Real ChatGPT answer · index seedVslyW66u4FocompleteMarketing and advertising · AI search and generative engine optimizationbrand
What are the best open source alternatives to expensive enterprise GEO platforms for auditing our content visibility in AI search?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best open source alternatives to expensive enterprise GEO platforms for auditing our content visibility in AI search?
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 visibility monitoring GEO auditing tools GitHub 2026 generative engine optimization Google ↗
open source LLM brand visibility tracking AI search citations audit tools GitHub Google ↗
- GitHub repository · github.com
- Live demo · demo.elmohq.com
- GitHub organization · github.com
- Project directory · github.com
- GitHub project search · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- Open Source AI Visibility Tracker You Can Self-Host · cloro.dev
- GitHub - ansvisor/ansvisor: Open-source agentic AI Search Execution Platform. Track AI visibility, find opportunities, and let agents turn signals into prioritized actions and drafted fixes across ChatGPT, Claude, Gemini, Google AI Overviews, Google AI Mode, Perplexity, Grok, and Microsoft Copilot. · github.com
- GitHub - danishashko/geo-aeo-tracker: Open-source AI visibility tracker. Track how ChatGPT, Perplexity, Gemini, Copilot and Google AI Mode mention and cite your brand. Self-hosted, MIT, bring your own keys. · github.com
- GitHub - oneglanse/oneglanse: Open-source AI visibility, AEO & GEO tracker. Monitor how ChatGPT, Perplexity, Gemini, Claude, and Google AI Overview mention and cite your brand through real product UIs. MIT-licensed and self-hostable. · github.com
- Website · schema.org
- Website · search.google.com
- elmo/README.md at main · elmohq/elmo · 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 visibility monitoring GEO auditing tools GitHub 2026 generative engine optimization OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
open source LLM brand visibility tracking AI search citations audit tools GitHub OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |