Service 04 — GPU & AI Infrastructure

Built for GPUs: Infrastructure for AI, ML, and HPC

This is where we spend most of our time, because this is where traditional data center design breaks down. A modern GPU rack can draw 40 to 130+ kW. Training runs push hardware at full load for weeks. Power draw swings sharply as jobs start and stop. Air cooling alone cannot remove that much heat from that little space.

Designing for this environment is not traditional design with bigger numbers. It is a different discipline, and we have practiced it in our own facilities since GPU compute became commercially relevant.

Cluster Design

High-Density Cluster Design

We plan GPU deployments from the interconnect outward: rack layouts that respect cable length limits for high-speed networking, floor loading rated for dense equipment, and room layouts that keep future expansion physically possible.

Advanced Cooling

Direct-to-chip liquid cooling

Coolant loops carry heat away from the processors that generate most of it, with air handling the remainder. The current standard for dense AI racks.

Immersion cooling

Full hardware immersion in dielectric fluid for the highest densities and the quietest, most efficient operation.

Hybrid strategies

Phased transitions that let you run air-cooled and liquid-cooled equipment side by side while you migrate.

Power Distribution

Power Distribution for GPU Loads

GPU clusters create electrical challenges most facilities have never faced: high per-rack amperage, rapid load transients, and harmonics that stress upstream equipment. We design distribution, UPS sizing, and protection schemes around these behaviors, so your power chain becomes an asset instead of a bottleneck.

Future-Proofing

Scalability and Future-Proofing

Accelerator power draw has climbed with every hardware generation, and the trend line points upward. We design headroom into power, cooling, and space from day one, so your next hardware refresh is an installation project, not a construction project.

Planning a GPU deployment? Talk to our AI infrastructure team before you order hardware.

The sequencing matters more than most people expect.

Talk to us before you order hardware

Next step

Let’s talk about your next facility.

Whether you are sizing your first GPU cluster or planning a multi-megawatt campus, the earliest conversations shape everything that follows. Start yours with engineers who have done this before.

Schedule a Technical Consultation