We cross-reference recent posting patterns and engagement (L30D ER%, min/avg/max views, posts/mo) with audience demographics and reachability. Semantic AI inspects captions/hashtags/transcripts, lookalike models flag abnormal clustering, and fraud signals - sudden follower spikes, low view-to-follower ratios, bot-like engagement - are surfaced for reviewers.