Tools

Tools I build to put the thesis to work: free, public, and measured against real data.

Tools / AuditLive

AI Visibility Audit

A free tool that audits a single URL and measures how readable it is for search engines and AI assistants. It reports what can be measured, shows the limits of what cannot, and never invents a score. Measure the fact, not the claimed effect.

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