Unified training system for large-scale AI workloads combining Slurm and Kubernetes orchestration.
CoreWeave SUNK is the industry's first unified training system built for the most demanding AI workloads. It delivers production-grade reliability and operational visibility for large, long-running training jobs by preserving Slurm workflows while bringing Kubernetes-native operational discipline to the cluster.
SUNK includes self-service cluster deployment, SUNK Anywhere for multi-environment consistency, and integrated Mission Control for end-to-end cluster health monitoring. It features topology-aware scheduling, unified observability from infrastructure to job-level behavior, and automated mitigation of hardware anomalies and GPU stragglers.
Determined AI
Determined Training Platform
determined.ai
NVIDIA
Run:ai
nvidia.com
RunPod
RunPod Cloud
runpod.io
| Attribute | CoreWeave SUNK | Determined Training Platform | Run:ai | RunPod Cloud | |
|---|---|---|---|---|---|
| Provider |  | Determined AIdetermined.ai | | | |
| Founded | 2017 | 2017 | 1993 | 2022 | |
| Sells To | Enterprise | — | Consumers, Enterprise | Enterprise, Small Business | |
| Pricing Model | Recurring, Software, Usage-based | — | Licensing, Product Sales, Subscription | Recurring, Usage-based | |
| Ownership | Equity, Venture-backed | — | Public | Venture-backed |
Provider
Founded 2017
Sells To Enterprise
Pricing Model Recurring, Software, Usage-based
Ownership Equity, Venture-backed
Provider Determined AIdetermined.ai
Founded 2017
Sells To —
Pricing Model —
Ownership —
Provider
Founded 1993
Sells To Consumers, Enterprise
Pricing Model Licensing, Product Sales, Subscription
Ownership Public
Provider
Founded 2022
Sells To Enterprise, Small Business
Pricing Model Recurring, Usage-based
Ownership Venture-backed
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