CFO Sarah Friar introduced a scorecard measuring AI value via useful work, cost per successful task, and return on compute. This framework moves beyond vague productivity claims to quantify actual operational efficiency. OpenAI aims to standardize how enterprises track dependability. Practitioners can now benchmark specific task success rates against compute spend.