We run semantic analysis of titles/descriptions/transcripts, check audience demographics and reachability, measure 30‑day ER%, views distribution and posting cadence, and flag anomalies via fraud detection (sudden follower spikes, view-to-follower mismatches). That yields a one‑view profile sheet showing fit and audience quality.