
AI Explored Upscaling Your People: Advanced AI Training
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May 12, 2026 John Munsell, AI transformation expert and author who builds training programs like AI Mastery for Business Leaders, walks through turning basic users into strategic AI practitioners. He covers governance before training. He maps team capability across fluency stages and role types. He recommends hands-on assignments to build small tools that save time and reshape workflows.
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Interface Ease Doesn’t Equal AI Mastery
- Many employees confuse easy AI interfaces with true capability, hitting a plateau around basic usage.
- John Munsell found most self-taught users stop at level two of his 10-level mastery scale, limiting strategic value and consistency.
Start Training With Governance And An Objective
- Begin AI programs with governance plus an objective and baseline assessment of employee skills.
- Require each trainee to produce an artifact that saves at least three hours per week, and monitor progress via champions and office hours.
Assess Role Type And Fluency Before Training
- Use a two-part assessment: role-type (producer, administrator, innovator, connector) and AI fluency levels (literacy to stewardship).
- Map people on a heat map and measure movement against output and time-savings.

