Compute DeskHow Compute Desk lit up H200 capacity in India through Spheron, with bandwidth past the India DC norm
NVIDIA H200 capacity for one of Compute Desk's buyers, sourced direct from a Tier 3+ neo cloud partner in India during the GPU shortage. Dedicated high-bandwidth networking past the 100 Mbps ceiling most India operators hand customers, at a rate below the channel-partner route the shortage was driving.
About Compute Desk
Compute Desk builds the financial infrastructure for the GPU compute market. The product line covers three pieces: Compute Signal for live private-deal pricing across the market, Compute Trader for the workflow that closes large compute deals faster, and Compute Clear for the transaction layer that secures GPU capacity programmatically. Together they give GPU providers, buyers, and lenders a working market structure for compute the way trading desks have for everything else.
The buyer side of that market is AI teams running training, fine-tuning, and inference at production volume. Compute Desk's job is to make the deal happen: specific hardware, specific region, specific commercial terms. For one of those buyers, the deal needed H200 capacity inside India.
The challenge
The buyer's requirement was specific. H200 capacity, in-region in India for data residency, on terms that left margin for everyone in the chain. The harder constraint was the one buyers usually find out about three weeks in: most India operators cap customer-facing bandwidth around 100 Mbps, which puts a hard ceiling on inference throughput and turns a production deployment into a network-bound one. The deal needed an operator that could give bandwidth the workload could actually use.
The timing made it worse. The procurement landed in the middle of the GPU shortage, when most Tier 3+ facilities in India that could host an H200 deployment of this caliber were already booked out on existing commitments. The few operators with free racks knew it, and channel-partner quotes in the market had drifted higher than usual. Doing the sourcing in-house meant a multi-month project just to get to a shortlist.
In-region H200 with bandwidth that actually carries an inference workload, in the middle of a shortage, is not a search you finish in a week. We needed a sourcing partner already inside the supply side of the Indian neo cloud market, not a procurement project to staff.
Why Compute Desk chose Spheron
Spheron has spent the time qualifying neo cloud and Tier 3+ partners across multiple regions, India included. The qualification covers facility tier, power and cooling, network paths, hardware lineage, compliance posture, operational maturity. The commercial relationships sit direct with the operators, not stacked behind a reseller. By the time a partner gets surfaced, the diligence is done.
Across the India partner network, Spheron found a Tier 3+ neo cloud operator that could put H200 in front of Compute Desk's buyer on terms the deal could carry. Commitment was negotiated direct with the operator at a rate below the standard channel-partner route, and well below what the shortage was driving comparable quotes to. The bandwidth piece, which is the part that usually breaks India deployments, came through on the same agreement: dedicated high-throughput networking, not the customer-cap most operators run by default.
Spheron also set up the operational line between Compute Desk's buyer and the data center for everything after go-live: storage profile changes, bandwidth adjustments, region failover, hardware questions. The buyer talks to the facility directly; Spheron stays on for commercial coordination and escalation when it helps.
Spheron walked into this deal already inside the supply side of the Indian neo cloud market. That is what got our buyer H200 on terms the deal could carry, with bandwidth that did not need the usual three-week diagnosis to surface. The sourcing project we would have had to run does not exist now.
The setup
The H200 servers run inside a Tier 3+ neo cloud facility in India chosen for power, cooling, and network reliability. The 141 GB HBM3e on H200 fits long-context inference and large-model serving cleanly, which is what the buyer was optimising for. Networking on the cluster is configured for the production traffic profile the workload actually needs, not the conservative defaults most India operators ship with.
Day-to-day, the deployment behaves like an in-house one. The DC sourcing, the commercial relationship, and the operator-side coordination sit with Spheron. Compute Desk keeps the buyer relationship and the rest of its product surface, with one less in-region procurement project on the roadmap.
The outcome
The buyer's H200 deployment is live in India at a rate the deal can carry, on networking that holds up under production traffic. The procurement closed direct with the operator, no channel-partner margin in the middle, in a shortage that priced most teams out of rentals this caliber.
The same channel scales for the next buyer that needs in-region capacity on specific commercial terms. Compute Desk brings the buyer; Spheron sources the supply and runs the operator side. As new partners come online with H200, B200, or B300 capacity in the region, the same channel handles them.
Sourcing H200 in India is hard. Doing it during a shortage, with bandwidth that does not cap at 100 Mbps, is a different category of hard. Spheron walked into the deal with the India partner network and the operator relationship already in place. Our buyer got the capacity in the region they needed, at a rate that worked. We make the market. They source the supply.
Compute Desk
Need GPU capacity sourced for you?
Tell us what you're building, the GPU type you need, and the region. We source it from one of our vetted data center partners and get you on-demand access with per-minute billing.