Real ChatGPT answer · index seedwW6FhCpnOHkcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Are there any reliable open-source alternatives to expensive enterprise AI search optimization platforms for cash-strapped startups
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any reliable open-source alternatives to expensive enterprise AI search optimization platforms for cash-strapped startups
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 optimization GEO AEO monitoring tools GitHub self hosted 2026 Google ↗
GitHub open source generative engine optimization tracking AI search visibility tools Google ↗
- GitHub - elmohq/elmo: Open-source Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) platform. Track how ChatGPT, Claude, Perplexity, Gemini, Copilot, Grok, and Google AI Overviews mention and cite your brand in AI search. MIT-licensed, self-hostable, every metric auditable in code. · 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
- Gego - Open-source Generative Engine Optimization tracker · getgego.org
- GitHub · github.com
- GitHub - webappski/aeo-platform: Open-source AEO/GEO CLI — measure your brand across ChatGPT, Claude, Gemini & Perplexity, audit AI-bot crawlability + authority signals, then export a brand-context you paste into any AI for a personalized 30-mission AEO plan. Zero deps, MIT, local-first. Built by Webappski. · github.com
- Google Search Console · search.google.com
- Matomo · matomo.org
- Screaming Frog · screamingfrog.co.uk
- Schema.org · schema.org
- Open Source AI Visibility Tracker You Can Self-Host · cloro.dev
- Best Open-Source GEO Tools and DIY Scripts to Track AI Mentions in 2026 · ai-search-tools.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source AI search optimization GEO AEO monitoring tools GitHub self hosted 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub open source generative engine optimization tracking AI search visibility tools OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |