Attack Vectors

What and how generative AI techniques are used to deceive, impersonate and defraud.
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AI-edited document images

Image
Corporate Fraud
Consumer Fraud

AI-edited document images apply manipulation or generation specifically to documents like checks, invoices, receipts, contracts, and medical records. Standard OCR and template checks rarely catch AI-driven edits to amounts, names, dates, or signatures.

Use cases: Dispute & claim verification · Finance · Healthcare

How it works

  • Real document images are altered with inpainting, text replacement, or signature transfer
  • AI tools match font, paper texture, and ink properties across the edit
  • Some tools generate fully synthetic documents that pass automated layout and content validation

Where it shows up

  • Altered checks for deposit fraud using mobile capture
  • Fabricated invoices submitted to AP teams in vendor-impersonation schemes
  • Manipulated medical records for benefits, leave, or insurance claims
  • Doctored employment, income, or tax documents for loan fraud
  • Falsified compliance and audit documentation submitted to regulators