Who GPUPlane is built for

A single control plane that works for hosting providers, AI teams, universities, and enterprises.

Hosting Providers

Turn GPUs into a safe shared service.

  • Offer GPU access alongside shared hosting or VPS.
  • Integrate with DirectAdmin, cPanel, or custom panels.
  • Define per-customer packages, quotas, and limits.
  • Protect against abuse and noisy neighbors on shared servers.

AI and ML Teams

Fair access for training and inference.

  • Slot-based scheduling so experiments do not collide.
  • GPU minutes tracked per project, user, or team.
  • Jupyter sessions plus batch training and inference jobs.
  • Separate policies for development, staging, and production.

Universities and Labs

Students, professors, and research groups.

  • Time-based slots instead of manual reservation lists.
  • Student and faculty quotas with clear visibility.
  • Usage reports to support grants and lab funding.
  • Safe templates for AI, HPC, and rendering workloads.

Enterprises

Internal AI and compute platforms.

  • Governance, approvals, and audit logs for GPU usage.
  • Hybrid model using on-prem GPUs and cloud bursting.
  • Multi-tenant isolation across departments and business units.
  • Future path to internal or external GPU marketplaces.

From one server to a full marketplace

Start with a single GPU server, grow to multiple nodes, and then selectively plug into cloud GPUs or publish your own slots as a marketplace.