Optronix, a part of the GS Group

03Technical guide

The AI-ready data centre: closing the gap without starting over

Most data centres were built for 5 to 10 kW racks. AI wants 40, 80 or 130 kW, with cooling, power, weight and networking those halls were never designed for. In most cases the answer is a retrofit, not a new building.

Vendor-neutral and educational. Density and infrastructure figures are indicative; see the notes at the end.

Power per rack, from legacy to AIA dial from 0 to 140 kilowatts per rack. Legacy halls sit at 5 to 10 kW, air cooling runs out around 30 kW, and AI racks run at 40, 80 and 130 kW.020406080100120140kW per rackLegacy 5-10Air ceiling ~30AI 40-130Indicative densitiesScale 0-140 kW
Power / per rack
Dwg
OX-RES-03
Rev
4.0
Scale
NTS
the per-rack jump from a legacy hall to an AI rack
8–130kW
where air cooling runs out and the hall needs liquid
~30kW
the fabric AI is built on, against the 1/10G many halls run
800GbE
conditions that all have to be true for a hall to be AI-ready
6

01 / The problemBuilt for then, asked to do now

There is nothing wrong with your data centre. It was built well, for the workloads of its day. The problem is that AI changed what a rack does.

A single 8-GPU server draws what a whole rack used to, and an AI rack can draw sixteen times a traditional one. Put that into a hall designed for 5 to 10 kW and you hit four walls at once: not enough power, not enough cooling, not enough floor strength, and a network that cannot feed the GPUs.

Fig. 01 / Power per rack, kWAir ceiling ~30 kW
  • Legacy rack5–10
  • One 8-GPU server~10
  • AI rack40
  • AI rack80
  • GB200-class rack~130

Power runs out

Feeds, busway and PDUs sized for 5 to 10 kW racks cannot deliver 40 kW or more to a cabinet, often before you even reach the cooling limit.

Air cannot cope

Past about 30 kW a rack you cannot move enough air to keep the chips in specification. AI density needs liquid, which most legacy halls have no provision for.

The floor is not rated

A loaded, liquid-cooled AI rack can weigh as much as a small car. Raised floors and slabs built for lighter kit may not take it without reinforcement.

The network throttles

AI traffic is east-west and heavy. A 1/10G legacy fabric leaves expensive GPUs idle; AI needs a non-blocking 400G or 800G fabric on low-loss fibre.

02 / The barWhat “AI-ready” actually means

AI-ready is not a label. It is six things being true at once, and falling short on any one makes it the bottleneck. This is the bar your hall is measured against.

  • 01

    High-density power

    Tens of kilowatts to a single rack: high-capacity busway, three-phase rack PDUs and a power chain sized for sustained, near-full load.

  • 02

    Liquid cooling, or readiness for it

    Rear-door, direct-to-chip or immersion, or at least the floor loading, pathways and water to add it. See the liquid cooling guide.

  • 03

    Capacity and resilience

    Enough total capacity, with the right redundancy, for far more load per square metre than the hall was planned around.

  • 04

    Structural capacity

    Floor loading and access routes that take heavy, dense racks, plus the plumbing for a liquid loop where needed.

  • 05

    A high-speed fabric

    Non-blocking 400G or 800G leaf-spine on ultra-low-loss, pre-terminated fibre. See the AI/GPU data hall guide.

  • 06

    Space and containment

    Room to reconfigure into AI-density rows with proper containment; you often cannot simply swap kit into the existing layout.

03 / The checkCheck how AI-ready your hall is

Answer six questions about your hall as it is today. You get a readiness score, a shape of where the gaps are and a prioritised list of what to upgrade: the starting point of any AI retrofit.

Tool 01AI-readiness checkerRuns in your browser

Readiness score 6 / 12

Partially AI-ready

A focused retrofit will get you there: targeted upgrades, not a rebuild.

    Get a full AI-readiness audit

    Indicative only. A real assessment looks at far more, from redundancy and electrical phases to water and planning, but this shows the honest shape of the gap and where to start.

    04 / The pathClosing the gap without starting over

    You almost never need a new building. AI-readiness is overwhelmingly a retrofit: upgrading power, adding liquid cooling, re-cabling and reconfiguring space, usually in phases while the rest of the hall keeps running.

    Busbar tap-off units and cable runs feeding racks in a data hall
    Fig. 02The power path is usually the first upgrade: busway and tap-offs sized for the new load.
    1. 01

      Start hybrid

      Carve out a high-density zone, liquid-cooled AI rows beside the existing air-cooled estate, rather than converting the whole hall at once.

    2. 02

      Upgrade the power path

      Higher-capacity busway, three-phase rack PDUs and distribution to the AI zone, with the capacity and redundancy the load needs.

    3. 03

      Add liquid cooling

      Rear-door heat exchangers, or direct-to-chip with CDUs and a loop, designed in with the white space rather than bolted on.

    4. 04

      Re-cable for the fabric

      Ultra-low-loss OM4 or OS2 and pre-terminated MPO trunks for the 400G or 800G fabric, tested, certified and warranty-backed.

    5. 05

      Reconfigure and contain

      Re-lay the rows for density with proper hot or cold-aisle containment, and reinforce floor loading where the heavy racks land.

    6. 06

      Phase it, stay live

      Sequence the works zone by zone, so the hall keeps serving while AI capacity comes online.

      Minimal disruption

    05 / How Optronix helpsFrom “can our hall do AI” to a working high-density hall

    Making an existing hall AI-ready is exactly the work we do: assess, design and deliver the retrofit with our own engineers, across Europe, North America, the Middle East and APAC. We turn the question into a costed plan, and the plan into a working high-density hall.

    01

    AI-readiness audit

    We survey your hall against the real bar, power, cooling, floor loading, fabric and space, and give you a clear, costed gap analysis: what is ready, what needs upgrading and what it takes.

    02

    Design the retrofit

    A coordinated, costed design for the upgrade, with power, liquid cooling, cabling and white-space changes modelled together, so the build runs cleanly and in phases around your live estate.

    03

    Deliver it with the hall live

    Our own engineers install the power, cooling, containment and cabling zone by zone, tested and commissioned, bringing AI capacity online with minimal disruption to what is already running.

    04

    Or build new

    If a retrofit truly cannot get there, we design and build AI-ready halls from the ground up too. See our AI/GPU data hall guide.

    Related services

    AI readiness

    Start with an AI-readiness audit.

    We will tell you plainly where the hall stands, what it will take and what it costs, then design and deliver the retrofit.

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    Sources and notes

    • Rack densities and AI-system power from public accelerator and AI-system vendor specifications (8-GPU servers about 10 kW; GB200-class racks about 120 to 132 kW).
    • Cooling thresholds and methods per ASHRAE TC 9.9 and common industry practice; the fabric per IEEE 802.3 (400 and 800GbE).
    • The readiness checker is an indicative self-assessment to show the gap; it is not a substitute for an engineered survey.

    General guidance, not an engineered assessment. Densities, thresholds and the checker score are indicative; real AI-readiness depends on your specific power, cooling, structural, electrical and planning constraints. Confirm with a site survey and an engineered design.