We analyze channels, content and audiences together - transcript/title semantics, hashtag and keyword signals, recent engagement patterns, follower geography and language, and posting cadence. Fraud flags include sudden growth spikes, low reach vs follower counts, inconsistent ER over 30/90 days, and audience-market mismatches; flagged creators are deprioritized for your shortlist.