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Enterprise data center operations face challenges with siloed tools and inconsistent data models that hinder comprehensive lifecycle management. This paper explores the transformative potential of open, AI-enabled digital twin platforms built on OpenUSD. By unifying disparate systems and data, these platforms facilitate higher-confidence planning, design, construction, and operational decisions. Gain insights into how this architectural shift empowers system-level reasoning and accelerates time-to-power and revenue while reducing total cost of ownership.