AI Visibility Tracking

Elmo vs Mentions

Elmo is an open-source, self-hostable alternative to Mentions, an AI visibility tracking tool. Both measure how AI answer engines describe your brand, but Elmo ships every line of code, runs on your own infrastructure, and is free to self-host — so your data stays yours and each metric is independently verifiable.

Elmo

Open SourceSelf-HostedWhite-Label

Open-source AEO platform. Self-host for free, forever. Track AI visibility across ChatGPT, Claude, and Google AI Overviews with full transparency.

Mentions

AI Visibility Tracking

Eight-model tracking including Llama, with crawler analytics

Mentions at a glance

Screenshot of Mentions homepage

About Mentions

Mentions tracks brand presence across ChatGPT, Perplexity, Claude, Grok, Gemini, DeepSeek, AI Overview, and Llama, comparing visibility per model and reporting what each one actually says about a brand. It adds sentiment analysis, real-time competitor comparison, and a crawler view, with an agent that handles repetitive follow-up work.

Popularity grade: C

  • Tracks Llama alongside the usual seven engines
  • Per-model view of what each assistant says, not just whether it mentions you
  • Crawler analytics bundled with answer tracking

Feature comparison

FeatureElmoMentions
Core Tracking
Multi-LLM Tracking
AI Visibility Score
Citation Analytics
Competitor Benchmarking
Brand Mention Tracking
Platform
White-Label / Agency
Open Source
Content Generation
Advanced Analytics
Prompt Volume Estimates
Sentiment Analysis
AI Crawler Analytics
Geographic Tracking
Social Media Tracking
Shopping Tracking
Multi-Language
Actionable Insights
Action Recommendations
Content Gap Analysis
AI Site Audits
AI Keyword Research
Reporting & Integration
Email Alerts
Data Export / API
BI Connectors

Key differences

Only in Elmo

  • White-Label / Agency
  • Open Source
  • Data Export / API

Both offer

  • Multi-LLM Tracking
  • AI Visibility Score
  • Citation Analytics
  • Competitor Benchmarking
  • Brand Mention Tracking

Only in Mentions

  • Sentiment Analysis
  • AI Crawler Analytics
  • Action Recommendations
  • Content Gap Analysis

Why choose Elmo over Mentions?

Open source and transparent

Every line of code is open. You can verify exactly how your visibility data is collected, calculated, and presented. No black boxes.

Self-host for free, forever

Run Elmo on your own infrastructure. The core platform is free and always will be, even when we release a cloud version of Elmo.

No vendor lock-in

Export everything, fork the code, or migrate at any time. You own all of your data and have the right to use it wherever you want.

Built to last

Bootstrapped and sustainable. No investors pushing towards dark patterns. We'll outlast the companies taking too much VC money.

/ FAQ

Frequently Asked Questions

What is the difference between Elmo and Mentions?
Elmo is an open-source, self-hostable AI visibility platform, while Mentions is a closed-source AI visibility tracking tool. Both track how AI answer engines describe your brand, but Elmo gives you the full source code and runs on your own infrastructure, so you can verify every metric and keep your data in-house.
Is Elmo a free, open-source alternative to Mentions?
Yes. Elmo is a free, open-source alternative to Mentions. You can self-host the full platform at no cost, read every line of code, and track your AI visibility across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews without per-seat or per-prompt fees.
Is Mentions open source?
No, Mentions is a closed-source, hosted product, so you cannot inspect how its metrics are calculated. Elmo is fully open source — you can audit the code, self-host it on your own infrastructure, and avoid vendor lock-in.
Can I self-host Elmo instead of Mentions?
Yes. Elmo is designed to be self-hosted — deploy it on your own infrastructure in minutes with the CLI. You keep full ownership of your data and prompts, with no per-seat pricing and no third-party dashboard holding your visibility history.

Ready to track your AI visibility?

Deploy Elmo in minutes and start monitoring how ChatGPT, Claude, and Google AI Overviews talk about your brand.