We cross-check signals from recent activity, engagement patterns, audience demographics and posting cadence. Semantic AI flags irrelevant content. We surface suspicious spikes, bot-like follower growth, low view-to-follower ratios, and inconsistent audience markets. Combined metrics produce fraud scores and audience-verification flags.