The Biometric Government Threshold Filter (BGTF) is a government-operated or government-mandated, privacy-preserving threshold system that should be established to regulate the deployment, distribution, and reuse of AI-generated visual and audio outputs that may reproduce, simulate, or derive from human biometric likenesses.

The Universal AI Threshold Framework (UATF) is a cross-industry modular system, designed to evaluate filter, and control AI actions through a structured set of thresholds defining: sector ,strictness, filter gatesrisk, human oversight, and AI autonomy. It provides organizations with a universal method to decide when AI may act autonomously, when human intervention is necessary, and when actions must be blocked entirely.