With ⅕ of all account registrations estimated as fraudulent, fake account creation is a massive liability. Fraudsters use automated scripts to generate synthetic identities for downstream attacks, relying on these profiles to skew product reviews, exploit sign-up bonuses, misuse free services, and camouflage dangerous credential stuffing or carding campaigns.