CFO Sarah Friar introduced a framework to measure AI value through useful work and cost per successful task. The scorecard prioritizes dependability and return on compute over vague productivity metrics. This shift forces enterprises to quantify actual output. OpenAI aims to standardize how businesses calculate the financial viability of deploying large-scale agentic workflows.