The Hallway Track
CEO Messaging Shifts

A scorecard for the AI age

OpenAI · OpenAI Blog · Jul 17, 2026 · CEO Messaging Shifts

OpenAI CFO introduces four-metric AI scorecard to standardize ROI measurement for enterprises.

OpenAI CFO Sarah Friar is reframing how enterprises should evaluate AI investment by proposing a scorecard built around useful work completed, cost per successful task, dependability, and return on compute. This signals OpenAI shifting its enterprise narrative from capability hype toward measurable business outcomes. For buyers and practitioners, it sets a new vocabulary for procurement and accountability conversations.

ROI enterprise metrics OpenAI CFO scorecard

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