We run layered checks: semantic analysis of video titles/descriptions/transcripts, recent-engagement patterns, fraud-detection signals and audience demographics. We flag inconsistent ER, sudden follower spikes, low reachability, and verify country/language buckets and engagement distributions before listing a creator.