We analyze creator content context and audience signals across platforms, flag anomalies, and score engagement. Signals include recent-30-day ER%, normalized views and cadence, audience gender/geo/language distributions, growth patterns and reachability. Semantic-match + fraud heuristics surface bots, purchase spikes, and low-reach followers.