Stages
Awareness, assisted productivity, workflow redesign, system building, intelligence governance, and institutional compounding.
Maturity model
Capability maturity is measured by repeatable intelligent work, not by exposure to AI tools.
A staged model for evaluating how deeply AI-native practices are embedded in people, teams, and institutions.
Awareness, assisted productivity, workflow redesign, system building, intelligence governance, and institutional compounding.
Each stage is evaluated through artifacts, operating behaviors, governance patterns, and the ability to reuse intelligence.
The model informs student builder programs, faculty enablement, and enterprise transformation tracks.
Related content
Insight
Capability building should create repeatable intelligence behaviors, not only awareness of AI features.
Program
Amplify with AI helps students move from AI usage to intelligent system building.
Workshop
Participants design systems where AI capability is embedded into workflow architecture.
Strategic engagement