The Enterprise AI Readiness Framework

Enterprise AI succeeds or stalls long before a model is chosen. This framework outlines the dimensions of readiness — data, governance, engineering, and operating model — that determine whether AI reaches dependable production.

Four dimensions of readiness

We assess readiness across data foundations, governance and guardrails, engineering capability, and the operating model that will sustain AI once live. Each dimension has practical markers of maturity.

• Data: governed, current, and grounded
• Governance: evaluation, guardrails, oversight
• Engineering: the ability to build and operate
• Operating model: how AI is sustained and scaled

From assessment to roadmap

Readiness assessment is only useful if it leads to action. The framework translates gaps into a prioritized roadmap that builds the foundation while delivering early, governed value.