Why is the methodology open?

Trust beats secrecy in AI optimization. Every check is documented at /methodology.

Last updated 2 May 2026

Black-box scoring rubrics force you to trust the vendor. Open methodology lets you reproduce our scoring by hand on any URL.

Visit /methodology for the full rubric: every category, every check, every point. Run your own spot-check by inspecting the page source - if our score doesn't match what you can see in /robots.txt, /llms.txt, or the JSON-LD blocks in <head>, it's a bug and we want to know.

We believe trust is the higher-margin moat. Customers who can verify the score have higher retention than customers who can't.

Was this helpful?