CFO Sarah Friar introduced a practical scorecard to quantify 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 the industry toward concrete financial metrics. This provides a rigorous template for enterprises measuring actual deployment efficiency.