AI workloads and edge computing deployments represent the fastest-growing segment of IT infrastructure, pushing power density requirements to unprecedented levels. GPU-accelerated servers, inference appliances, and IoT gateways demand more watts per rack unit than traditional compute — and they demand it with zero tolerance for power interruptions.
Edge computing adds physical distribution challenges. Micro data centers, 5G MEC nodes, and AI inference points are deployed in retail locations, factory floors, cell towers, and autonomous vehicle infrastructure — locations where power quality is variable, space is constrained, and remote management is essential because on-site IT staff don’t exist.
