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Applied AI·June 30, 2026·1 min read

The AI job paradox and the missing link in productivity gains

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The constraint isn’t model quality, it’s org design — AI that “improves efficiency” but doesn’t change spans of control, handoffs, or decision rights will never show up in P&L. Treat every AI initiative as a workflow rewrite with explicit role changes, or assume the productivity upside is mostly narrative.