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Applied AI·November 11, 2026·1 min read

Why training alone can’t close the gap between AI adoption and ROI

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The ROI gap on AI is less about user literacy and more about workflow and incentive design—training people on tools they can’t safely or meaningfully use in core processes just creates frustration. If your AI program is stalling, stop scheduling workshops and start rewriting decision rights, QA steps, and performance metrics around where AI output is actually allowed to land.