Elmo vs Canonry
How Elmo's open-source AEO platform compares to Canonry for AI visibility tracking.
Elmo
Open-source AEO platform. Self-host for free, forever. Track AI visibility across ChatGPT, Claude, and Google AI Overviews with full transparency.
Canonry
Open-source, self-hosted agent-first AEO platform
About Canonry
Canonry is an open-source, self-hosted AEO platform (FSL-1.1-ALv2 license, converting to Apache 2.0 after two years) that tracks how AI answer engines — Gemini, ChatGPT, Claude, Perplexity, and local LLMs — cite websites. It ingests server logs to measure AI-driven traffic, integrates with Google Search Console, GA4, Bing Webmaster, and Google Business Profile, and executes fixes via WordPress and JSON-LD schema. Clients are managed declaratively through YAML, and a built-in agent (Aero) exposes a 67-tool MCP adapter.
Popularity grade: D
- Open source (FSL-1.1-ALv2, converts to Apache 2.0) and fully self-hosted
- Ingests server logs (Cloud Run, Vercel, WordPress) to measure AI-driven traffic
- Built-in agent with a 67-tool MCP adapter and GSC, GA4, and Google Business Profile integrations
Feature comparison
| Feature | Elmo | Canonry |
|---|---|---|
| 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
- Competitor Benchmarking
Both offer
- Multi-LLM Tracking
- AI Visibility Score
- Citation Analytics
- Brand Mention Tracking
- White-Label / Agency
- Open Source
- Data Export / API
Only in Canonry
- AI Crawler Analytics
- Action Recommendations
- AI Site Audits
- Email Alerts
Why choose Elmo over Canonry?
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.
Ready to track your AI visibility?
Deploy Elmo in minutes and start monitoring how ChatGPT, Claude, and Google AI Overviews talk about your brand.