While improving Power Usage Effectiveness (PUE) has become a critical priority for AI data centers—given their rapidly increasing power consumption—PUE alone does not adequately capture the productivity gains associated with enhanced computing efficiency. In this presentation, Mozan Totani will introduce a novel evaluation metric designed to assess energy efficiency in the context of modern AI workloads.