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