CFO Sarah Friar introduced a new framework to quantify AI value through useful work and cost per successful task. The scorecard tracks dependability and return on compute to move beyond vague productivity claims. OpenAI aims to give enterprises a concrete method for measuring deployment success. This shift prioritizes hard metrics over anecdotal gains.