CloudData.Center
AI Cloud & Hyperscale

Turn-up of a hyperscale AI training cluster

Deployed and commissioned a multi-megawatt, liquid-cooled GPU training cluster in the largest US data-center market — from white space to first job.

Engineer inspecting high-density liquid-cooled GPU server racks
Client
A hyperscale AI cloud provider
Location
Ashburn, Virginia, USA
12 MW
AI capacity commissioned
130 kW
Per-rack density
The challenge

A hyperscale AI provider needed accelerator capacity online fast in the most competitive data-center market in the country. The workload demanded rack densities far beyond what air cooling could remove, an InfiniBand fabric sized for collective operations, and a commissioning plan that could take the hall from bare white space to a first training job in weeks — not quarters.

White space to first job in 16 weeks

We delivered the high-density, liquid-cooled deployment end to end: direct-to-chip cooling manifolds and CDUs, 130 kW rack power distribution, the InfiniBand fabric, and structured cabling — then ran integrated testing and commissioning against the provider's acceptance criteria. The cluster was handed over feeding jobs and fully instrumented, not just powered on.

Scope of work

What we delivered

High-density racks

130 kW liquid-cooled racks engineered for the latest accelerator platforms.

Direct-to-chip cooling

CDUs, manifolds, and leak detection for the full liquid-cooling loop.

InfiniBand fabric

Non-blocking fabric sized for large-scale collective operations.

Testing & commissioning

Integrated load testing and handover against acceptance criteria.

Outcomes

The result

12 MW
Commissioned and feeding jobs
16 wks
From white space to first job
Zero
Thermal derates at density
Liquid cooling130 kW racksInfiniBandMulti-MW
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