We combine behavioral and audience signals across recent posts - engagement patterns vs. subscriber counts, sudden spikes, comment authenticity, view-to-subscriber ratios, and audience geography/language consistency. Semantic checks plus lookalike and reachability filters flag anomalies before a profile is marked verified.