We size it to the workload.
Nodes, not GPUs. Fabric matched to the job, cooling and density to the generation, term to your roadmap. If a smaller, cheaper configuration does the job, that is what we tell you.
Reserved bare metal and GPU-as-a-service for training, fine-tuning and inference, sized to the workload and sourced from operators we’ve already vetted and already have paper with. We hold no inventory and take no position. Your price is the operator's price.
Something on this list is true right now:
None of that means you’re doing it wrong. It’s a market with constrained supply, no published pricing, and a lot of people between you and the metal. That’s the problem we exist to solve.
Workload-specific guidance sits on the solutions pages, and the placement side, if you hold capacity rather than need it, on capacity placement.
Related: GPUaaS compared honestly against bare metal
Nodes, not GPUs. Fabric matched to the job, cooling and density to the generation, term to your roadmap. If a smaller, cheaper configuration does the job, that is what we tell you.
Contracted with major operators across regions. Who has capacity now, who has it on paper, who has it on a slide. Two or three names that genuinely fit, with the reasoning.
Show us the quote. We tell you what is actually in it and what is not. Cheaper on paper usually means something has been left out.
Export control, end-user verification and data residency handled at the front of the process. Slower on day one, dramatically faster in month three.
Compute is usually where the conversation starts, not where it ends. Once we understand the build, we can also cover:
One point of contact across all of it. Direct terms on every layer of it.
Requirements arrive in GPUs and get delivered in nodes, and the translation is where budgets go wrong. Four hundred GPUs is fifty HGX nodes; fifty nodes is a fabric decision, a rack-density decision, a cooling decision and a freight plan. Five choices set the real cost of a cluster: the SKU, the node configuration around it, the fabric between nodes, the facility it lands in, and the term you commit to. The GPU rate everyone negotiates hardest is routinely the smallest of the five.
A representative engagement: a team needs sustained training capacity, has been quoted by four channels, and suspects the quotes overlap. We verify which allocation is real, size the cluster from the workload, and put the genuine options side by side with the reasoning: this operator for the fabric, that one for the region, a shorter term here because the roadmap is uncertain. You pick, on the operator's direct terms.
The same desk covers the unglamorous remainder: optics and cabling priced before they become a surprise line item, importer-of-record where hardware crosses borders, and an exit path when the generation turns.

Bare metal when you want the whole node, the fabric and the tuning headroom, and your team can run it. GPUaaS when you want capacity without operations. The price gap is real but smaller than the operational gap; we size both against your team, not just your workload.
Term, volume, configuration, facility and timing, roughly in that order. Published hourly rates describe the on-demand market, not the reserved one. Reserved multi-year pricing is negotiated, which is exactly why buyer-side representation pays for itself.
For owned purchases, inspection and burn-in reports are normal and we arrange them. For reserved capacity, we verify the facility and the allocation directly with the operator, and a site visit is a reasonable ask at cluster scale.
Decide that before you sign, not after. Renewal pricing, extension options and hardware refresh terms are all negotiable at signature and expensive afterwards. For owned hardware we run buyback and secure decommissioning when the generation turns.
Operators compensate us under referral agreements for qualified volume. That is the entire model. You pay nothing incremental, there is nothing sitting between you and the supplier, and it is precisely why we can tell you when a supplier is wrong for you.
We ask about the workload, the timeline, the constraints and the budget envelope. We do not pitch and we do not present.
With the two or three operators who genuinely fit, and why the others do not.
If you want to move, we make the introduction and step back. There is no cost at any point.
A desk that never declines anything is selling something. Ours is not. Stated up front, so nobody spends a week finding out.
Whoever's workload occupies the capacity and whose balance sheet stands behind the term, or an advisor they name in writing.
You contract directly with the OEM, ODM, distributor, cloud or facility. We are not in the chain and we do not add one.
Run first, not after the commercial terms. It is why suppliers quote our buyers real numbers instead of screening quotes.
Brokers and resellers without a nameable end user do not get a file. If a requirement is wrong for the desk, we say so in the first reply.
Twenty minutes with the desk, no pitch and no quote at the end of it. Tell us roughly what you need and we will come back within one business day.
Your enquiry has landed with the desk. Acknowledged within one hour.