Enterprises Adopt AI Factories For Operationalization

An industry analysis argues enterprises are shifting from AI experimentation to operationalization by building 'AI factories' — production platforms that standardize, govern, and deploy role-based AI agents as contractable workforce capabilities. The model outlines job-like role definitions, QA, governance, and two acquisition models (rented managed services or embedded full-time agents), enabling procurement, auditability, and scalable, measurable deliverables. Enterprises can thus treat AI as capacity rather than ad-hoc tooling.