AI Visibility Research

Every study here is run on a public sample and published with its method, its sample size, and the limits of what it can show. The benchmarks measure technical eligibility — whether a site is crawlable, readable, and unambiguous enough to be quoted — not rankings, traffic, or actual inclusion in AI-generated answers. Those are separate claims and we keep them separate.

Samples are European and industry-scoped, and each study names its scope so you can judge whether a finding transfers to your site. Where a signal was scored by a human, the codebook and the reviewer agreement are stated. Where a number would have required a guess, it is not reported.