Role-based training and internal champions drive 60% increase in AI maturity within one year.
AI pilots fail to scale because employees lack training and confidence.
AI change management programs with role-based learning paths, communication plans, and internal champions.
AI maturity increased by 60 percent within a year. Employees use AI tools more proactively.
Employee surveys, usage analytics, training completion