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open source ai visibility tracking

137 starsTypeScript

Elmo (Open Source AEO)

by jrhizor·May 18, 2026·2 points·0 comments

AI Analysis

●●SolidShip ItNiche Gem

Tracks AI citations over time when BrightData and Olostep only offer raw scraping.

Strengths
  • Evaluates prompts against multiple providers (OpenAI, Anthropic, Mistral) plus OpenRouter for indirect model testing.
  • Focuses on citation trends rather than absolute mention counts, which matters more for SEO strategy.
  • Docker Compose setup with pg-boss job queue makes self-hosting straightforward for marketing teams.
Weaknesses
  • Scraping AI chat interfaces is fragile; any UI change from OpenAI or Google breaks the collectors.
  • No clear differentiation from emerging AEO platforms like MarketMuse or Frase that already track AI visibility.
Category
Target Audience

Marketing teams and SEO specialists tracking AI search visibility

Similar To

BrightData · Olostep · MarketMuse

Post Description

I'm excited to announce Elmo, an MIT-licensed, open source AEO/GEO tool.

We help you scrape ChatGPT/Google AI Mode/etc using web scrapers like BrightData/Olostep/etc, evaluate prompts against the OpenAI/Anthropic/Mistral APIs directly, or evaluate prompts against any model indirectly via OpenRouter.

These responses are analyzed for mentions of your brand and your competitor's brands and tracked over time. The absolute value of this visibility of this number doesn't matter as much as how it changes over time.

More importantly, we help you dive into citations, which is where you can find actionable insights. Did one of your competitors add a page to their site that is now getting cited by AI? Maybe you should add a similar page. Is AI citing a specific subreddit frequently? Maybe your brand should have a presence there. Are certain influencers on social media frequently cited by AI? Maybe you should develop a relationship with those influencers.

This tooling helps you understand what AI thinks about your brand. This understanding should be a commodity, not a luxury. While some AEO tools are raising tens of millions of dollars, Elmo is small, bootstrapped, and sustainable - and you own your own data.

We're just getting started. Sentiment analysis and ton of other features are coming soon!

I hope you try it out and I'd love any feedback!

Thanks, Jared

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