We combine multiple signals: recent subscriber activity patterns, engagement distributions vs. subscriber counts, abnormal spikes or drops in views, and audience geography/language mismatches. Semantic checks and lookalike comparisons flag outliers; profiles failing consistency, reachability or fraud thresholds are marked for review.