CFO Sarah Friar introduced a scorecard measuring AI value through useful work, dependability, and return on compute. The framework shifts focus from raw output to cost per successful task. OpenAI aims to give enterprises a concrete method for calculating productivity gains. Practitioners can now quantify agentic efficiency beyond simple token counts.