We analyse creator activity and audiences across the rolling 30-day window: engagement patterns, posting cadence, median/min/max views, audience geography, language and gender. Semantic signals and past-brand mentions flag mismatches. Combined fraud heuristics - sudden follower spikes, low reach per follower, and inconsistent ER over 30/90 days - surface likely low-quality or bot-driven audiences.