Provider 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. The fastest way to get an NVIDIA-optimized GPU environment running for LLM fine-tuning or model deployment.
- One-command provisioning
- NVIDIA-optimized environments
- Pre-built ML stacks
- Developer-friendly CLI
UpCloud is a Finnish cloud provider known for its MaxIOPS storage and reliable infrastructure, now offering H100 and A100 GPU instances for AI and ML workloads across Finnish, EU, US, and APAC data centers. On-demand billing and a strong uptime track record make it a dependable choice for European teams that need GPU compute paired with high-performance storage for data-intensive AI training pipelines. A solid European GPU cloud for teams that value reliability and storage performance alongside GPU compute.
- MaxIOPS storage
- Reliable uptime
- European presence
- Competitive pricing
Live GPU Pricing
Region Coverage
Popular Comparisons
Brev.dev — specialist provider
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. The fastest way to get an NVIDIA-optimized GPU environment running for LLM fine-tuning or model deployment.
UpCloud — specialist provider
UpCloud is a Finnish cloud provider known for its MaxIOPS storage and reliable infrastructure, now offering H100 and A100 GPU instances for AI and ML workloads across Finnish, EU, US, and APAC data centers. On-demand billing and a strong uptime track record make it a dependable choice for European teams that need GPU compute paired with high-performance storage for data-intensive AI training pipelines. A solid European GPU cloud for teams that value reliability and storage performance alongside GPU compute.
Billing model comparison
Brev.dev uses a On-demand (per-second) billing model with a minimum commitment of None. UpCloud uses On-demand billing with a None minimum. Both providers offer flexible billing options — compare the live pricing table above to find the best rate for your specific GPU model and workload duration.
Which workloads each provider suits best
Brev.dev is best suited for: ML developers, Rapid prototyping, NVIDIA ecosystem users, Teams wanting zero setup. Its key strengths are one-command provisioning, nvidia-optimized environments, pre-built ml stacks. UpCloud is best suited for: European teams, Storage-intensive AI, Reliable inference. Its key strengths are maxiops storage, reliable uptime, european presence. Both providers target similar workload profiles — the live pricing table above is the most reliable way to determine which offers better value for your specific GPU model and region requirements.
Support tiers and region coverage
Brev.dev offers Community → Enterprise support across 1 region (US). UpCloud offers Standard support across 4 regions (FI, EU, US and 1 more). UpCloud's broader region footprint gives it an advantage for latency-sensitive workloads or teams with data residency requirements in specific geographies.
Provider background: Brev.dev vs UpCloud
Brev.dev was founded in 2021 and is headquartered in San Francisco, CA. UpCloud was founded in 2011 and is headquartered in Helsinki, Finland. UpCloud has 10 years more operational history than Brev.dev, which may matter for teams evaluating provider stability and long-term contract risk. Use the live pricing table above to compare current on-demand and spot rates for specific GPU models, and the region map to verify coverage in your target geography.