We run layered checks on creator activity and audience signals: temporal posting patterns, engagement consistency vs. one-offs, follower geography/language distributions, reachability ratios, suspicious spikes and bot-like behaviors. Scores combine fraud heuristics with engagement-normalization to flag low-quality follower pools.