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Backend.AI: Transforming GPU Complexity into Operational Simplicity

Answer for hyper-scale deep learning & scientific computing

Discover how Backend.AI transforms GPU complexity into operational simplicity, managing 16,000+ GPUs across 110+ sites with container-level virtualization and the Sokovan orchestrator.

Maximize GPU utilization with Backend.AI's advanced scheduler and Sokovan orchestrator.


Backend.AI manages over 16,000 GPUs across 110+ sites worldwide. The platform combines container-level GPU fractioning with Sokovan orchestrator to optimize utilization for AI and HPC workloads. As NVIDIA DGX-Ready Software, it delivers seamless operation with NVIDIA DGX systems, GB200 Grace Blackwell, and supports 11+ heterogeneous GPU architectures.

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NVIDIA pioneered accelerated computing to tackle challenges no one else can solve, powering the world’s most advanced data centers, AI systems, and supercomputers.

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