Real ChatGPT answer · index seedmMYnVsosiMYcompleteMarketing and advertising · AI search and generative engine optimizationinformational
Are there any free open-source tools or scripts that let us monitor how often our brand is mentioned inside ChatGPT responses compared to our main competitors?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any free open-source tools or scripts that let us monitor how often our brand is mentioned inside ChatGPT responses compared to our main competitors?
3 real searches · 1 real-search pass
open source GitHub AI search visibility tracking ChatGPT brand mentions competitor monitoring GEO toolGoogle ↗
OBSERVEDComparison
GitHub open source LLM visibility monitoring brand mentions ChatGPT prompts share of voiceGoogle ↗
OBSERVEDConsequence
free open source AI brand monitoring ChatGPT responses script competitor trackingGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
open source GitHub AI search visibility tracking ChatGPT brand mentions competitor monitoring GEO tool Google ↗
GitHub open source LLM visibility monitoring brand mentions ChatGPT prompts share of voice Google ↗
free open source AI brand monitoring ChatGPT responses script competitor tracking Google ↗
- https\://github.com/danishashko/geo-aeo-tracker · github.com
- https\://github.com/elmohq/elmo · github.com
- Lettertrace: Monitor how AI talks about your brand · lettertrace.com
- Lettertrace - AI Brand Visibility Monitor · everydev.ai
- https\://github.com/wordstotech-design/ai-visibility-tracker · github.com
- PromptBeacon · yotambraun.github.io
- GitHub - limelit-co/open: Self-hosted AI visibility tracking (AEO / GEO / LLMO). Track how ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews mention and cite your brand. One Go binary, SQLite, MCP-first, bring your own keys. · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source GitHub AI search visibility tracking ChatGPT brand mentions competitor monitoring GEO tool OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub open source LLM visibility monitoring brand mentions ChatGPT prompts share of voice OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
free open source AI brand monitoring ChatGPT responses script competitor tracking OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |