We scan audience signals across recent posts and followers. Patterns trigger flags - sudden follower spikes, low reciprocity, abnormal engagement distributions, bot-like follower creation times, and geographic mismatches. Results combine ER trends, reachability checks, and semantic audience verification to score fraud risk.