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The AI Gap Is Becoming an Operating-Model Gap

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Why this matters now The stronger executive signal emerging from AI is that the frontier gap is becoming an  operating-model gap . Access to powerful models is spreading quickly. What is not spreading evenly is the ability to turn bottom-up AI usage into shared workflows, governed delegation, measurable outcomes, and enterprise-grade execution. OpenAI's August 12, 2026 enterprise data makes that gap unusually concrete. Frontier firms now generate  8.3x as many output tokens per active user as typical firms , up from 2.6x in January, while also using advanced capabilities such as plugins and skills much more frequently. The important point is not simply that these organizations are using more AI. They are connecting agents to company context and tools, then turning successful individual workflows into repeatable ways of working—with permissions, governance, and human review built around them. Google Cloud's August guidance reinforces the same point from a control and infrastruc...