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Applied AI·June 30, 2026·1 min read

AI adoption problems are usually organizational problems in disguise

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When AI programs underperform because “the tech isn’t ready,” it’s usually that the org never rewired incentives, ownership, or process around the new capability. Before your next AI pilot, decide explicitly which approvals, KPIs, and roles will change — or accept that you’re buying a demo, not an outcome.