We cross-check subscribers, recent-view distributions, ER% (L30D), growth and posting cadence, then run fraud-detection on accounts and audience samples. For youtubers reaction creators we add semantic transcript analysis and audience-location/gender checks so reach, engagement and markets are verified before shortlisting.