What NVIDIA Run:ai does
NVIDIA Run:ai is an enterprise platform for orchestrating AI workloads and managing GPU resources. It is Kubernetes-native and purpose-built for AI, providing intelligent scheduling that maximizes GPU efficiency and dynamically scales training and inference across teams.
Key capabilities
- Fractional GPU allocation to share a single GPU across multiple jobs or notebooks
- Dynamic, policy-based scheduling with job priority, queueing, and team quotas
- Workload-aware orchestration that treats training, tuning, and inference differently
- A control plane (available as SaaS or self-hosted) for managing multiple GPU clusters across on-premises, cloud, and hybrid environments
Who it's for
NVIDIA Run:ai is aimed at enterprises and AI/ML teams that run GPU-intensive workloads and need to maximize utilization across shared infrastructure. As a developer-tools and infrastructure platform, it helps organizations isolate resources by team while keeping expensive GPUs busy.