AI Visibility Research

Most claims about AI search visibility are assertions. These are measurements.

Every study in this section comes from the same pipeline: fixed unbranded prompt sets, run five times per prompt per engine per day, across nine engines, with the full answer text retained. The methodology is published, the coding rules are stated, and the limitations have their own page. When a finding does not replicate, we say so.

Start with the methodology if you want to know whether to trust any of it. Start with the flagship report if you want the findings.