Facial verification system that compares driver selfies to confirm identity at registration and optionally at the start of each shift. The match threshold is configurable (default 85%). Low matches are sent to a manual review queue for the administrator. It runs on our own self-hosted facial service (DeepFace/ArcFace) with liveness/anti-spoofing detection.