Canary.Research
Free Tool · Friction Score

What's your site's Friction Score?

Drop in a Uniform Resource Locator (URL). Get a Friction Score from 1 to 100, plus one finding nobody else has told you about. Sixty seconds. No email required for the score itself.

Score a page

This Friction Score is a 60-second AI heuristic scan. The full Canary audit uses our Triple-AI Consensus Engine — five differentiated personas walked across Claude Sonnet 4.5, GPT-5, and Gemini 2.5 Pro — and is reviewed line-by-line by a Behavioral Architect on the Standard ($249) and Deep-Dive Study ($2,500+) tiers.
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Your Friction Score will appear here.

Drop in a URL on the left and click Calculate Score.

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