We cross-check recent behavior — last-30-day ER, view ranges, posting cadence and growth — then run lookalike and semantic checks on titles/descriptions. For under-15 channels we pay special attention to sudden spikes, tiny reachability numbers, bot-like comment patterns and odd geo/language mixes, and flag any creator that looks risky.