SOURCES AND SCOPE: Survey percentages describe respondents; the Department of Labor framework is program-design guidance, not proof that a particular training program works.
The AI Class Didn't Know Your Job
AI training should pair shared fundamentals with practice built for the work employees, managers, and leaders actually do.

THE MOSTLY RIGHT LETTER
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Stuck in Pilot
A useful workflow can save two hours. That does not mean the business has changed how work gets done.
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Only 28% of employees say their manager actively supports the team’s AI use, according to a November 2025 Gallup survey of 19,043 U.S. employees, and that gap predicts almost everything else about whether AI adoption sticks.
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