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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Salad orchestrates idle consumer GPUs from homes and small businesses worldwide into a single API-driven platform. GPU catalog: RTX 5090, RTX 4090, RTX 5080, RTX 4080, RTX 3090. Four priority tiers: High (never preempted), Medium, Low, Lowest (batch, cheapest). vCPU and RAM included with every GPU. Products: Community Cloud (lowest-cost distributed pool), Salad Dedicated (reserved RTX PRO 6000 Blackwell bare metal on contract), AI Gateway (OpenAI-compatible LLM endpoint), Transcription API, Private AI Cloud (run on your own idle GPUs). SOC 2 Type I. Trusted by Civitai (10M images/day).
- RTX 4090 (Lowest priority) — cheapest RTX 4090 inference anywhere
- RTX 5090 (Lowest priority) — Blackwell at consumer prices
- Four priority tiers: High/Medium/Low/Lowest — balance cost vs reliability
- vCPU and RAM included with every GPU at no extra charge
- Per-second billing, no cold-start charges, no minimums
- Salad Dedicated: RTX PRO 6000 Blackwell bare metal on contract
- Consumer GPU network — not suitable for sub-10ms latency or NVLink multi-GPU training
- No data-residency guarantees on Community Cloud
- Interruptible nodes require fault-tolerant workload design
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Key differences
Brev.dev
NVIDIA developer GPU cloud — one-command provisioning with NVIDIA-optimized ML stacks
Salad
RTX 5090, RTX 4090 (Lowest priority) — distributed idle GPUs, per-second billing