We analyze recent 30-day activity and audience signals: engagement consistency vs spikes, view distributions (min/avg/max), follower growth patterns, audience geography/language mismatches, reachability, and suspicious follower behavior. Semantic context from video titles/transcripts also flags irrelevant or inorganic traffic before assigning fraud risk.