Real ChatGPT answer · index seedm57iG8Ned6ccompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Are there any open-source alternatives to paid Ahrefs generative engine tracking tools that my development team can deploy this afternoon?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open-source alternatives to paid Ahrefs generative engine tracking tools that my development team can deploy this afternoon?
3 real searches · 1 real-search pass
open source generative engine tracking tools GitHub self hosted alternatives Ahrefs Brand Radar 2026Google ↗
OBSERVEDComparison
open source self hosted generative engine optimization AI visibility tracking GitHub toolGoogle ↗
OBSERVEDOther / navigational
GitHub open source AI search visibility monitoring ChatGPT Perplexity tracking dashboard self hostedGoogle ↗
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 generative engine tracking tools GitHub self hosted alternatives Ahrefs Brand Radar 2026 Google ↗
open source self hosted generative engine optimization AI visibility tracking GitHub tool Google ↗
GitHub open source AI search visibility monitoring ChatGPT Perplexity tracking dashboard self hosted Google ↗
- GitHub repository · github.com
- Website · elmohq.com
- GitHub repository · github.com
- Website · limelit.co
- Website and installation · getgego.org
- GitHub repository · github.com
- CrawlSEO · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source generative engine tracking tools GitHub self hosted alternatives Ahrefs Brand Radar 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
open source self hosted generative engine optimization AI visibility tracking GitHub tool OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub open source AI search visibility monitoring ChatGPT Perplexity tracking dashboard self hosted OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |