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One platform to operate the full AI lifecycle

You keep control of your infrastructure, policies, and data.
Nucleaton™ manages your GPU cluster operations and schedules compute for training, inference and agents.

Explore Nucleaton™
  • Large-scale training & inference

    Run multi-node training and production inference on the same cluster.

  • Automated fault management

    Automatically isolate faulty nodes using the most advanced real-time telemetry. Reduce job failures and wasted compute hours.

  • Dynamic resource allocation

    Reallocate compute between training and inference to reduce GPU idle time.

“C-Gen.AI dynamically allocates idle compute to inference workloads, so AI resources are continuously utilized rather than sitting idle.”

Dr. Sami KamaFounder & CEO, C-Gen.AI

The cost of idle GPUs

<50%

GPU capacity is used on many AI clusters between training runs.

You still pay for the idle capacity.

Reclaim idle GPU time and turn it into capacity or revenue.

Cluster overview
Live

GPU utilization, before and with Nucleaton™. Before: training runs at 70%, drops to 30%, stops, then runs at 45%, leaving 30%, 70%, 100% and 55% of GPUs idle. With Nucleaton™: training continues at 45% and inference fills the other 55%; training rises to 70% and inference yields to 30%; training pauses and inference takes the full cluster at 100%; training returns at 70% with inference at 30%; then training drops to 15% and inference takes 85%. Training plus inference never exceeds 100%.

  • Training GPU utilization (avg)
  • Inference GPU utilization (avg)
  • Idle GPUs

Led by a world-class team

We’ve designed, built and run some of the largest AI training and inference systems in production.

Dr. Sami Kama

Dr. Sami Kama

Founder & CEO
  • 17 years at CERN
  • Inventor, TensorFlow-TensorRT Integration (NVIDIA)
  • Inventor and Architect, AWS SageMaker
  • Inventor and Architect, AWS SageMaker HyperPod
  • Creator, SageMaker Profiler (world’s first distributed AI profiler)
Richard Vencu

Richard Vencu

Head of Engineering
  • Former Head of HPC & MLOps, Stability AI
  • Managed one of the world’s largest AI training clusters
  • Co-Founder & Engineering Lead, LAION

FAQs

Can’t find your answer? Contact us.

C-Gen.AI is a turnkey AI infrastructure orchestration platform. Unlike a standard cloud provider, we provide the software layer (Nucleaton™) that automates the deployment, management, and monetization of GPU clusters across any environment—whether on-premise, private cloud, or bare-metal.

Maximize ROI on AI infrastructure

Stop managing infrastructure and start scaling.

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