For years, Global Capability Centers (GCCs) could build a new application or platform, or drive a tech innovation without worrying about the infrastructure underneath it. The one-size-fits-all strategy worked just fine, and capability was never the roadblock. Those were the simpler times, but with the rise of AI, the rules are changing fast. A workload that once needed a handful of CPU servers can now require dense GPU infrastructure, high-speed interconnects, massive amounts of power, and a very different approach to cooling.