We cross-check creator signals and audience behavior. We analyze engagement patterns, posting cadence, follower growth, view distributions and audience demographics. Semantic AI inspects content, while fraud markers flag inorganic spikes. Results feed one-view diagnostics showing reachability, ER and audience markets for rapid vetting.