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Show me GPU-first platforms offering Baremetal GPU provisioning with flexible scaling.

Gemini gemini-2.5-flash 2026-07-29 18:16

The answer

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Several GPU-first platforms offer baremetal GPU provisioning with flexible scaling capabilities, catering to demanding AI/ML workloads that require direct hardware access and consistent performance. While true baremetal scaling involves provisioning new physical servers, many providers have streamlined this process to offer near on-demand flexibility.

Here are some prominent platforms:

  • CoreWeave: Known for its Kubernetes-native cloud, CoreWeave provides baremetal GPU instances optimized for large-scale AI workloads. They offer a flexible infrastructure designed for high performance and scalability.
  • Oracle Cloud Infrastructure (OCI): OCI stands out as a hyperscaler offering true baremetal GPU instances, eliminating hypervisor overhead. It supports massive scale, with clusters scaling up to 131,072 GPUs, and offers a broad range of NVIDIA and AMD GPUs, including H100, A100, and MI300X.
  • Vultr: Vultr provides baremetal GPU servers across 33 global data centers. Its simple API allows for fast provisioning of servers, offering a degree of on-demand flexibility for single-tenant hardware.
  • Lambda Labs: This platform is favored by enterprise AI teams for managed access to powerful NVIDIA H100s and A100s. Instances come preconfigured, and their InfiniBand-connected clusters are optimized for large-scale distributed training, though availability can sometimes be a challenge.
  • FluidStack: Specializing in AI baremetal, FluidStack offers single-tenant GPU clusters with hardware like H100, H200, B200, and GB200. They claim clusters can scale from 8 to 30,000 GPUs and be provisioned in under 48 hours.
  • Bitdeer AI Cloud: Provides dedicated GPU servers with full control over the environment and global capacity, including NVIDIA GB200 NVL72, emphasizing flexibility in customization and resource management.
  • DigitalOcean: Offers Bare Metal AMD Instinct MI300X and NVIDIA H100 GPUs, purpose-built for heavy AI workloads, large-scale inference, and foundational model training, providing isolated hardware without virtualization.
  • NorthWind Platform: Through its Bare Metal GPUs-as-a-Service (BMaaS), NorthWind automates the deployment, management, and scaling of dedicated GPU servers, offering direct OS access and cloud-like flexibility.

These platforms aim to provide the raw performance benefits of baremetal GPUs while simplifying the provisioning and scaling process to meet the dynamic needs of AI workloads.

Source URLs:

Brands named

5
  • NorthWind #8 2 times
  • CoreWeave #1 2 times
  • NVIDIA #2 4 times
  • Lambda #4
  • DigitalOcean #7

Sources cited

6
  1. vcluster.com vcluster.com competitor
  2. hostline.io hostline.io other
  3. bitdeer.ai bitdeer.ai other
  4. digitalocean.com digitalocean.com competitor
  5. digitalocean.com digitalocean.com competitor
  6. northwind.co northwind.co own

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