Brev.dev vs Nebius AI: Pricing, Specs, Strengths & Weaknesses

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.

Nebius AI is a high-performance AI cloud offering non-virtualized H100, H200, and Blackwell GPU clusters with InfiniBand, documented MTBF/MTTR (8-minute mean time to resolution, 6-hour mean time between failures for 3,000 GPUs, per Nebius-published figures), and competitive TCO for fine-tuning and inference. Trusted by Revolut (200+ H100s, 1.2M chat tickets/month), Shopify, Recraft, and Photoroom. NVIDIA Reference Platform Cloud Partner. Includes built-in MLOps tooling, serverless inference (Token Factory), managed inference, DataOps, and ModelOps. $27B supply agreement with Meta. EU data residency, GDPR compliant.