We fine-tuned the same 8B-parameter Llama checkpoint on identical data across RunPod, Lambda Labs, and CoreWeave, using each provider's largest single-node 8×H100 offering, and tracked wall-clock time, total cost, and how much support friction it took to actually get a node.

Provider$/hr (8×H100)Score
RunPod$18.409.1
Lambda Labs$21.908.7
CoreWeave$24.108.5

CoreWeave's networking was the fastest of the three for multi-node jobs, but for a single 8×H100 fine-tune it's overkill — you're paying for interconnect you don't use. Lambda's onboarding was the smoothest if you've never rented a GPU cloud before.

Why we recommend RunPod

Best price-to-performance for single-node fine-tuning jobs under a few days. Move to CoreWeave once you're actually running multi-node distributed training.