As AI workloads reshape enterprise IT demands, outdated data center infrastructure poses critical limits to performance, efficiency, and scalability. This guide outlines how to transition from legacy data center environments to modern architectures built for AI training, inference, and hybrid deployment — with actionable insights and tools to lead the change.