Four key metrics—useful work, cost per successful task, dependability, and return on compute—form a new ROI framework from OpenAI CFO Sarah Friar. This scorecard moves beyond vague productivity claims toward concrete financial measurement. Practitioners can now quantify the actual cost of successful task completion against compute spend to justify deployment.