We flag inauthentic audience by combining behavioral and profile signals: sudden subscriber spikes, abnormal ER distributions versus subscriber count, recycled comments, location/language mismatches, and low reachability. Our AI cross-checks recent 30-day activity, engagement patterns and audience cohorts to surface fraud risks.