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Applied AI·July 24, 2026·1 min read

AI value is stalling but the issue isn’t the technology

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If AI value is stalling while the tech improves, the constraint is operating model, not model weights. Treat AI like a re-org: change incentives, workflows, and verification ownership or you’ll keep shipping pilots that never move the P&L.