Chapter 13 focuses on transforming individual AI initiatives into a repeatable enterprise capability through a structured AI Production Factory. It brings together the complete AI lifecycle from opportunity discovery, product definition, intelligence strategy, and architecture through build, evaluation, security, deployment, observability, optimization, governance, and scaling. It also establishes production gates, portfolio management, lifecycle governance, model retirement, continuous architecture evolution, and an enterprise AI maturity roadmap, providing a systematic approach to continuously deliver and scale AI across the organization through the AI Production Factory Blueprint.