On September 16, 2026, OpenAI described admin analytics that combine active users, credits, and token usage across ChatGPT Work and Codex with task classification, tool usage, and engineering outcome signals. The article recommends setting a baseline for a concrete workflow before comparing changes in time, quality, or cost. Its ROI example is explicitly illustrative rather than a general performance claim.

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