Homonymy
The AI confuses you with someone who shares your name and reports their life as yours.
Secure your AI reputation in 30 seconds. Run a cross-model diagnostic, claim your canonical identity, and fix misinformation before it spreads.
No credit card required · Private results · 30-second audit
Monitoring the world's frontier models
Workflow
Add city, profession, or company so the AIs disambiguate you from homonyms.
We hit 4 frontier models in parallel and stream their answers in real time.
Mark what's right, partial or wrong. Get a shareable diagnostic and action plan.
Technical methodology
Standardized AI data structuring via custom llms.txt protocols, Schema.org integration, and user-dedicated MCP (Model Context Protocol) server architectures.
The AI confuses you with someone who shares your name and reports their life as yours.
The model invents credible-sounding facts: jobs, books, quotes you never said.
Two-year-old information is presented as current truth — old title, old company, old story.
“The first thing investors, journalists and recruiters do is ask an AI. If you don't know what it says, you're flying blind.”
— Early CANONIA user
Create an account to track your AI reputation over time, or run a one-off diagnostic right now.