We flag suspicious patterns via audience diagnostics: bursty follower growth, high follower churn, skewed geographic/language mixes, and low view-to-follower ratios over the rolling 30-day window. Semantic and engagement signals (likes, comments, shares vs. followers, post recency and cadence) feed fraud scores so likely fake audiences are surfaced.