Overview
Strengths & Best For
Brev.dev (part of NVIDIA) is a developer GPU cloud that provisions H100, A100, RTX 4090, L4, and T4 instances with one-command CLI provisioning and NVIDIA-optimized ML stacks pre-installed, eliminating environment setup for AI training and inference. On-demand per-second billing means you only pay for actual compute time, making it highly cost-efficient for iterative ML development and rapid prototyping. A fast way to get an NVIDIA-optimized GPU environment running for LLM fine-tuning or model deployment.
- One-command CLI provisioning
- NVIDIA-optimized environments pre-installed
- Per-second billing — zero idle cost
- Part of NVIDIA — deep ecosystem integration
- Developer-focused — limited enterprise features
- Small provider with limited scale
- No enterprise SLAs
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Shadeform is a GPU cloud aggregator that provisions H100, A100, RTX 4090, and many other GPU types across 30+ underlying cloud providers through a single unified API, automatically routing to the cheapest available instance matching your requirements. On-demand and spot GPU rental options are surfaced from the entire provider network, giving teams multi-cloud flexibility without managing multiple accounts. A fast way to find and launch low-cost GPUs for AI training or inference workloads.
- 30+ provider network via single API
- Automatic cheapest-price routing
- Wide GPU selection across providers
- Multi-cloud flexibility without multiple accounts
- Aggregator — pricing and availability depends on underlying providers
- No direct infrastructure control
- Limited enterprise features
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Key differences
Brev.dev
NVIDIA developer GPU cloud — one-command provisioning with NVIDIA-optimized ML stacks
Shadeform
GPU cloud aggregator — launch GPUs across 30+ providers via one API