We run multi-layer checks: audience sampling for location, language and gender, engagement consistency versus one-offs, follower growth patterns, reachability and likelihood-to-see estimates, plus automated fraud flags (bot-like spikes, abnormal follow/unfollow, suspicious ER distributions). All checks use rolling 30-day data for accuracy.