We cross-check creator behavior, audience makeup and content signals across a rolling 30-day window. AI flags suspicious spikes, bot-like follower patterns and abnormal engagement; audience demographics (gender, geo, language) and view distributions are validated, ER% and cadence are normalized, and fraud indicators are surfaced before export.