We run multi-layer checks: audience sampling for fake/farmed followers, engagement pattern analysis (30-day ER consistency, spikes, bot-like timing), account-growth trajectories, and semantic matching of audience language/locations. Results produce fraud flags and a quantified audience-quality signal for each profile.