CFO Sarah Friar introduced a practical scorecard to quantify AI value through cost per successful task and return on compute. The framework prioritizes useful work and dependability over vague productivity metrics. This shift provides OpenAI customers a concrete method to measure deployment efficiency. It moves the industry toward rigorous, task-based financial accounting.