We run layered checks: semantic content matching to confirm niche relevance, rolling 30-day engagement patterns to spot one-offs, audience market breakdowns (gender/geo/language), look for suspicious spikes, compare ER to follower tier, and flag anomalies via fraud-detection heuristics before marking risk levels.