We cross-check audience signals and behavior patterns: recent engagement distributions, follower growth consistency, demographic mix, language/geo alignment, and reachability. Semantic content scans spot inorganic spikes; fraud flags, ER% and view-normalization surface anomalies. Combined heuristics and thresholds mark risky profiles.