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Case study, modelled

The tenant and the landlord

Our tenants own the accelerators. Or we are the tenant, in somebody else's hall.

Modelled

A 32-rack, 2,304-accelerator requirement fits a 4 MW contracted critical load: 33 to 36 racks against 28 without, and the tenant keeps the racks under every lease form, modelled.

A 32-rack requirement drawing 4,480 kW fits a 4 MW contracted critical load on both readings: 33 racks conservative and 36 on the stated basis, against 28 without, modelled. That leaves 72 to 288 accelerators beyond the requirement inside kilowatts already paid for. The room for racks is the tenant's under every lease form; the energy saving goes to whoever pays the metered power, the tenant under a wholesale lease at cost and the landlord under a bundled licence.

Who it is for

A colocation tenant that owns its accelerators inside somebody else's building, or the operator whose hall holds them. The tenant's head of infrastructure, who holds the contracted critical load, signs; the landlord makes the introduction.

Colocation

The basis

What this page is

This is modelled. The tenant is illustrative, with no customer behind it, and every rack, kilowatt and pound below is arithmetic over a rack specification, contracted critical load and day shape you can change. One number is ours, and it is measured: up to 21% less GPU die power on NVIDIA H100 NVL over 48 hours. Managed and baseline arms ran under an equal cap, read at the die through NVML. Die power is a lower bound on wall power. Hardware other than H100 NVL is modelled until a baseline run exists on it. A three-week validation on your own fleet makes the figure yours.

Key figures

Every figure, what kind of figure it is, and its basis.

One figure is measured. The derived figures come from the same run. Everything else is modelled on the inputs below.

  • GPU die power reduction

    measured

    Up to 21%

    NVIDIA H100 NVL, 48 hours, managed and baseline arms under an equal cap, NVML die power. A lower bound on wall power.

  • Tokens per watt

    derived

    Up to +22%

    Balanced mode, from NVML die power and vLLM serving throughput on the same 48-hour run.

  • Throughput change in the run

    derived

    0%

    Same 48-hour run.

  • Reduction at the metered plane

    modelled

    About 15% to 21%

    21% times the 72% accelerator share, conservative; 21% as a floor on wall watts, stated basis.

  • Reduction the requirement needs

    modelled

    About 11%

    One minus 4,000 over 4,480.

  • Racks inside 4 MW without the runtime

    modelled

    28 racks, 2,016 accelerators

    4,000 over 140, rounded down, times 72.

  • Shortfall without the runtime

    modelled

    4 racks, 288 accelerators

    2,304 less 2,016.

  • Managed rack draw

    modelled

    About 119 kW to about 111 kW

    140 kW less the metered-plane reduction, conservative to stated.

  • Racks inside 4 MW with the runtime

    modelled

    33 to 36 racks, 2,376 to 2,592 accelerators

    4,000 over the managed rack draw, rounded down, conservative to stated.

  • Beyond the requirement

    modelled

    1 to 4 racks, 72 to 288 accelerators

    Racks that fit less the 32 required.

  • Headroom inside the contract

    modelled

    197 to 461 kW

    4,000 kW less the requirement's managed draw of about 3,803 kW or about 3,539 kW.

  • Fit floor on accelerator share

    modelled

    51%

    The about 11% needed, over 21%. The fit holds at any share at or above it.

  • Fleet mean draw

    modelled

    3,040 kW

    32 racks at 95 kW.

  • Continuous demand avoided

    modelled

    About 253 to 351 kW

    3,040 kW times the metered-plane reduction times the 55% busy share. Idle and pinned hours get nothing.

  • Energy a year

    modelled

    About 2,200 to 3,100 MWh

    Demand avoided over 8,760 hours.

  • Money a year

    modelled

    About GBP 440,000 to GBP 620,000

    At the illustrative 20 pence. The tenant's under a wholesale lease at cost; the landlord's under a bundled licence.

  • Share of the tenant's colocation bill

    modelled

    About 4% to 5%

    The metered-plane reduction times a power share of about a quarter, taken from one operator's disclosed segment.

  • More accelerators inside the same 4 MW

    modelled

    About 18% to 29%

    33 or 36 racks against 28. Rack-count arithmetic, never added to the bill percentage.

  • Draw to cover on a total runtime failure

    modelled

    480 kW at the 32-rack requirement; 620 to 1,040 kW at 33 to 36 racks

    Unmanaged racks at 140 kW against a 4,000 kW contract: 4,480 kW at 32 racks, 4,620 or 5,040 kW at 33 or 36. Covered by an agreed curtailment right, reserved headroom, or a commitment set below the modelled figure.

  • Accelerator-share sweep

    modelled

    100%: 36 racks. 85%: 34 racks. 72%: 33 racks. 51%: requirement met. 45%: one rack short

    One input swept, everything else held. The 100% row is the stated basis.

  • At ten times the scale

    modelled

    40 MW, 320 racks: 285 racks unmanaged, 336 to 361 with the runtime, about 22,000 MWh a year

    Same arithmetic; 16 racks and 1,152 accelerators beyond the requirement on the conservative reading.

Declared inputs

What the arithmetic runs on.

Each input is stated with its basis. Change any of them and the figures above move with it.

  • Contracted critical load

    4 MW, IT load at the rack input

    Reader-supplied: the committed kilowatts in the tenant's own agreement. For total facility power, supply your own power usage effectiveness.

  • Rack draw at the rack input, nominal

    140 kW

    Rack specification, reader-supplied. Provisioning basis nominal.

  • Accelerators per rack

    72

    Rack specification.

  • Accelerator share of rack draw

    72%

    Reader-supplied. The largest lever in the model.

  • Upstream cascade factor

    1, no credit

    Model default. It credits our own physics argument with nothing.

  • Requirement

    32 racks, 2,304 accelerators

    Reader-supplied, entered in racks.

  • Day shape

    55% busy and changing, 35% idle or nearly idle, 10% pinned at the power limit

    Reader-supplied. No default and no median fleet; the three bands sum to 100.

  • Longest continuous pinned run

    6 minutes

    Reader-supplied, set against a 30-minute settlement interval.

  • Binding limit

    Contractual, measured over a 30-minute settlement interval

    Reader-supplied. There is no default.

  • Mean draw per rack

    95 kW

    Reader-supplied and illustrative. Left blank, the energy line goes.

  • Electricity cost

    20 pence a kilowatt-hour

    Reader-supplied and illustrative. Under a bundled licence the tenant enters zero.

  • Build stage

    Connected

    Reader-supplied. The envelope is already held.

  • Lease form

    Wholesale with power at cost, retail with power bundled, or landlord-led

    The three directions worked below, as arithmetic on the outputs.

The working

The hall and the line through it

One company owns the accelerators and decides what runs on them. Another owns the building, holds the electricity account, sells contracted kilowatts and signs the capital for the next megawatt. Reducing what the accelerators draw creates value in that hall, and the lease decides which company keeps it. We read seven colocation agreements. In each, the line between the two runs through the output breaker of the power distribution unit. The meter sits on its supply side, and everything an accelerator host does is on the tenant's side.

None of the seven restricts software installation, and none carries a minimum-draw covenant. In the operators' own terms, the customer's equipment, with the software on it, is the customer's property. Commitment clauses act on the excess: exceeding a commitment brings rebilling and a right to power down, and every kilowatt kept below it stays the tenant's to fill. Three of the seven are filed with a securities regulator, four are undated published terms, and all are drafted in the United States. Your own agreement settles it. Search it for a software restriction, a minimum-draw covenant and a headroom-sharing clause.

The requirement and the envelope

The tenant holds a contracted critical load of 4 MW, measured as IT load at the rack input. It needs 32 racks of 72 accelerators at a nominal 140 kW each: 2,304 accelerators drawing 4,480 kW. Fitting needs a reduction of about 11%. Without the runtime, 4 MW holds 28 whole racks and 2,016 accelerators, so the tenant is 288 accelerators and 4 racks short. That shortfall is the largest figure on the page, and it contains no number of ours.

What fits with the runtime

Our coefficient is at the accelerator die; the tenant is billed at the supply side of the power distribution unit. Between them sits the accelerators' share of rack draw, 72% here, and a cascade factor set to one. Two readings travel at equal weight. The conservative reading applies 21% to the accelerator share alone and returns about 15% at the metered plane. The stated basis treats die power as a floor on wall watts and returns 21%, a physics argument, modelled.

On the conservative reading a managed rack draws about 119 kW, and 4 MW holds 33 racks and 2,376 accelerators. The requirement is met with 1 rack, 72 accelerators and 197 kW of headroom to spare. On the stated basis a rack draws about 111 kW and 36 racks fit, 2,592 accelerators. Then 4 racks, 288 accelerators and 461 kW sit beyond the requirement. The fit holds at any accelerator share of 51% or more; a rack with more host and network overhead enters its own share and the arithmetic reruns.

The energy line, and whose it is

The coefficient applies to the busy-and-changing hours only, 55% of the day. At an illustrative mean draw of 95 kW a rack the fleet averages 3,040 kW. The demand avoided is about 253 to 351 kW: about 2,200 to 3,100 MWh a year, modelled. At an illustrative 20 pence a kilowatt-hour, your own tariff, that is about GBP 440,000 to GBP 620,000 a year, modelled. On a colocation bill where power is about a quarter, from one operator's disclosed segment, it is about 4% to 5% of the bill.

The rack count and the bill percentage are alternative uses of the same watts and are never added. Per space, 33 racks inside the same 4 MW against 28 is about 18% more accelerators on the conservative reading, and about 29% on the stated basis. Per accelerator, the derived ratio is up to +22% tokens per watt in Balanced mode. That is the same tokens for less energy, which is this energy line restated.

Three lease forms, three answers

Wholesale, with power recharged at cost: the tenant installs on its own hardware inside its own space. Its base rent on committed kilowatts does not move, its metered power payment falls by the energy line, and the freed capacity is its own. Both halves reach the party that deployed. Retail, with power bundled into the licence: the capacity still reaches the tenant, but the tenant's bill does not move. The energy saving lands in the landlord's accounts. Two operators' audited filings from February 2026 describe those positions, one passing utilities straight through and one bundling power and carrying the exposure.

Now the landlord who wants the reduction across its hall. It holds the meter, the contracted kilowatts and the capital for the next megawatt, and the accelerators sit on the tenant's side of its breaker. The measured figure travels with whoever owns the accelerators and controls the workload, so the install is the tenant's to make. The landlord gains without an install of its own: it sees first the requirements that do not fit, keeps them in its hall, and receives the avoided capital for the next megawatt. It brings the tenant into the room. No published lease we read shares headroom released inside contracted kilowatts. Agreeing one is a landlord-and-tenant conversation, and we will sit in it.

The condition that comes with the extra racks

Racks that fit only because the runtime is reducing their draw make continued operation a standing condition. On the conservative reading 33 racks are energised, 5 of them only under the reduction. Unmanaged they draw 4,620 kW against a 4,000 kW contract. A total runtime failure puts 620 kW of unplanned draw on the commitment, or 1,040 kW at 36 racks on the stated basis. The runtime fails open to full performance by design, right at the accelerator, so the mitigation lives in the site plan.

In a shared estate the excess is also contractual. It triggers rebilling and, at enough of an excess, a right to power down that the tenant has already given its landlord. So the validation comes before the rack order. One question then belongs to the landlord. The distribution plant feeding the space has a rating, and a sustained reduction relieves a contractual figure over a settlement interval without relieving a transformer or breaker.

What would change it

What moves the result, and how to check it on your own fleet.

The accelerator share of rack draw moves the result most. Reduction at the metered plane is 21% times that share, and the fit holds at any share of 51% or more. At 45% the envelope is short by one rack, and at 51% it is met exactly. Between 51% and 72% the count does not move, because a rack is indivisible, and at 85% two racks sit beyond the requirement. You can check it from two readings you already hold. Take the landlord's meter at the power distribution unit and the accelerators' own NVML power over the same interval. The ratio is your share, and a three-week validation on your own racks turns the modelled column into a measured one.

Your own numbers

The same arithmetic, on your site.

Bring your contracted critical load, your rack specification and your lease form, and we will run this arithmetic on your inputs. If you are the landlord, bring the tenant and we will run it for both of you.