We run semantic analysis on titles/descriptions/transcripts, flag suspicious spikes with fraud-detection (engagement anomalies, bot-like patterns), check ER% and min/avg/max views over L30D and posting cadence, verify audience geo/language breakdowns and reachability, then surface a risk score and side-by-side diagnostics for quick verification.