLM responses citations API (Profound, Peec AI, Scrunch, Otterly) ×1
- Peec AI API docs chats endpoint raw response sources ×1
- Profound API docs answers endpoint response text citations ×1
- Scrunch AI API responses export raw citations ×1
- docs.tryprofound.com API raw responses export answers citations ×1
- site.otterly.ai raw responses export CSV JSON | site.tryprofound.com raw data export responses citations | site.peec.ai export full responses citations chats | site.scrunch.com API responses full text citations ×1
- site:docs.peec.ai get chat messages sources ×1
Added: api ×8 export ×6 responses ×5 response ×3 scrunch ×3 chats ×2 csv ×2 data ×2
Dropped: behind ×9 dashboard ×9 give ×9 score ×9 tools ×7 answer ×6 visibility ×6 ai ×4
11. What's a good open-source way for a developer-tools startup to check whether AI assistants recommend it over alternatives? — 4 queries
- canonry AEO github self-hosted ChatGPT Claude Gemini Perplexity citations ×1
- open source AI visibility monitoring GEO tracker competitors GitHub | GitHub open source llm brand recommendation monitoring Peec Otterly alternative ×1
- open source LLM recommendation benchmark developer tools "which tool does ChatGPT recommend" CLI ×1
- open source tool track brand mentions in LLM answers AI visibility GEO github ×1
Added: github ×3 llm ×3 open ×3 source ×3 brand ×2 chatgpt ×2 geo ×2 recommendation ×2
Dropped: assistants ×4 check ×4 developer-tools ×4 open-source ×4 over ×4 startup ×4 what's ×4 whether ×4
12. Can I test the same buyer questions against several AI models and compare the answers? — 3 queries
- AI visibility tools track brand prompts across ChatGPT Perplexity Gemini Claude 2026 ×1
- compare same prompt multiple LLMs side by side tool ×1
- site.promptfoo.dev compare models evaluation prompts multiple providers | site.vellum.ai compare prompts models evaluation | site.openrouter.ai chat compare models side by side ×1
Added: multiple ×2 prompts ×2 side ×2 2026 ×1 across ×1 brand ×1 chat ×1 chatgpt ×1
Dropped: against ×3 answers ×3 buyer ×3 questions ×3 several ×3 test ×3 ai ×2 models ×2
13. 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 visibility tracking tools ChatGPT Claude brand mentions prompts 2026 Profound Peec AI Otterly ×1
- Profound prompt tracking ChatGPT Claude daily monitoring | Peec AI Claude ChatGPT tracking prompts | Otterly AI supported AI engines Claude ChatGPT | OpenAI API responses different ChatGPT Claude API web search ×1
- best generative engine optimization monitoring tools comparison pricing 2026 ×1
- site.docs.n8n.io schedule trigger OpenAI Anthropic nodes | site.help.otterly.ai full responses daily prompts export ×1
Added: 2026 ×2 daily ×2 monitoring ×2 openai ×2 prompts ×2 responses ×2 tools ×2 tracking ×2
Dropped: answers ×4 ask ×4 automatically ×4 category ×4 change ×4 questions ×4 set ×4 track ×4
14. How do we find out whether coding assistants recommend our library or API when developers ask how to do something? — 4 queries
- AI search visibility tools LLM brand mention tracking Profound Peec AI Otterly comparison 2026 ×1
- coding assistant brand visibility monitoring library API recommendations Profound Scrunch Peec | Promptfoo coding agent evaluation Claude Code Codex library recommendations ×1
- site.peec.ai supported models ChatGPT Claude Gemini monitoring | AI visibility coding assistants Cursor Copilot library API tracking recommendations developer marketing ×1
- track whether AI coding assistants recommend your library API developer tools visibility 2026 ×1
Added: visibility ×4 2026 ×2 ai ×2 brand ×2 claude ×2 monitoring ×2 recommendations ×2 tools ×2
Dropped: ask ×4 find ×4 out ×4 something ×4 recommend ×3 whether ×3 developers ×2 api ×1
15. What's the cheapest way to track our brand in AI answers ourselves instead of paying for a SaaS subscription? — 4 queries
- '$10.00 / 1k' ×1
- DIY track brand mentions ChatGPT Perplexity Gemini API script cost 2026 ×1
- OpenAI API pricing web search tool cost GPT-5 mini | Gemini API pricing Google Search grounding free tier | AI brand monitoring open source self hosted Otterly alternative ×1
- open source LLM brand visibility tracker GitHub AI search mentions ×1
Added: api ×2 cost ×2 gemini ×2 mentions ×2 open ×2 search ×2 source ×2 10.00 ×1
Dropped: answers ×4 cheapest ×4 instead ×4 ourselves ×4 paying ×4 saas ×4 subscription ×4 what's ×4