Framework Structure
The 4 Pillars
COMPEL rests on four foundational pillars. Every one of the 18 knowledge domains belongs to a pillar, and every one of the 6 stages exercises all four pillars simultaneously.
The four pillars — People, Process, Technology, and Governance — are held together by a fifth, cross-cutting Integration layer. Together they describe every dimension an enterprise must invest in to deliver AI transformation that is safe, valuable, and sustained. This page is the canonical reference for the pillar model. See also the What is COMPEL explainer, the Big Picture, and the 18 Domains index.
People
Leadership, roles, skills, and culture — the human operating system of AI transformation.
Process
Lifecycles, workflows, operating rhythms, and the repeatable method behind disciplined delivery.
Technology
Platforms, data, models, and MLOps — the engineering substrate AI runs on.
Governance
Policies, risk, compliance, ethics, and the accountability layer that makes AI trustworthy.
Integrated
Cross-pillar connective tissue that keeps the other four pillars moving in lockstep.