We cross-check creator activity and audience signals across recent posts - engagement patterns, follower growth, view distributions, and posting cadence - then run fraud heuristics and reachability filters to flag inorganic spikes and low-reach audiences. Results show estimated ER%, likely viewers, and audience-market trustworthiness based on the rolling 30-day window.