ClearML vs Vast.ai — Comparison

ClearML

Unlock enterprise-scale AI with ClearML’s AI Infrastructure Platform. Manage GPU clusters, streamline AI/ML workflows, and deploy GenAI models effortl

The ClearML AI Infrastructure Platform is a three-layer solution that delivers a smooth, scalable AI workflow from development to production at enterprise scale. The Infrastructure Control Plane allows you to connect and manage GPU clusters – whether on-premises, in the cloud, or both – ensuring high performance and cost optimization. It offers built-in security features like multi-tenancy, role-based access control, and billing. The AI Development Center provides a robust environment for developing, training, and testing AI models, accessible from anywhere. Finally, the GenAI App Engine effortlessly deploys LLMs onto your clusters, with ClearML handling networking, authentication, and security. Launch any GenAI workload with a single click, and let our scheduler handle the rest. From infrastructure management to AI development and deployment, ClearML streamlines your AI workflows, getting you up and running quickly and efficiently. Control and manage AI infrastructure and maximize compute utilization Streamline the AI/ML development from development to production Boost GenAI deployment with customizable workflows and managed access Drive superior results and lower cost on every AI workload with ClearML​ Derive more value from current infrastructure and delay future hardware purchases. reduction in compute and human capital costs Boost efficiency, cut costs, and accelerate time-to-market. Scale AI on your terms with unmatched flexibility from an agnostic solution. For larger teams with security and compliance needs, see our Scale and Enterprise options. Best for individuals, researchers, academia, and small teams working on projects Best for growing AI teams that require enhanced features and more automation For organizations with 8-48 GPUs Pay for What You Use | *VPC only For organizations with multiple large projects Get in touch with our team and we will assist you with building your business's custom ClearML license. Welcome to the documentation for ClearML, the end-to-end platform for streamlining AI development and deployment. ClearML consists of three essential layers: Each layer provides distinct functionality to ensure an efficient and scalable AI workflow from development to deployment. The AI Development Center offers a robust environment for developing, training, and testing AI models. It is designed to be cloud and on-premises agnostic, providing flexibility in deployment. The GenAI App Engine is designed to deploy large language models (LLM) into GPU clusters and manage various AI workloads, including Retrieval-Augmented Generation (RAG) tasks. This layer also handles networking, authentication, and role-based access control (RBAC) for deployed services. The Platform Management Center provides an administrative dashboard for all tenants across a ClearML deployment. It enables platform administrators to monitor tenant activity, usage, and costs. To begin using the ClearML, follow these steps: For detailed inst

Vast.ai

Real-Time GPU Pricing

Vast.ai is a GPU compute marketplace founded on one idea: whoever controls compute controls AI. We exist to make sure that power stays distributed. Christian Horne — a fellow thinker and builder who also published on LessWrong — shared Jake's view that the compute scaling thesis had profound implications, not just for AI development, but for who would control it. Both saw the same thing: if whoever controlled the most compute controlled the most powerful AI, then the future of artificial general intelligence would be determined by who had the deepest pockets, not who had the best ideas. On June 28, 2016, they incorporated Vast.ai. The founding thesis fit on a napkin: the world was full of underutilized GPU hardware — in gaming rigs, mining farms, research labs, and small data centers — and the people who needed that compute most couldn't afford the hyperscaler rates. But the motivation was never purely commercial. A world where compute flows freely to thousands of independent researchers is a fundamentally different world than one where it is locked behind the pricing walls of a few incumbents. “A world where compute flows freely to thousands of independent researchers is a fundamentally different world than one where it is locked behind the pricing walls of AWS, GCP, and Azure.” What Jake predicted. What the team built. How the field caught up. Jake Cannell publishes a series of essays on LessWrong arguing that intelligence is fundamentally a function of compute — not clever algorithms or hand-engineered modules. Christian Horne (lahwran), a fellow LessWrong contributor, shares the same conviction. The two become collaborators. AlexNet breaks ImageNet benchmarks by scaling a known neural network architecture on GPUs — exactly as the scaling hypothesis predicted. The deep learning revolution begins. Jake publishes his landmark essay arguing that the human brain is a single, general-purpose learning algorithm — not a zoo of specialized circuits. He predicts AlphaGo two years before it happens and forecasts human-level vision (~2024±3) and language via scaled deep learning. Jake Cannell and Christian Horne incorporate Vast.ai as a Delaware C Corporation. The founding thesis: the world is full of underutilized GPU hardware, and the people who need that compute most can’t afford hyperscaler rates. The market needs a two-sided platform. For two years, Jake and Christian build the marketplace platform end-to-end: host onboarding, search interface, pricing engine, Docker-based instance management — engineered to work across heterogeneous hardware and wildly different network conditions. Vast.ai launches — not with a press release, but the way honest products launch: to friends, family, and a post on Hacker News. GPU compute 3–5x cheaper than AWS, available in seconds, no enterprise contract required. Early independent hosts join the platform. The marketplace concept is validated — developers get cheaper GPUs, hosts monetize idle har

ClearML

Vast.ai

ClearML

Vast.ai

ClearML

Vast.ai