Power has become the biggest infrastructure bottleneck

NVIDIA announced that its DSX AI Factory Platform is being adopted by energy and infrastructure companies worldwide. According to the company, more than $300 billion in equipment is backlogged and over 200 gigawatts of projects are waiting in U.S. interconnection queues. One root cause is that the grid, the facility and the compute inside have long been designed independently.

What DSX brings together

The platform consists of four main components: DSX Sim and SimReady assets let engineers simulate the grid, substation and AI factory together before breaking ground. DSX Flex syncs AI factory demand with grid conditions and onsite generation, turning facilities into flexible grid assets. DSX MaxLPS and DSX Exchange squeeze more compute from every watt and securely share signals across compute, networking, energy, cooling and operations.

Support from energy giants

GE Vernova is deploying its grid-to-facility and rack power expertise to complement DSX systems. Hitachi Energy's battery energy storage system has qualified as NVIDIA DSX Ready. Schneider Electric, together with AVEVA and ETAP, is advancing validated Vera Rubin power and cooling reference architectures and an Omniverse-powered digital twin. Siemens Energy is developing a reference design for grid-aware power infrastructure aligned with the Vera Rubin AI factory design.

Concrete gains

Phaidra integrated DSX Flex, DSX Max-Q and DSX Exchange into its self-learning agents, reporting about 10% more compute within the same power envelope. Emerald AI integrated its Conductor platform into DSX Flex, modeling an approach that could unlock up to 100 gigawatts on the existing U.S. grid.