Synthetic ID documents are AI-generated passports, driver’s licenses, utility bills, and other identity documents used to defeat KYC and onboarding controls. Generation tools can produce documents that pass standard OCR and template checks.

• A model is trained or prompted on real document samples
• The output includes plausible names, numbers, photos, and security feature appearances
• Some attacks generate matched sets — passport, utility bill, and selfie — that all reference the same fabricated identity

• Account opening fraud at banks, fintech, and crypto exchanges
• Synthetic identity creation for credit fraud and bust-out schemes
• Money laundering and sanctions evasion using fabricated identities
• Healthcare and benefits fraud using stolen real data combined with synthetic documents
• Mortgage and loan fraud relying on AI-generated income or employment documents