Real ChatGPT answer · index seedydNJW7nOKoccompleteMarketing and advertising · AI search and generative engine optimizationbrand
Are there any reliable open-source alternatives to commercial AI SEO tracking software that our in-house engineering team can deploy to monitor our brand mentions in LLMs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any reliable open-source alternatives to commercial AI SEO tracking software that our in-house engineering team can deploy to monitor our brand mentions in LLMs?
3 real searches · 1 real-search pass
open source LLM brand mention tracking AI visibility monitoring GitHub self hosted 2026Google ↗
OBSERVEDOther / navigational
GitHub open source LLM SEO tracking brand mentions ChatGPT Perplexity monitoringGoogle ↗
OBSERVEDOther / navigational
open source LLM observability prompt evaluation Langfuse Helicone Phoenix self hosted featuresGoogle ↗
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 LLM brand mention tracking AI visibility monitoring GitHub self hosted 2026 Google ↗
GitHub open source LLM SEO tracking brand mentions ChatGPT Perplexity monitoring Google ↗
open source LLM observability prompt evaluation Langfuse Helicone Phoenix self hosted features Google ↗
- GitHub repository · github.com
- Measurement methodology · github.com
- GitHub repository · github.com
- Official project site · getgego.org
- GitHub repository · github.com
- GitHub repository · github.com
- Langfuse · github.com
- Promptfoo · github.com
- Phoenix · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source LLM brand mention tracking AI visibility monitoring GitHub self hosted 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub open source LLM SEO tracking brand mentions ChatGPT Perplexity monitoring OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
open source LLM observability prompt evaluation Langfuse Helicone Phoenix self hosted features OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |