RunMat vs. UberCloud Comparison


RunMat	UberCloud Simr (formerly UberCloud)	+	+
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About RunMat (by Dystr) is a fast, free, open-source alternative for running MATLAB code. Users can run their existing .m files with complete MATLAB language grammar and core semantics. No license fees, no lock-in. 300+ built-in functions supported. RunMat is built with a modern Rust runtime featuring a tiered execution model: an interpreter (Ignition) for instant 5ms startup and a JIT compiler (Turbine/Cranelift) for hot paths. GPU acceleration is automatic via a fusion engine that detects elementwise operation chains and dispatches them as optimized GPU kernels across NVIDIA, AMD, Apple Silicon, and Intel GPUs through Metal, DirectX 12, Vulkan, and WebGPU. Up to 131x faster than NumPy and 7x faster than PyTorch on dense numerical workloads. Runs everywhere: CLI, NPM package, Homebrew, Jupyter kernel, or instantly in the browser via WebAssembly + WebGPU. Single portable binary. MIT licensed.	About Simr (formerly UberCloud) is a cutting-edge platform for Simulation Operations Automation (SimOps). It streamlines and automates complex simulation workflows, enhancing productivity and collaboration. Leveraging cloud-based infrastructure, Simr offers scalable, cost-effective solutions for industries like automotive, aerospace, and electronics. Trusted by leading global companies, Simr empowers engineers to innovate efficiently and effectively. Simr supports a variety of CFD, FEA and other CAE software including Ansys, COMSOL, Abaqus, CST, STAR-CCM+, MATLAB, Lumerical and more. Simr automates every major cloud including Microsoft Azure, Amazon AWS, and Google GCP.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Engineers, Scientists, Researchers	Audience IT Teams
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 Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $0 Free, Open Source. MIT licensed runtime with no seat limits. Cloud plans available for collaboration and team features. Free Version Supported Free Trial Not Supported	Pricing Fixed annual per user subscription. Does not increase with cloud usage. 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 5.0 / 5 ease 5.0 / 5 features 4.7 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros 1. Excellent team of engineers who can support round the clock! 2. I have had a pleasant experience working with UberCloud's team members who have always helped me solve issues with our computational tasks 3. UberCloud built an amazing HPC tool for our highly complex simulations that collapsed our run time by 100 fold and that has been a boon to our acoustic team 4. UberCloud consistently improves user experiences by adding features to their software (e.g., resource monitoring tool, text alerts for active clusters to name a few) that has increased our productivity 5. They have a dedicated software expert, who can understand your issue pretty well and can offer solutions in no time. The weekly Q&A sessions setup by UberCloud with their software experts helps address our questions quickly in addition to learning new techniques. UberCloud makes it super easy to move existing simulation software applications to the public cloud. With UberCloud's browser-based application, your engineers can create a flexible HPC cluster with a click. You don't need to worry about cloud security or cost management as your HPC cluster will be secured and optimized by UberCloud. Completely Automated environment Bring up and tear down of infrastructure in a matter of minutes Containers with pre-installed HPC software provides an environment that is ready to use by engineers Provides the ability to scale up or down the number of nodes in the environment dynamically Cons Happy with the services offered by UberCloud! Nothing to point out so far! UberCloud support was great, I can't think of any issues. Not all schedulers are natively supported yet Level of support varies by cloud provider
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported
Company Information RunMat Founded: 2022 United States runmat.com	Company Information Simr (formerly UberCloud) Founded: 2013 United States www.simr.com
Alternatives Rio Terminal	Alternatives Ansys Cloud Direct Ansys
MATLAB The MathWorks	COMSOL Multiphysics Comsol Group
Google Cloud Deep Learning VM Image Google	Samadii Multiphysics Metariver Technology Co.,Ltd
TypeGPU Software Mansion	Faction
YAKINDU Model Viewer itemis AG View All	Kamatera View All
Categories Computer-Aided Engineering (CAE) Supported	Categories Cloud Management Supported Cloud Migration Supported Computer-Aided Engineering (CAE) Supported HPC Supported Infrastructure-as-a-Service (IaaS) Supported Simulation Supported
Computer-Aided Engineering (CAE) Features CAD/CAM Compatibility Not Supported Finite Element Analysis Not Supported Fluid Dynamics Supported Import / Export Files Supported Integrated 3D Modeling Not Supported Manufacturing Process Simulation Supported Mechanical Event Simulation Supported Multibody Dynamics Not Supported Thermal Analysis Supported	Computer-Aided Engineering (CAE) Features CAD/CAM Compatibility Not Supported Finite Element Analysis Supported Fluid Dynamics Supported Import / Export Files Not Supported Integrated 3D Modeling Not Supported Manufacturing Process Simulation Supported Mechanical Event Simulation Supported Multibody Dynamics Supported Thermal Analysis Supported Show More Features Cloud Management Features Access Control Supported Billing & Provisioning Not Supported Capacity Analytics Supported Cost Management Not Supported Demand Monitoring Supported Multi-Cloud Management Supported Performance Analytics Supported SLA Management Not Supported Supply Monitoring Not Supported Workflow Approval Not Supported Simulation Features 1D Simulation Not Supported 3D Modeling Supported 3D Simulation Supported Agent-Based Modeling Not Supported Continuous Modeling Not Supported Design Analysis Supported Direct Manipulation Not Supported Discrete Event Modeling Not Supported Dynamic Modeling Supported Graphical Modeling Supported Industry Specific Database Not Supported Monte Carlo Simulation Supported Motion Modeling Supported Presentation Tools Supported Stochastic Modeling Supported Turbulence Modeling Supported
Integrations MATLAB Supported 3DEXPERIENCE Not Supported Amazon Web Services (AWS) Not Supported COMSOL Multiphysics Not Supported FORGE Not Supported GitHub Supported Google Cloud Platform Not Supported Jupyter Notebook Supported Microsoft Azure Not Supported SIMULIA Not Supported Simcenter X Not Supported XFdtd Not Supported npm Supported Show More Integrations View All 4 Integrations	Integrations MATLAB Supported 3DEXPERIENCE Supported Amazon Web Services (AWS) Supported COMSOL Multiphysics Supported FORGE Supported GitHub Not Supported Google Cloud Platform Supported Jupyter Notebook Not Supported Microsoft Azure Supported SIMULIA Supported Simcenter X Supported XFdtd Supported npm Not Supported Show More Integrations View All 10 Integrations
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