We combine behavioral and audience signals: engagement patterns over 30/90 days, view distributions, subscriber growth vs. post cadence, audience geography/language consistency, percent-of-subscribers-likely-to-see, plus semantic content checks. Outliers raise fraud scores; profiles failing consistency or showing abnormal spikes are flagged for review.