CFO Sarah Friar introduced a scorecard measuring AI value via useful work, dependability, and return on compute. The framework shifts focus from raw model performance to cost per successful task. This provides a concrete methodology for enterprises to quantify productivity gains. It moves the industry toward a more rigorous, financial accounting of OpenAI deployments.