We run multilayer checks on audience signals and behavior - engagement consistency vs. one-offs, follower geography/language splits, ER% trends, recent-post view distributions and reachability. Semantic matching plus fraud heuristics flag bots/inauthentic spikes; results surface low-fraud, high-fit creator profiles.