The Face Matched. The Voice Matched. The Person Never Existed.

Deepfake identity fraud is now operationalized every five minutes, posing a critical challenge for developers building computer vision and biometric systems. This shift necessitates moving beyond simple face matching to proving liveness and source authenticity, as traditional single-point trust models are failing and causing significant financial losses.