We cross-check creator signals and audience behavior across recent posts - engagement patterns, reachability, growth%, and audience geography/language. Semantic matches plus fraud filters flag abnormal spikes, bot-like engagement or fake follower mixes. Results show a verified audience score, engagement normalization and alerts for risky profiles.