We cross-check creator signals and audience patterns across recent posts - ER%, views, cadence, growth and location slices - then run fraud detectors for inorganic spikes, bot-like follow/unfollow, audience source mismatches and engagement anomalies. Results surface in the profile sheet with trust flags and audience breakdowns.