Driftwitness Research

Original data on how websites drift.

Measurements we ran ourselves and industry claims we traced to their sources: site migrations, redesigns, AI crawlers, and everything else that quietly changes the web. Written for SEO professionals who are tired of statistics nobody can footnote.

How we measure: the full method behind the AI-crawler dataset — sample, parser, denominators, limitations and a dated correction log — is at Methodology. It is open for comment, including the objections that make our numbers worse.

Fieldwork in progress