We combine platform signals and audience analysis to flag anomalies - sudden follower jumps, low reach vs. follower counts, bot-like comment patterns, and inconsistent posting cadence. Engagement scores use normalized L30D ER%, views distributions and share rates, adjusted for fraud signals and audience reachability to give fair cross-platform ratings.