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