CFO Sarah Friar introduced a scorecard measuring AI value through useful work and cost per successful task. The framework prioritizes dependability and return on compute over vague productivity gains. OpenAI aims to move enterprise adoption from experimental pilots to rigorous financial auditing. This shift forces practitioners to quantify actual task success rates.