OpenAI Chief Financial Officer Sarah Friar has introduced a practical framework for measuring the business value of artificial intelligence, arguing that companies should track outcomes rather than raw usage as adoption accelerates. In a January 18, 2026 company blog post titled "A business that scales with the value of intelligence," Friar laid out an "AI scorecard" built around four measures: useful work, cost per successful task, dependability, and return on compute.
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