Software-led data center operations

We run your facility like a hyperscaler’s.

Grayfield DC operates colocation and enterprise data centers end to end — staffed by operators, driven by our own control-plane software. Hyperscale discipline for the facilities the AI era is leaving behind.

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Real estate that’s built, powered, and standing — but whose best use has moved on. The industry calls these sites underutilized. We call them the fastest path to AI-ready capacity in a power-constrained world.

SYS/00 — The thesis

New builds take years. Your building takes months.

AI demand is compounding faster than greenfield construction can answer it. Grid interconnects are queued out for years, and every hyperscaler is bidding for the same land, power, and switchgear.

Meanwhile, thousands of existing facilities sit under their potential: enterprise halls at a fraction of design load, colo capacity provisioned but never consumed, GPU clusters bought in a hurry and utilized far below what was paid for.

That gap — between what a facility was built to do and what it actually does — is an operations problem, not a construction problem. It doesn’t get solved with more bodies on the floor. It gets solved with software that sees every rack, correlates every fault, and turns a maintenance log into an operating advantage.

We built Grayfield DC to close that gap: retrofit the facility, run it on our platform, and operate it to hyperscale standards.

What we do

One operator. Full stack.

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Managed operations

Our operators staff and run your critical environment — shift coverage, vendor management, incident response, and change control — under SLAs written the way hyperscalers write them.

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The Grayfield control plane

Cross-vendor software that unifies telemetry across power, cooling, and compute; correlates faults before they cascade; and automates the provisioning and runbook work that eats operator hours. It’s why our teams run leaner and catch more.

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AI-readiness retrofits

Assessment through commissioning for the densities AI hardware actually demands — power distribution, liquid and air cooling, structural and network paths — sequenced so the facility keeps earning while it upgrades.

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Partner ecosystem

A technology partner program for OEMs, ISVs, and integrators who want their gear and tooling running inside professionally operated facilities — with the integration work handled once, by us.

Why software-led wins

Services firms sell hours. We sell outcomes.

Services-led operations

  • Headcount scales linearly with sites
  • Knowledge lives in individual technicians
  • Faults found after they cascade
  • Reporting assembled by hand, after the fact
  • Every vendor tool is another silo

Grayfield DC

  • Software leverage compounds across sites
  • Knowledge encoded in runbooks and models
  • Faults correlated and dispatched automatically
  • Live operating picture, owner-visible
  • One control plane across every vendor
Operators, not observers

Built by a team from Microsoft’s hyperscale infrastructure organization — server and rack engineering, data center operations, and the GPU fleet bring-ups behind the largest AI deployments in the world.

Start here

Walk us through your facility.

A 30-minute conversation and a floor plan is enough for us to tell you what your building could be doing.

hello@grayfielddc.com