Attack Vectors

What and how generative AI techniques are used to deceive, impersonate and defraud.
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Synthetic identity

Multimodal
Corporate Fraud
Consumer Fraud

Synthetic identity is the coordinated use of AI-generated face, voice, and documents to create a person who does not exist. Each component can pass its respective verification check, but the combination is fabricated end to end.

Use cases: Identity verification & KYC · Finance · Public sector

How it works

  • A pipeline produces matching face, voice, and document set from a single prompt
  • Each component passes its own check independently — face liveness, voice biometric, document OCR
  • Cross-modal consistency is the strongest signal, since coordinated synthetic identities rarely have the small inconsistencies a real person carries

Where it shows up

  • Account opening fraud at banks and fintech companies
  • Mortgage, loan, and credit fraud using fabricated borrowers
  • Long-cycle bust-out schemes building credit on synthetic identities before defaulting
  • Sanctions and AML evasion using fabricated counterparties
  • Healthcare and government benefits fraud where the claimant doesn’t exist