We run multi-layer checks: behavior-based fraud detection on recent 30-day activity, audience composition analysis (gender, geo, language), engagement consistency vs. spikes, reachability signals, view distributions (min/avg/max) and growth trends. Semantic matching and lookalike comparisons flag unlikely audiences—results shown in the one-view profile.