We flag fraud by analysing audience signals and behavior over the last 30 days - sudden follower spikes, low reach vs follower counts, bot-like comment patterns, and geographic anomalies. Engagement quality uses normalized ER%, views distribution, shares/likes ratios and audience consistency to surface real, brand-reachable followers.