Facility systems can account for up to half of a fab's total energy use, yet traditional energy-saving methods are reaching diminishing returns. This presentation outlines an end-to-end AI/ML framework for utility optimization, from data maturity assessment and cleansing through site-specific model development, deployment, and measurement and verification.