CentML vs. Nebius vs. SQL vs. V Programming Language Comparison


CentML	Nebius	SQL	V Programming Language
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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.	About SQL is a domain-specific programming language used for accessing, managing, and manipulating relational databases and relational database management systems.	About Simple, fast, safe, and compiled. For developing maintainable software. Simple language for building maintainable programs. You can learn the entire language by going through the documentation over a weekend, and in most cases, there's only one way to do something. This results in simple, readable, and maintainable code. This results in simple, readable, and maintainable code. Despite being simple, V gives a lot of power to the developer and can be used in pretty much every field, including systems programming, webdev, gamedev, GUI, mobile, science, embedded, tooling, etc. V is very similar to Go. If you know Go, you already know 80% of V. Bounds checking, No undefined values, no variable shadowing, immutable variables by default, immutable structs by default, option/result and mandatory error checks, sum types, generics, and immutable function args by default, mutable args have to be marked on call.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
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	Audience Developers and database admins	Audience Developers interested in a language for building maintainable programs
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API	API Offers API	API Offers API
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Pricing No information available. Free Version Free Trial	Pricing $2.66/hour Free Version Free Trial	Pricing Free Free Version Free Trial	Pricing Free Free Version Free Trial
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	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 Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information CentML Founded: 2022 Canada centml.ai	Company Information Nebius Founded: 2022 Netherlands nebius.ai/	Company Information SQL Founded: 1974 sourceforge.net/software/product/SQL/	Company Information V Programming Language United States vlang.io
Alternatives RunPod	Alternatives CoreWeave	Alternatives dbt dbt Labs	Alternatives Clojure
Vertex AI Google	Dataoorts GPU Cloud Dataoorts	MongoDB	Swift Apple
Nebius	Lambda	Datomic	Vyper
Deep Infra	RunPod	NoSQL	Cython
AWS Neuron Amazon Web Services View All	Vertex AI Google View All	Racket Racket Language View All	Zig Zig Software Foundation View All
Categories AI Inference AI Infrastructure AI/ML Model Training LLM API Machine Learning	Categories AI Image Generators AI Inference AI Infrastructure AI/ML Model Training Cloud GPU Cloud Service Providers Data Preparation LLM API Machine Learning Object Storage Virtual Private Cloud (VPC)	Categories Database Programming Languages	Categories Programming Languages

Integrations Amazon Athena Apache Hive Backtrace Baidu Palo ChatGPT Pro CloudBeaver Enterprise DeepSeek-V3 Devin Flexberry AI Assistant GPT-5 mini Gemini 2.5 Pro Gerrit Code Review IBM Cognos Analytics Kontra LabWindows/CVI PromptQL PyCharm Raptool Designer TierDeveloper Turso Show More Integrations View All 5 Integrations	Integrations Amazon Athena Apache Hive Backtrace Baidu Palo ChatGPT Pro CloudBeaver Enterprise DeepSeek-V3 Devin Flexberry AI Assistant GPT-5 mini Gemini 2.5 Pro Gerrit Code Review IBM Cognos Analytics Kontra LabWindows/CVI PromptQL PyCharm Raptool Designer TierDeveloper Turso Show More Integrations View All 2 Integrations	Integrations Amazon Athena Apache Hive Backtrace Baidu Palo ChatGPT Pro CloudBeaver Enterprise DeepSeek-V3 Devin Flexberry AI Assistant GPT-5 mini Gemini 2.5 Pro Gerrit Code Review IBM Cognos Analytics Kontra LabWindows/CVI PromptQL PyCharm Raptool Designer TierDeveloper Turso Show More Integrations View All 439 Integrations	Integrations Amazon Athena Apache Hive Backtrace Baidu Palo ChatGPT Pro CloudBeaver Enterprise DeepSeek-V3 Devin Flexberry AI Assistant GPT-5 mini Gemini 2.5 Pro Gerrit Code Review IBM Cognos Analytics Kontra LabWindows/CVI PromptQL PyCharm Raptool Designer TierDeveloper Turso Show More Integrations View All 4 Integrations
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