OpenAI proposes measuring useful work instead of AI adoption
OpenAI's enterprise scorecard tracks useful work completed, full cost per successful task, dependability and value at scale. It separates results that are ready, need correction or require escalation and includes human review, retries and rework.
Why it matters: Seats, tokens and activity can rise while delivered value falls; outcome and correction measures reveal whether AI actually removes work or only moves it.