CFO Sarah Friar introduced a scorecard measuring AI value through useful work, cost per successful task, and return on compute. This framework shifts the focus from vague productivity gains to concrete operational metrics. OpenAI aims to help enterprises quantify dependability. Practitioners can now benchmark agentic workflows against specific cost-to-success ratios.