Sarah Friar, CFO of OpenAI, has introduced a practical AI scorecard designed to help organizations measure return on investment for AI systems. The scorecard evaluates AI performance through four key metrics: useful work produced, cost per successful task, dependability, and return on compute. This framework provides companies with concrete benchmarks for assessing the value and efficiency of their AI implementations.