We run multi-layer checks: semantic content matching, audience demographic consistency, engagement vs subscriber baselines, posting cadence and recency, lookalike comparisons, and fraud signals (sudden growth, bot-like ER, fake subscriber patterns). Results surface as scored diagnostics and flags in the profile sheet.