Hosting providers
Turn GPUs into a safe shared service you can sell.
- 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, notebooks, 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
Slots and quotas for students, faculty, 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
Govern internal AI and compute platforms.
- Governance, approvals, and audit-friendly GPU usage.
- Hybrid model using on-prem GPUs and cloud bursting.
- Multi-tenant isolation across departments and business units.
- Path to internal or external GPU marketplaces when you are ready.