Proof

How accurately we detect whether an AI answer mentions a brand, measured on real stored answers that two people labelled independently. Competitor results come from their own exports. We publish results whether we come out ahead or behind.

No benchmark is published yet. We publish only when two labelers agree well enough (kappa of at least 0.6) on enough real answers.