We run automated fraud detection and engagement scoring on recent activity - rolling 30-day ERs, posting cadence, view distributions and growth patterns. Audience snapshots show country, city, language and reachability; inconsistent spikes, bot-like subscriber mixes or abnormal view/subscriber ratios flag creators for review.