Real ChatGPT answer · index seedqbjhhlCzwS0completeMarketing and advertising · AI search and generative engine optimizationbrand
Is there an open-source alternative to commercial brand mention tracking tools for AI search that a solo marketer can set up?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is there an open-source alternative to commercial brand mention tracking tools for AI search that a solo marketer can set up?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
open source AI search brand mention tracking LLM visibility monitoring GitHub self hosted 2026 Google ↗
GitHub open source LLM brand monitoring AI search visibility tracker prompts citations Google ↗
- GitHub repository · github.com
- Live demo · demo.limelit.co
- Website and installation · getgego.org
- GitHub · github.com
- GitHub repository · github.com
- GitHub repository · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source AI search brand mention tracking LLM visibility monitoring GitHub self hosted 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub open source LLM brand monitoring AI search visibility tracker prompts citations OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |