We flag inauthentic behavior by analyzing audience patterns and engagement signals over the rolling 30-day window: sudden follower spikes, abnormal ER relative to follower tier, inconsistent view distributions, low share/comment ratios, and incoherent audience geos/languages. Combined fraud scores and semantic checks highlight suspect profiles for review.