Commercial AI infrastructure · United States

AI hardware infrastructure, built for the warehouse.

GDI designs, supplies, installs, commissions, and supports the complete physical environment behind large AI servers and supercomputers—from the warehouse shell to reliable high-density operation.

One accountable delivery programFacility, rack, cooling, power, network, compute, commissioning, and lifecycle service are coordinated around the client’s operating target.
18–120 kWillustrative high-density rack design envelope, validated for each project
100G–800Gnetwork architecture options for modern AI clusters
N+1redundancy planning across critical facility systems
24/7AI consultation and meeting requests accepted at any time

GDI digital construction lab

Watch the hardware system assemble before crews mobilize.

Explore three live 3D construction scans built specifically for GDI. Each view separates the infrastructure into installable layers, then brings the complete system together in sequence.

Live build sequence
GDI / 3D BUILD LAB
02
Active construction scanGPU compute sled integration
Exploded view · assembly · inspectionGPU / STORAGE / CONTROL

Digital construction study for service explanation. Final equipment, dimensions, and configuration are developed for each facility.

From warehouse shell to operating capacity

Industrial AI systems, built in the real world.

GDI connects facility engineering with field installation. The result is a controlled build path for power-dense compute—not a collection of disconnected equipment deliveries.

GDI AI infrastructure build inside a large industrial warehouse with compute racks, cooling pipes, power busway, and technical crews
Facility-scale integration envelope
GDI / MISSION 01The complete compute hallRack rows, heat removal, power distribution, fiber pathways, field sequencing, and expansion zones planned as one environment.
GDI technicians installing a liquid-cooled GPU server chassis into an enterprise rack
42U / 48U
GDI / MISSION 02Rack-level precisionCompute sleds, cooling manifolds, power, fiber, controls, testing, and service access integrated at the point of operation.

Why clients choose an integrated operator

Performance comes from the system between the systems.

GDI coordinates the interfaces that determine whether high-density hardware can run reliably: structure, thermal delivery, electrical capacity, network fabric, commissioning, and long-term service.

Delivery dimensionGDI coordinated modelTypical multi-vendor model
01

Program accountability

One coordinated program from site study through operating handoff.

Responsibility is split across equipment sellers, trades, and separate support teams.

02

System integration

Racks, cooling, power, network, compute, and controls are developed around the same capacity target.

Individual scopes may be delivered before all interface requirements are resolved.

03

Commissioning discipline

Load, thermal, network, failover, alarms, and documentation are verified as one operating environment.

Equipment startup can be completed separately from full-facility operating validation.

04

Lifecycle readiness

Service access, monitoring, preventive work, spares strategy, and expansion zones are considered before handoff.

Ongoing operations and future capacity can become a separate project after installation.

Meeting requests are accepted 24/7 and confirmed by the GDI project team.
Discuss your facility

One engineered system

The whole data center, coordinated as one living platform.

A high-performance AI facility succeeds only when the building, thermal plant, electrical system, network, data layer, and operations model are designed together.

GDI integrated facility model

Physical infrastructure meets digital operations.

We connect warehouse engineering with compute, storage, databases, monitoring, and service so the environment is ready to run—not simply filled with equipment.

Site, systems, and service in one coordinated program
01

Warehouse & structural plan

Square footage, slab, loading, clearances, containment, access, safety, and expansion zones.

02

Cooling & heat rejection

Liquid loops, pipes, CDUs, airflow, monitoring, redundancy, and rack-side thermal delivery.

03

Power & resilience

Utility capacity, UPS, busway, PDU, backup generation, grounding, metering, and failover.

04

High-speed network fabric

Fiber, switching, optics, cable pathways, topology, labeling, and redundant connectivity.

05

Storage & database platforms

Enterprise storage, database clusters, backup, replication, segmentation, and protected data movement.

06

Monitoring & lifecycle service

DCIM/BMS visibility, sensors, alarms, documentation, preventive service, and capacity planning.

What we provide

Everything needed to turn industrial space into AI capacity.

A data center is more than servers. GDI coordinates the physical environment that lets high-density compute operate safely, efficiently, and at commercial scale.

Commercial projects, not products for online sale.

Racks, cooling, power, cabling, compute, commissioning, and service are developed together for the facility after the site and operating target are understood.

01

Facility structure

Warehouse racking sales & installation

Commercial rack systems sold and installed as part of the facility buildout, with layouts planned for equipment density, service access, airflow, and safe material movement.

  • Rack layout and aisle planning
  • Hot-aisle and cold-aisle containment
  • Anchoring, pathways, and service clearances
02

Thermal systems

Cooling pipes & heat removal

Facility-level thermal infrastructure for high-density AI loads, coordinated from distribution piping to rack-side delivery.

  • Cooling pipe routes and manifolds
  • Liquid loops, CDUs, and heat exchangers
  • Airflow, monitoring, and redundancy planning
03

Electrical backbone

Power distribution & resilience

A power path sized for the intended compute load, startup demand, expansion plan, and required operating resilience.

  • UPS, PDU, busway, and rack distribution
  • Backup generation and transfer coordination
  • Grounding, metering, and capacity planning
04

Data fabric

Fiber, switching & cable pathways

Structured high-speed connectivity designed around rack count, topology, latency targets, and maintainable cable management.

  • Fiber backbone and structured cabling
  • Switching, optics, and patching architecture
  • Overhead and underfloor pathway coordination
05

AI systems

Server & supercomputer deployment

Procurement, staging, placement, and integration for AI servers, GPU clusters, storage, and control systems.

  • GPU servers and rack-level integration
  • Storage, controls, and management hardware
  • Staging, inventory, and installation sequencing
06

Data platforms

Storage, databases & backup

Design and deployment for the data layer that feeds AI workloads and protects critical operational information.

  • Enterprise storage and database clusters
  • Backup, replication, and recovery architecture
  • Segmentation, access, and protected data movement
07

Facility intelligence

Monitoring, controls & lifecycle service

Operational visibility and ongoing support for power, cooling, racks, environmental conditions, and capacity.

  • DCIM/BMS integration and sensor strategy
  • Alarms, dashboards, and operating documentation
  • Preventive service and expansion planning
08

Operational readiness

Installation, testing & service

Coordinated field execution followed by system checks, documentation, handoff, and an ongoing service plan.

  • Installation management and trade coordination
  • Load, thermal, network, and failover testing
  • Documentation, training, and service support

Built around your building

A custom plan for every warehouse footprint.

We start with the facility and the intended compute outcome, then coordinate the infrastructure as one commercial program instead of disconnected equipment purchases.

Project architecture is built from warehouse square footage, usable floor area, power availability, thermal demand, and target compute density.
  1. 1

    Survey the warehouse

    Document usable square footage, slab and structure, loading access, clearances, utilities, life-safety constraints, and expansion areas.

  2. 2

    Model capacity and heat

    Translate the AI workload into rack density, electrical demand, cooling load, connectivity, resilience, and service-access requirements.

  3. 3

    Design and quote the full system

    Build a coordinated commercial proposal covering racking, cooling piping, power, network, compute hardware, installation, and commissioning.

  4. 4

    Procure, stage, and install

    Sequence equipment, qualified trades, deliveries, rack placement, piping, cabling, and server integration around the facility schedule.

  5. 5

    Commission and support

    Verify operating conditions, complete documentation and handoff, and establish the service plan for the installed environment.

Commercial project types

New facilities, retrofits, and live expansions.

GDI supports projects across America, whether the starting point is an empty industrial shell, an operating warehouse, or a data center that needs more AI capacity.

01

New AI facility buildout

Plan the physical data-center environment from an open warehouse footprint through installed and commissioned capacity.

  • Square-foot layout and infrastructure plan
  • Rack, cooling, power, and network buildout
  • Compute placement and operational handoff
02

Industrial retrofit

Convert or upgrade existing warehouse space while accounting for present utilities, structure, access, and operating constraints.

  • Existing-condition and capacity assessment
  • Phased upgrades with disruption planning
  • Integration with retained facility systems
03

Data-center expansion

Add rack density, cooling capacity, power, networking, or new AI clusters to an operating technical environment.

  • Live-site sequencing and protection
  • Capacity and redundancy extensions
  • Commissioned tie-in to existing operations

What data centers actually need

The server is only one part of the system.

A workable industrial footprint

Rack density depends on usable area, structure, clearances, loading, egress, maintenance access, and room for planned growth.

Continuous heat removal

High-density AI equipment needs engineered airflow or liquid cooling, monitored distribution, and a thermal path sized for both normal and failure conditions.

Reliable high-capacity power

Utility capacity, distribution, protection, backup, grounding, metering, and rack delivery must function as one resilient electrical system.

A maintainable data fabric

Fiber, switching, cable pathways, labeling, redundancy, and physical access must support performance without making future service or expansion unmanageable.

Every GDI build is configured, tested, documented, and handed over around the client’s actual facility and operating requirements.

Start with the warehouse

Tell us the square footage and the AI capacity you need.

Share the U.S. project location, warehouse size, current utility capacity, target servers or compute load, preferred timeline, and whether the site is a new build, retrofit, or expansion.

Talk to the AI project team