AI Infrastructure & GPU Cloud
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Providers renting accelerated compute, from bare-metal clusters to per-second serverless GPUs. These are the specialists. The hyperscalers have their own category, and several companies here also appear under fine-tuning platforms because they sell managed layers on top of their own hardware.
What to compare
Start with availability of the specific accelerator you need. Then contract shape, whether spot, on-demand or reserved, interconnect quality for multi-node training, and storage locality. Advertised hourly rates mean nothing until egress, storage and minimum commitments are folded in.
5 companies in this category
Hot AisleBoutique GPU cloud provider offering AMD-based AI compute.
Northern Data GroupEuropean infrastructure company operating large-scale GPU data centers.
PaperspaceCloud GPU platform for ML training, now part of DigitalOcean.
San Francisco Compute CompanyMarketplace for buying and selling GPU compute capacity.
TensorWaveGPU cloud provider specializing in AMD Instinct accelerator infrastructure.