--- title: Aeonav vs Canonry | AI Visibility Tool Comparison · Aeonav description: Compare Aeonav and Canonry for AI visibility tracking. Feature-by-feature breakdown, pricing, and key differences. canonical: https://www.aeonav.fivecoder.com/ai-visibility-tools/elmo-vs-canonry updated: "2026-10-20" --- [AI Visibility Tool Directory](http://www.aeonav.fivecoder.com/ai-visibility-tools) # Aeonav vs Canonry Aeonav and Canonry are both open-source AI visibility tools you can self-host and audit. Aeonav's focus is transparent, independently verifiable tracking across ChatGPT, Claude, Perplexity, and Google AI Overviews — with white-label support for agencies and a documented methodology behind every number. The short version Canonry doesn't list Google AI Mode, Google AI Overviews, or Microsoft Copilot among its engines and has no sentiment analysis. Aeonav has all of that, and it's free to self-host. ## Aeonav 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. ## Canonry Open SourceFree Tier Open-source, self-hosted agent-first AEO platform ## Canonry at a glance ![Screenshot of Canonry homepage](https://nynjceth7hnajxhe.public.blob.vercel-storage.com/screenshots/canonry.jpg) [Visit canonry.ai](https://canonry.ai/) ## About Canonry Canonry is an open-source, self-hosted AEO platform (MIT license) that tracks how AI answer engines — Gemini, ChatGPT, Claude, Perplexity, and any OpenAI-compatible local model — cite websites, calling provider APIs with your own keys. 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. A built-in agent (Aero) exposes an MCP adapter. Popularity grade: F - Open source (MIT) and fully self-hosted - Ingests server logs (Cloud Run, Vercel, WordPress) to measure AI-driven traffic - Built-in agent with an MCP adapter and GSC, GA4, and Google Business Profile integrations ## Feature comparison | Feature | Aeonav | Canonry | | ----------------------- | ------ | ------- | | Core Tracking | | | | Multi-LLM Tracking | Yes | Yes | | AI Visibility Score | Yes | Yes | | Citation Analytics | Yes | Yes | | Competitor Benchmarking | Yes | Yes | | Brand Mention Tracking | Yes | Yes | | AI Engines | | | | ChatGPT | Yes | Yes | | Google AI Overviews | Yes | No | | Google AI Mode | Yes | No | | Gemini | Yes | Yes | | Perplexity | Yes | Yes | | Microsoft Copilot | Yes | No | | Claude | Yes | Yes | | Grok | Yes | No | | DeepSeek | Yes | No | | Meta AI | Yes | Yes | | Any Model | Yes | Yes | | Real UI Answers | Yes | No | | Bring Your Own Keys | Yes | Yes | | Platform | | | | White-Label / Agency | Yes | Yes | | Open Source | Yes | Yes | | Content Generation | No | No | | Advanced Analytics | | | | Prompt Volume Estimates | No | No | | Sentiment Analysis | Yes | No | | Query Fan-Out | Yes | No | | AI Crawler Analytics | No | Yes | | Geographic Tracking | No | Yes | | Social Media Tracking | No | No | | Shopping Tracking | No | No | | Multi-Language | No | Yes | | Actionable Insights | | | | Action Recommendations | Yes | Yes | | Content Gap Analysis | Yes | No | | AI Site Audits | No | Yes | | AI Keyword Research | Yes | No | | Reporting & Integration | | | | Email Alerts | No | Yes | | API Access | Yes | Yes | | TypeScript SDK | Yes | No | | Python SDK | Yes | No | | MCP Access | Yes | Yes | | BI Connectors | No | No | We last checked Canonry against its own site in Oct 2026. Spot an error? [Suggest a correction](https://github.com/orbitrepos/aeonav/issues/new?title=Correction+for+Canonry\&body=What%27s+wrong%2C+and+where+can+we+see+the+correct+information+%28a+pricing+page%2C+docs%2C+or+changelog%29%3F%0A%0A) or [edit the data on GitHub](https://github.com/orbitrepos/aeonav/blob/main/apps/www/src/lib/competitors/data.ts). ## Key differences ### Only in Aeonav - Google AI Overviews - Google AI Mode - Microsoft Copilot - Grok - DeepSeek - Real UI Answers - Sentiment Analysis - Query Fan-Out - Content Gap Analysis - AI Keyword Research - TypeScript SDK - Python SDK ### Both offer - Multi-LLM Tracking - AI Visibility Score - Citation Analytics - Competitor Benchmarking - Brand Mention Tracking - ChatGPT - Gemini - Perplexity - Claude - Meta AI - Any Model - Bring Your Own Keys - White-Label / Agency - Open Source - Action Recommendations - API Access - MCP Access ### Only in Canonry - AI Crawler Analytics - Geographic Tracking - Multi-Language - AI Site Audits - Email Alerts ## Why choose Aeonav 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 Aeonav on your own infrastructure. The core platform is free and always will be, and Aeonav Cloud is there if you would rather not run it yourself. ### Your data, in your stack Pull every metric, sentiment included, into your own code with the REST API and TypeScript and Python SDKs, or ask Claude Code and Cursor about it over MCP. Export, fork, or migrate at any time. ### Built to last Bootstrapped and sustainable. No investors pushing towards dark patterns. We'll outlast the companies taking too much VC money. ## Frequently Asked Questions - What is the difference between Aeonav and Canonry? Both Aeonav and Canonry are open source, so you can self-host either one and inspect the code. Aeonav focuses specifically on transparent, independently verifiable AI visibility tracking across every major answer engine, with white-label support for agencies and a fully documented methodology behind each number. - Is Aeonav a free, open-source alternative to Canonry? Yes. Aeonav is a free, open-source alternative to Canonry. 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 Canonry open source? Yes, Canonry is open source. Aeonav is open source as well and is built specifically for self-hosted, independently verifiable AI visibility tracking, so you can audit exactly how each metric is calculated. - How do Aeonav and Canonry compare on sentiment analysis, API access, and MCP? Aeonav includes all three: a 0 to 100 sentiment score for every AI answer that mentions you, a REST API with TypeScript and Python SDKs, and an MCP server so assistants like Claude Code and Cursor can query your data. Canonry offers API access and an MCP server, but we have not found it offering sentiment analysis. - Can I self-host Aeonav instead of Canonry? Yes. Aeonav 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 Aeonav in minutes and start monitoring how ChatGPT, Claude, and Google AI Overviews talk about your brand. [Deploy Aeonav](http://www.aeonav.fivecoder.com/docs/getting-started)[View on GitHub](https://github.com/orbitrepos/aeonav)