We layer multiple signals - recent L30D engagement patterns, follower-growth trends, audience gender/geo/language distributions, semantic content matches and lookalike comparisons - then flag anomalies with fraud heuristics. The result: a score that highlights suspicious spikes, low-reach followers and unreliable engagement.