We ran 15,600 samples across 52 categories/locales to study how LLMs mention or rank brands/sites. We open-sourced the method (Entity-Conditioned Probing + Resampling), data, and code so teams can audit, reproduce, and extend.

seovendor.co/ranklens-ent...