
AI Talent
Build an AI Talent System, Not a Training Calendar
Capability grows when learning is attached to real roles, workflows and measurable changes in how work gets done.

One-off training creates awareness but rarely changes operating behavior. Teams need role-specific practice, approved tools and managers who can review AI-assisted work.
Connect learning to delivery
Use live business tasks, define expected evidence and measure whether cycle time or quality improves after training.

