CentML vs. Nebius Comparison


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About CentML accelerates Machine Learning workloads by optimizing models to utilize hardware accelerators, like GPUs or TPUs, more efficiently and without affecting model accuracy. Our technology boosts training and inference speed, lowers compute costs, increases your AI-powered product margins, and boosts your engineering team's productivity. Software is no better than the team who built it. Our team is stacked with world-class machine learning and system researchers and engineers. Focus on your AI products and let our technology take care of optimum performance and lower cost for you.	About Training-ready platform with NVIDIA® H100 Tensor Core GPUs. Competitive pricing. Dedicated support. Built for large-scale ML workloads: Get the most out of multihost training on thousands of H100 GPUs of full mesh connection with latest InfiniBand network up to 3.2Tb/s per host. Best value for money: Save at least 50% on your GPU compute compared to major public cloud providers*. Save even more with reserves and volumes of GPUs. Onboarding assistance: We guarantee a dedicated engineer support to ensure seamless platform adoption. Get your infrastructure optimized and k8s deployed. Fully managed Kubernetes: Simplify the deployment, scaling and management of ML frameworks on Kubernetes and use Managed Kubernetes for multi-node GPU training. Marketplace with ML frameworks: Explore our Marketplace with its ML-focused libraries, applications, frameworks and tools to streamline your model training. Easy to use. We provide all our new users with a 1-month trial period.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Companies searching for an optimization platform for ML training	Audience Founders of AI startups, ML engineers, MLOps engineers, and any roles interested in optimizing compute resources for their AI/ML tasks
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing $2.66/hour Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information CentML Founded: 2022 Canada centml.ai	Company Information Nebius Founded: 2022 Netherlands nebius.ai/
Alternatives Runpod	Alternatives Runpod
Nebius	CoreWeave
Together AI	Dataoorts GPU Cloud Dataoorts
Gemini Enterprise Agent Platform Google	Gemini Enterprise Agent Platform Google
Deep Infra View All	TensorWave View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported LLM API Supported Machine Learning Supported	Categories AI Cloud Providers Supported AI Image Generators Supported AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported Cloud GPU Supported Cloud Service Providers Supported Data Preparation Supported LLM API Supported Machine Learning Supported Object Storage Supported Virtual Private Cloud (VPC) Supported

Integrations AI SpendOps Not Supported Amazon Web Services (AWS) Supported Google Cloud Platform Supported Llama 4 Maverick Supported Llama 4 Scout Supported Microsoft Azure Supported NVIDIA DGX Cloud Lepton Not Supported NVIDIA DGX Cloud Serverless Inference Not Supported Nebius Token Factory Not Supported Shadeform Not Supported View All 5 Integrations	Integrations AI SpendOps Supported Amazon Web Services (AWS) Not Supported Google Cloud Platform Not Supported Llama 4 Maverick Not Supported Llama 4 Scout Not Supported Microsoft Azure Not Supported NVIDIA DGX Cloud Lepton Supported NVIDIA DGX Cloud Serverless Inference Supported Nebius Token Factory Supported Shadeform Supported View All 5 Integrations
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