Real ChatGPT answer · index seedxoGkMqZDK8wcompleteMarketing and advertising · AI search and generative engine optimizationbrand
Are there any open source tools that let me track brand mentions across ChatGPT and Gemini without paying hundreds of dollars a month
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open source tools that let me track brand mentions across ChatGPT and Gemini without paying hundreds of dollars a month
3 real searches · 1 real-search pass
open source AI search visibility brand mention tracking ChatGPT Gemini GitHub tools 2026Google ↗
OBSERVEDOther / navigational
GitHub open source LLM visibility monitoring brand mentions ChatGPT Gemini trackerGoogle ↗
OBSERVEDOther / navigational
open source AI visibility tracking tool self hosted prompt monitoring ChatGPT GeminiGoogle ↗
OBSERVEDOther / navigational
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 AI search visibility brand mention tracking ChatGPT Gemini GitHub tools 2026 Google ↗
GitHub open source LLM visibility monitoring brand mentions ChatGPT Gemini tracker Google ↗
open source AI visibility tracking tool self hosted prompt monitoring ChatGPT Gemini Google ↗
- lettertrace.com · lettertrace.com
- limelit-co/open · github.com
- danishashko/geo-aeo-tracker · github.com
- moaljumaa/habibi · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source AI search visibility brand mention tracking ChatGPT Gemini GitHub tools 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub open source LLM visibility monitoring brand mentions ChatGPT Gemini tracker OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
open source AI visibility tracking tool self hosted prompt monitoring ChatGPT Gemini OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |