Nebius vs. Substrate Comparison


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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.	About Substrate is the platform for agentic AI. Elegant abstractions and high-performance components, optimized models, vector database, code interpreter, and model router. Substrate is the only compute engine designed to run multi-step AI workloads. Describe your task by connecting components and let Substrate run it as fast as possible. We analyze your workload as a directed acyclic graph and optimize the graph, for example, merging nodes that can be run in a batch. The Substrate inference engine automatically schedules your workflow graph with optimized parallelism, reducing the complexity of chaining multiple inference APIs. No more async programming, just connect nodes and let Substrate parallelize your workload. Our infrastructure guarantees your entire workload runs in the same cluster, often on the same machine. You won’t spend fractions of a second per task on unnecessary data roundtrips and cross-region HTTP transport.
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 Founders of AI startups, ML engineers, MLOps engineers, and any roles interested in optimizing compute resources for their AI/ML tasks	Audience Individuals and companies wanting a tool to run multi-step AI workloads
Support Phone Support Not 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 Supported
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Pricing $2.66/hour Free Version Not Supported Free Trial Not Supported	Pricing $30 per month Free Version Not Supported Free Trial Not Supported
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Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Nebius Founded: 2022 Netherlands nebius.ai/	Company Information Substrate Founded: 2023 United States www.substrate.run/
Alternatives Runpod	Alternatives Substrate Parity Technologies
CoreWeave	Ramp Router Ramp
Dataoorts GPU Cloud Dataoorts	Ansys Exalto Ansys
Gemini Enterprise Agent Platform Google	ParaState
TensorWave View All	Together AI View All
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	Categories AI Development Supported AI Inference Supported AI Infrastructure Supported LLM Routers Supported Vector Databases Supported

Integrations AI SpendOps Supported Muse Spark Open Supported NVIDIA DGX Cloud Lepton Supported NVIDIA DGX Cloud Serverless Inference Supported Nebius Token Factory Supported Python Not Supported Shadeform Supported Slack Not Supported Stable Diffusion Not Supported TypeScript Not Supported View All 6 Integrations	Integrations AI SpendOps Not Supported Muse Spark Open Not Supported NVIDIA DGX Cloud Lepton Not Supported NVIDIA DGX Cloud Serverless Inference Not Supported Nebius Token Factory Not Supported Python Supported Shadeform Not Supported Slack Supported Stable Diffusion Supported TypeScript Supported View All 4 Integrations
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