We flag suspicious patterns by analysing audience signals and content behavior over the rolling 30-day window: abnormal follower gains, low-engagement segments, engagement spikes vs. cadence, language/geo mismatches, bot-like commenting, and audience reachability. Combined heuristics plus semantic checks produce a fraud score for quick vetting.