CFO Sarah Friar introduced a framework to measure AI value via useful work and cost per successful task. The scorecard tracks dependability and return on compute to move past vague productivity claims. OpenAI aims to standardize how enterprises quantify efficiency. This provides a concrete rubric for practitioners to justify deployment costs.