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. Topics include technical eligibility, entity clarity, and public AEO/GEO service offers. Rankings, traffic, and actual inclusion in AI-generated answers are separate outcomes.

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.