Field guide

KYC / Identity Bypass (Deepfake & Synthetic)

How it works

Using AI-generated documents, deepfake videos, and synthetic identities to pass Know Your Customer verification, creating untraceable accounts for fraud, money laundering, or bonus abuse. Fraudsters use generative AI to create realistic passports, driver’s licenses, and utility bills. Deepfake videos pass liveness detection by mimicking facial movements. Synthetic identities blend real data (a real SSN) with fabricated information, creating personas with no real person to report fraud.

On the record

In 2025-2026, AI-generated fake ID services like “OnlyFake” successfully bypassed KYC on crypto exchanges. Germany recorded a 567% year-on-year surge in synthetic fraud attempts, France 281%. Casinos are increasingly targeted as KYC/AML gatekeepers.

Published as a detection reference for surveillance, compliance and gaming-operations professionals. Thresholds and tuning are set by the property. Nothing here is instruction — the method is described so it can be recognised.