We cross-check creator signals and audience behavior across platforms - semantic content matching, engagement patterns, follower growth consistency, view distributions and recency. Automated fraud flags spot inorganic spikes, bot-like accounts and low-reach followers; audience demographics (gender, geo, language) and reachability are validated before a profile is marked verified.