The Enterprise AI Readiness Framework

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

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 that is governed, current and grounded
• Governance through evaluation, guardrails and oversight
• Engineering capacity to build and operate
• An operating model that sustains and scales AI

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.