Alternatives to NVIDIA Isaac Lab
Compare NVIDIA Isaac Lab alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to NVIDIA Isaac Lab in 2026. Compare features, ratings, user reviews, pricing, and more from NVIDIA Isaac Lab competitors and alternatives in order to make an informed decision for your business.
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Predator Software
Predator Software
Since 1994, Predator Software focuses on automating manufacturers worldwide with innovative and award-winning software applications. Predator Software is an industry leader in Industry 4.0, lean manufacturing, industrial networking solutions and automation via shop floor control or SFC. Predator's SFC technologies include CNC networking, machine monitoring, OEE, production data management, data collection, machine simulation & verification, tool & gage crib management, traveler management, CNC post processing, flexible manufacturing systems and robotic cell control software.Starting Price: $250 -
2
NVIDIA Isaac
NVIDIA
NVIDIA Isaac is an AI robot development platform that comprises NVIDIA CUDA-accelerated libraries, application frameworks, and AI models to expedite the creation of AI robots, including autonomous mobile robots, robotic arms, and humanoids. The platform features NVIDIA Isaac ROS, a collection of CUDA-accelerated computing packages and AI models built on the open source ROS 2 framework, designed to streamline the development of advanced AI robotics applications. Isaac Manipulator, built on Isaac ROS, enables the development of AI-powered robotic arms that can seamlessly perceive, understand, and interact with their environments. Isaac Perceptor facilitates the rapid development of advanced AMRs capable of operating in unstructured environments like warehouses or factories. For humanoid robotics, NVIDIA Isaac GR00T serves as a research initiative and development platform for general-purpose robot foundation models and data pipelines. -
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NVIDIA Isaac Sim
NVIDIA
NVIDIA Isaac Sim is an open source reference robotics simulation application built on NVIDIA Omniverse, enabling developers to design, simulate, test, and train AI-driven robots in physically realistic virtual environments. It is built atop Universal Scene Description (OpenUSD), offering full extensibility so developers can create custom simulators or seamlessly integrate Isaac Sim's capabilities into existing validation pipelines. The platform supports three essential workflows; large-scale synthetic data generation for training foundation models with photorealistic rendering and automatic ground truth labeling; software-in-the-loop testing, which connects actual robot software with simulated hardware to validate control and perception systems; and robot learning through NVIDIA’s Isaac Lab, which accelerates training of behaviors in simulation before real-world deployment. Isaac Sim delivers GPU-accelerated physics (via NVIDIA PhysX) and RTX-enabled sensor simulation.Starting Price: Free -
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NVIDIA Isaac GR00T
NVIDIA
NVIDIA Isaac GR00T (Generalist Robot 00 Technology) is a research-driven platform for developing general-purpose humanoid robot foundation models and data pipelines. It includes models like Isaac GR00T-N, and synthetic motion blueprints, GR00T-Mimic for augmenting demonstrations, and GR00T-Dreams for generating novel synthetic trajectories, to accelerate humanoid robotics development. Recently, the open source Isaac GR00T N1 foundation model debuted, featuring a dual-system cognitive architecture, a fast-reacting “System 1” action model, and a deliberative, language-enabled “System 2” reasoning model. The updated GR00T N1.5 introduces enhancements such as improved vision-language grounding, better language command following, few-shot adaptability, and new robot embodiment support. Together with tools like Isaac Sim, Lab, and Omniverse, GR00T empowers developers to train, simulate, post-train, and deploy adaptable humanoid agents using both real and synthetic data.Starting Price: Free -
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ISAAC
ISAAC Instruments
ISAAC offers in-cab technology that goes far beyond electronic logging devices (ELDs). We partner with fleets to simplify the life of truck drivers and keep the wheels turning. We provide a reliable, comprehensive open platform that allows trucking fleets to integrate all of their business apps on a single device. Our real-time, in-cab coaching supports eco-driving for unparalleled fuel savings and safer driving, while artificial intelligence (AI) technology empowers informed decision-making. ISAAC is the market leader in Canada and has a rapidly growing presence among top-performing trucking fleets across the United States. ISAAC is a proud member of the Allied Committee for the Trucking Industry (ACT 1), an elite group of suppliers committed to industry improvement. Best-in-class fleets partner with ISAAC to achieve even greater heights. Visit ISAAC website to see how we can help simplify your operations. -
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NVIDIA Jetson
NVIDIA
NVIDIA's Jetson platform is a leading solution for embedded AI computing, utilized by professional developers to create breakthrough AI products across various industries, as well as by students and enthusiasts for hands-on AI learning and innovative projects. The platform comprises small, power-efficient production modules and developer kits, offering a comprehensive AI software stack for high-performance acceleration. This enables the deployment of generative AI at the edge, supporting applications like NVIDIA Metropolis and the Isaac platform. The Jetson family includes a range of modules tailored to different performance and power efficiency needs, such as the Jetson Nano, Jetson TX2, Jetson Xavier NX, and the Jetson Orin series. Each module is designed to meet specific AI computing requirements, from entry-level projects to advanced robotics and industrial applications. -
7
AWS RoboMaker
Amazon
AWS RoboMaker is a cloud-based simulation service that enables robotics developers to run, scale, and automate simulations without managing any infrastructure. It allows for cost-effective scaling and automation of simulation workloads, supports large-scale and parallel simulations with a single API call, and facilitates the creation of user-defined, randomized 3D virtual environments. Developers can perform automated regression testing within a continuous integration and continuous delivery pipelines, train reinforcement learning models through extensive iterative trials, and connect multiple concurrent simulations to fleet management software for comprehensive testing. By integrating with AWS machine learning, monitoring, and analytics services, AWS RoboMaker enables robots to stream data, navigate, communicate, comprehend, and learn. Connect multiple concurrent simulations to your fleet management software for testing. -
8
Hello Customer
Insider Metrics
Hello Customer is the end-to-end customer feedback management platform that lets you collect, analyse and react to customer feedback in real-time. Set up customer satisfaction surveys with NPS, CSAT or CES and open feedback fields. Our AI engine ISAAC provides you with sentiment analysis and categorisation of the feedback so you can immediately see where your product or service is doing well or where you need to improve. -
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Millo-Mobile
Millo-Mobile
Millo-Mobile offers comprehensive trucking software. Features: – Order taking, order tracking. – Availability of equipment, drivers. – Distribution (Full loads, broken lots, LTL). – Brokerage-Logistics. – Integration of exchanges with drivers. – Calculation of fuel taxes (IFTA). – Garage (PEP preventive maintenance & repairs). – Driver envelopes, expense tracking. – Sub-contractors, income & deductibles. – Invoicing, rates & quotes. – HOS – Logbook management – Isaac integration – Dashboard (web application). – Circle check (mobile app) – Income & expenses, cost price. – Satellite integration.Starting Price: $350.00/year -
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Gemini Robotics
Google DeepMind
Gemini Robotics brings Gemini’s capacity for multimodal reasoning and world understanding into the physical world, allowing robots of any shape and size to perform a wide range of real-world tasks. Built on Gemini 2.0, it augments advanced vision-language-action models with the ability to reason about physical spaces, generalize to novel situations, including unseen objects, diverse instructions, and new environments, and understand and respond to everyday conversational commands while adapting to sudden changes in instructions or surroundings without further input. Its dexterity module enables complex tasks requiring fine motor skills and precise manipulation, such as folding origami, packing lunch boxes, or preparing salads, and it supports multiple embodiments, from bi-arm platforms like ALOHA 2 to humanoid robots such as Apptronik’s Apollo. It is optimized for local execution and has an SDK for seamless adaptation to new tasks and environments. -
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Calculix
Calculix
With CalculiX finite element models can be built, calculated, and post-processed. The pre-and post-processor is an interactive 3D tool using the OpenGL API. The solver is able to do linear and non-linear calculations. Static, dynamic, and thermal solutions are available. Because the solver makes use of the abaqus input format it is possible to use commercial pre-processors as well. In turn the pre-processor can write mesh-related data for nastran, abaqus, ansys, code-aster, and for the free-cfd codes dolfyn, duns, ISAAC and OpenFOAM. A simple step reader is included. In addition, external CAD interfaces are available. The program is designed to run on Unix platforms like Linux and Irix computers but also on MS Windows. -
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Simcenter MAGNET
Siemens
Simcenter MAGNET is a powerful electromagnetic field simulation solution for performance prediction of motors, generators, sensors, transformers, actuators, solenoids, or any component with permanent magnets or coils. Simcenter MAGNET helps you predict the performance of any component with permanent magnets or coils. Perform low-frequency electromagnetic field simulations. Simcenter MAGNET includes capabilities to accurately model the physics of electromagnetic devices. This includes the ability to model manufacturing processes, temperature-dependent material properties, magnetization and de-magnetization modeling, and vector hysteresis models among others. Simcenter MAGNET also has a built-in motion solver with a six-degree-of-freedom capability. It allows for complex problems like magnetic levitation or complex motion to be accurately modeled and analyzed. This is made possible with a unique smart re-meshing technology. -
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Mathstral
Mistral AI
As a tribute to Archimedes, whose 2311th anniversary we’re celebrating this year, we are proud to release our first Mathstral model, a specific 7B model designed for math reasoning and scientific discovery. The model has a 32k context window published under the Apache 2.0 license. We’re contributing Mathstral to the science community to bolster efforts in advanced mathematical problems requiring complex, multi-step logical reasoning. The Mathstral release is part of our broader effort to support academic projects, it was produced in the context of our collaboration with Project Numina. Akin to Isaac Newton in his time, Mathstral stands on the shoulders of Mistral 7B and specializes in STEM subjects. It achieves state-of-the-art reasoning capacities in its size category across various industry-standard benchmarks. In particular, it achieves 56.6% on MATH and 63.47% on MMLU, with the following MMLU performance difference by subject between Mathstral 7B and Mistral 7B.Starting Price: Free -
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E-Hub NDI
Applied Computing & Engineering
e-hub NDI is the acronym of Engineering hub for Non-Destructive Inspection. The software is a flexible platform for a variety of manufacturing inspection needs. Design & Simulate in software, then generate the program for the robot controller. e-hub NDI is an offline simulation and programming software for robotic non-destructive testing. The sensor performing the inspection may or may not be in contact with the part to be inspected. -
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RoboDK
RoboDK
RoboDK is a powerful and cost-effective simulator for industrial robots and robot programming. RoboDK simulation software allows you to get the most out of your robot. No programming skills are required with RoboDK's intuitive interface. You can easily program any robot offline with just a few clicks. RoboDK has an extensive library with over 500 robot arms. The advantage of using RoboDK's simulation and offline programming tools is that it allows you to program robots outside the production environment. With RoboDK you can program robots directly from your computer and eliminate production downtime caused by shop floor programming. Use your robot arm like a 5-axis milling machine (CNC) or a 3D printer. Simulate and convert NC programs to robot programs (G-code or APT-CLS files). RoboDK will automatically optimize the robot path, avoiding singularities, axis limits and collisions. Simulation and Offline Programming of industrial robots has never been easier.Starting Price: €145 -
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RoboLogix
Logic Design Inc.
RoboLogix is a state-of-the-art robotics simulation software package that is designed to emulate real-world robotics applications. With RoboLogix, you teach, test, run, and debug programs that you have written yourself using a five-axis industrial robot in a wide range of practical applications. These applications include pick-and-place, palletizing, welding, and painting, and allow for customized environments so that you can design your own robotics application. With RoboLogix, the user can run the simulator to test and visually examine the execution of robot programs and control algorithms. RoboLogix is ideal for students as well as robot designers and engineers. It is the only robotics simulation tool that provides engineering-level simulation at such an affordable price. The simulation software allows for verification of the reachability, travel ranges, and collisions.Starting Price: $295 one-time payment -
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Bright Cluster Manager
NVIDIA
NVIDIA Bright Cluster Manager offers fast deployment and end-to-end management for heterogeneous high-performance computing (HPC) and AI server clusters at the edge, in the data center, and in multi/hybrid-cloud environments. It automates provisioning and administration for clusters ranging in size from a couple of nodes to hundreds of thousands, supports CPU-based and NVIDIA GPU-accelerated systems, and enables orchestration with Kubernetes. Heterogeneous high-performance Linux clusters can be quickly built and managed with NVIDIA Bright Cluster Manager, supporting HPC, machine learning, and analytics applications that span from core to edge to cloud. NVIDIA Bright Cluster Manager is ideal for heterogeneous environments, supporting Arm® and x86-based CPU nodes, and is fully optimized for accelerated computing with NVIDIA GPUs and NVIDIA DGX™ systems. -
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Webots
Cyberbotics
Cyberbotics' Webots is an open source, multi-platform desktop application designed for modeling, programming, and simulating robots. It offers a comprehensive development environment that includes a vast asset library with robots, sensors, actuators, objects, and materials, facilitating rapid prototyping and efficient robotics project development. Users can import existing CAD models from tools like Blender or URDF and integrate OpenStreetMap data to create detailed simulations. Webots supports programming in multiple languages, including C, C++, Python, Java, MATLAB, and ROS, providing flexibility for diverse development needs. Its modern GUI, combined with a physics engine and OpenGL rendering, enables realistic simulation of various robotic systems, such as wheeled robots, industrial arms, legged robots, drones, and autonomous vehicles. The platform is widely utilized in industry, education, and research for tasks like robot prototyping, and AI algorithm development.Starting Price: Free -
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SimuPACT
SimGenics
SimuPACT is an advanced simulation platform that enables rapid development of high-fidelity, full-scope power and process plant simulators with modern, intuitive graphical tools and a powerful integrated architecture that supports engineering analysis, operator training, and control system checkout on the same platform without extra cost. It embraces the latest software technologies and engineering strategies to deliver higher accuracy and faster simulator creation, with configurable modelling tools, solvers, and extensive libraries for electrical networks, multi-phase flows, logic and control networks, sensors, actuators, mechanical systems, and materials handling, and it integrates seamlessly with distributed control system (DCS) emulation and third-party systems using standard protocols. SimuPACT also includes a flexible instructor station that lets users configure simulations, initiate malfunctions, manage scenarios, and review trainee performance. -
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Imagine Robotify
Imagine Learning
Imagine Robotify is a browser-based robotics simulator that teaches students in grades 3–8 how to code in a fun, engaging, and playful way. With no downloads or installation required, it is both affordable and accessible. It utilizes a three-part foundational framework, learn, create, and compete, where students interact with unique 3D environments and a fleet of virtual robots. It offers over 100 hours of curriculum and 1,000+ challenges, teaching foundational programming concepts like loops, variables, and functions. Students apply their knowledge through project-based learning, building and sharing coding projects. It introduces game-based learning, allowing students to participate in competitions that reinforce their coding skills. Imagine Robotify supports both block-based coding (Blockly) and Python, catering to various skill levels. -
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PyBullet
PyBullet
PyBullet is a Python module for physics simulation, robotics, and deep reinforcement learning, built on the Bullet Physics SDK. It supports loading articulated bodies from URDF, SDF, and other formats, providing forward dynamics simulation, inverse dynamics computation, kinematics, collision detection, and ray intersection queries. PyBullet offers rendering capabilities, including a CPU renderer and OpenGL visualization, with support for virtual reality headsets. It is utilized in various research projects, such as Assistive Gym, which leverages PyBullet for physical human-robot interaction and assistive robotics, supporting collaborative robots and physically assistive tasks. Another project, Kubric, is an open source Python framework interfacing with PyBullet and Blender to generate photo-realistic scenes with rich annotations, scaling to large jobs distributed over thousands of machines. -
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Ansys Maxwell
Ansys
Ansys Maxwell is an EM field solver for electric machines, transformers, wireless charging, permanent magnet latches, actuators and other electr mechanical devices. It solves static, frequency-domain and time-varying magnetic and electric fields. Maxwell also offers specialized design interfaces for electric machines and power converters. With Maxwell, you can precisely characterize the nonlinear, transient motion of electromechanical components and their effects on the drive circuit and control system design. By leveraging Maxwell’s advanced electromagnetic field solvers and seamlessly linking them to the integrated circuit and systems simulation technology, you can understand the performance of electromechanical systems long before building a prototype in hardware. Maxwell offers a trusted simulation of low-frequency electromagnetic fields in industrial components. -
23
EMWorks
EMWorks
EMWorks provides best-in-class electromagnetic simulation software for electrical and electronics design with multiphysics capabilities. The company’s products are fully and seamlessly embedded in SOLIDWORKS and Autodesk Inventor®. Applications include electromechanical and power electronics, antennas, RF and microwave components, and power and signal integrity of high-speed interconnects. EMS is an electromagnetic field simulation software for designing and optimizing electromagnetic and electromechanical devices such as transformers, electric motors, actuators, and sensors inside SOLIDWORKS® and Autodesk® Inventor®. EMWorks2D is a 2D electromagnetic simulation software for 2D planar and axis-symmetric geometries and it is completely embedded inside SOLIDWORKS. This product enables users to do quick simulations before migrating to 3D and helps in rapid product development. -
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Parallel Domain Replica Sim
Parallel Domain
Parallel Domain Replica Sim enables the creation of high-fidelity, fully annotated, simulation-ready environments from users’ own captured data (photos, videos, scans). With PD Replica, you can generate near-pixel-perfect reconstructions of real-world scenes, transforming them into virtual environments that preserve visual detail and realism. PD Sim provides a Python API through which perception, machine learning, and autonomy teams can configure and run large-scale test scenarios and simulate sensor inputs (camera, lidar, radar, etc.) in either open- or closed-loop mode. These simulated sensor feeds come with full annotations, so developers can test their perception systems under a wide variety of conditions, lighting, weather, object configurations, and edge cases, without needing to collect real-world data for every scenario. -
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RobotWorks
SOLIDWORKS
RobotWorks is a CNC-style program for off-line programming of industrial robots. It is an add-in to SOLIDWORKS, acting upon CAD objects (faces, edges, etc.) within an assembly. Creation parts, tools, fixtures, work-cell parts, and a robot path inside one interactive environment. Automatic path generation along CAD features (faces, curves, and more) Simulating robot and tool motion, collision detection, external axes, robot joint limits, and more. Handles offsets, user frames, and motion in several coordinate systems. Imports points from CNC programs and other formats and make them robot programs. Translates and writes robot programs in most industrial robots formats Affordable PC solution for the end user, simple and intuitive, and has a very short learning curve Among its many features, RobotWorks can generate without effort a path for "Carry Part," in which the part is manipulated against a fixed tool. -
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Adams
Hexagon
Adams helps engineers to study the dynamics of moving parts, and how loads and forces are distributed throughout mechanical systems. Product manufacturers often struggle to understand true system performance until very late in the design process. Mechanical, electrical, and other subsystems are validated against their specific requirements within the systems engineering process, but full-system testing and validation comes late, leading to rework and design changes that are riskier and more costly than those made early on. As the world's most famous and widely used Multibody Dynamics (MBD) software, Adams improves engineering efficiency and reduces product development costs by enabling early system-level design validation. Engineers can evaluate and manage the complex interactions between disciplines including motion, structures, actuation, and controls to better optimize product designs for performance, safety, and comfort. -
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Flojoy
Flojoy
Within 5 minutes of downloading Flojoy Studio, you'll be building and running powerful Python-based engineering and AI apps - all without any coding knowledge. Engineers use Flojoy Studio to stream measurements from robotics, microcontrollers, single board computers, test stations, and benchtop instruments to Flojoy Cloud. Once in Flojoy Cloud, this research data can be analyzed, archived, downloaded, and annotated by team members. Flojoy is the de facto resource for open-source instrument control in Python. Flojoy is on a mission to support every major motion platform (robotic arms, stepper motors, servos, linear actuators, pneumatics, and more) with first-class and open-source Python support.Starting Price: $150 per month -
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SprutCAM X
SprutCAM Tech
SprutCAM X is CAD/CAM software featuring a streamlined workflow and comprehensive functionality. Compatible with any CNC machine: 3/4 and 5 axis Mill, Lathe, Mill-turn, Swiss, MTM, EDM. Toolpath calculation is performed taking into account full machine kinematics and limitations including collision avoidance and axis limits control. A single environment for the offline programming (OLP) of industrial robots. An efficient robot machining solution for the rapid creation of complex collision-free 3D movements in native 6 or more axes code (5 to 6 axis transformations are not required). The SprutCAM team has been working on CAM software development since 1987. During this long period we have gained extensive experience and expertise in computer-aided manufacturing. Our team consists of experts and practitioners in the technologies required to power the tools to make CNC programming easier, faster, and more effective for our customers. -
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Mission Management Platform
Nurjana Technologies
Mission Management Platform (MMP). The Mission Management Platform is a software suite that can be installed in a modular MSCCS configuration, without limitations regarding the number of control working position (CWP). The NT MMP is a framework developed by Nurjana that can be installed in a modular MSCCS configuration, without limitations regarding the number of control working position (CWP). The complete functionalities of MMP software for MSCCS can be allocated to two major categories of Software Modules, each of which can be composed of various NT standard components (i.e. libraries and building blocks): Mission Setup and Analysis Applications – Scenario Definition and Pre-Mission Control Module. This Module supports the user to define a so called Range Abstraction Layer and the environment data structure used to represent various entities involved in the mission, including the geographical terrain, sensors, projectile, environment, etc. The Range Abstraction Layer -
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ENCY Tuner
ENCY Software
ENCY Tuner is shop-floor NC-code simulation software designed to fine-tune, validate, and optimize G-code for CNC machines and industrial robots. It enables operators and programmers to simulate the machining process, edit NC-code, and re-engineer legacy code for modern equipment, ensuring precise and error-free production. Highlights: - State-of-the-art G-code machining simulation - Flexible NC code editing - NC program reengineering - Support for CNC machines and robots - Detection of Collisions and Errors - Virtual Setup and Tool Management - Wide selection of postprocessors and interpreters - Capability for direct installation in CNC controllers With ENCY Tuner, users achieve error-free machining, streamline code adjustments, and efficiently validate production-ready NC-code directly on the shop floor. -
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NVIDIA Base Command Manager
NVIDIA
NVIDIA Base Command Manager offers fast deployment and end-to-end management for heterogeneous AI and high-performance computing clusters at the edge, in the data center, and in multi- and hybrid-cloud environments. It automates the provisioning and administration of clusters ranging in size from a couple of nodes to hundreds of thousands, supports NVIDIA GPU-accelerated and other systems, and enables orchestration with Kubernetes. The platform integrates with Kubernetes for workload orchestration and offers tools for infrastructure monitoring, workload management, and resource allocation. Base Command Manager is optimized for accelerated computing environments, making it suitable for diverse HPC and AI workloads. It is available with NVIDIA DGX systems and as part of the NVIDIA AI Enterprise software suite. High-performance Linux clusters can be quickly built and managed with NVIDIA Base Command Manager, supporting HPC, machine learning, and analytics applications. -
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RoboCell
Intelitek
RoboCell integrates ScorBase's robotic control software with interactive 3D solid modeling simulation, accurately replicating the dimensions and functions of Intelitek robotic equipment. This integration allows students to teach positions, write programs, and debug robotic applications offline before executing them in an actual work cell. RoboCell enables experimentation with various simulated work cells, even if the physical setups are unavailable in the lab. Advanced users can design 3D objects and import them into RoboCell for use in virtual work cells. The software operates in three modes: Online mode for controlling the robotic cell, Simulation mode for managing the virtual robotic cell in a 3D display, and offline mode for verifying ScorBase programs. Key features include dynamic 3D simulation with tracking of robots and devices, simulation of robot movements and gripper part manipulation, and support for peripheral axes like conveyor belts, XY tables, rotary tables, etc. -
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AWS SimSpace Weaver
Amazon
Learn how to scale your simulation across instances without the hassle of managing them. AWS SimSpace Weaver makes it easier to build and run large-scale spatial simulations in the cloud, letting AWS manage the scale and complexity so you can focus on building. Understand possible real-world outcomes and visualize immersive environments with massive, city-scale 3D simulations. Increase the size, complexity, and number of objects in your simulations, distributed across instances fully managed by SimSpace Weaver. Avoid time-consuming challenges surrounding data management, replication, and time synchronization across servers. Integrate seamlessly with popular development toolkits and simulation engines, such as Unreal Engine and Unity. Create millions of dynamic entities with unique behavior models in virtual environments that are representative of the real world. Simulate traffic patterns, public transportation networks, or supply chain infrastructure for entire cities or countries.Starting Price: $6.08 per hour -
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NVIDIA NGC
NVIDIA
NVIDIA GPU Cloud (NGC) is a GPU-accelerated cloud platform optimized for deep learning and scientific computing. NGC manages a catalog of fully integrated and optimized deep learning framework containers that take full advantage of NVIDIA GPUs in both single GPU and multi-GPU configurations. NVIDIA train, adapt, and optimize (TAO) is an AI-model-adaptation platform that simplifies and accelerates the creation of enterprise AI applications and services. By fine-tuning pre-trained models with custom data through a UI-based, guided workflow, enterprises can produce highly accurate models in hours rather than months, eliminating the need for large training runs and deep AI expertise. Looking to get started with containers and models on NGC? This is the place to start. Private Registries from NGC allow you to secure, manage, and deploy your own assets to accelerate your journey to AI. -
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Fido
Fido
Fido is a light-weight, open-source, and highly modular C++ machine learning library. The library is targeted towards embedded electronics and robotics. Fido includes implementations of trainable neural networks, reinforcement learning methods, genetic algorithms, and a full-fledged robotic simulator. Fido also comes packaged with a human-trainable robot control system as described in Truell and Gruenstein. While the simulator is not in the most recent release, it can be found for experimentation on the simulator branch. -
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Lucky Robots
Lucky Robots
Lucky Robots is a robotics-focused simulation platform that lets teams train, test, and refine AI models for robots entirely in high-fidelity virtual environments that mimic real-world physics, sensors, and interactions, enabling massive generation of synthetic training data and rapid iteration without physical robots or costly lab setups. It uses hyper-realistic scenes (e.g., kitchens, terrain) built on advanced simulation tech to create varied edge cases, generate millions of labeled episodes for scalable model learning, and accelerate development while reducing cost and safety risk. It supports natural language control in simulated scenarios, lets users bring their own robot models or choose from commercially available ones, and includes tools for collaboration, environment sharing, and training workflows via LuckyHub, helping developers push models toward real-world performance more efficiently.Starting Price: Free -
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WaveFarer
Remcom
WaveFarer is a high-fidelity radar simulator that accounts for multipath and scattering from structures and vehicles in the immediate environment of a radar system as well as key atmospheric and scattering effects for frequencies up to and beyond 100 GHz. Applications include simulation of automotive drive scenarios, indoor sensors, and far-field radar cross section (RCS). WaveFarer’s features enable fast and accurate analysis of scenarios with radars in close proximity to structures, targets, and other features in a simulated environment. WaveFarer is designed to support all applications relevant to the simulation and analysis of a radar system. For automotive radar, this includes evaluating radar sensor placement and target returns within a simulated drive scenario environment. For surveillance radar applications, this includes analysis of target radar cross section (RCS) and the impact of materials on results. -
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Gemini Robotics-ER 1.6
Google DeepMind
Gemini Robotics-ER 1.6 is a family of AI models developed by Google DeepMind to bring advanced multimodal intelligence into the physical world by enabling robots to perceive, reason, and act in real-world environments. Built on the Gemini 2.0 foundation, it extends traditional AI capabilities by adding physical action as an output modality, allowing robots to interpret visual input and natural language instructions and convert them directly into motor commands to complete tasks. It includes a vision-language-action model that processes images and instructions to execute tasks, as well as a complementary embodied reasoning model (Gemini Robotics-ER) that specializes in spatial understanding, planning, and decision-making within physical environments. These models enable robots to generalize across new situations, objects, and environments, allowing them to perform complex, multi-step tasks even if they were not explicitly trained for them. -
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MATLAB
The MathWorks
MATLAB® combines a desktop environment tuned for iterative analysis and design processes with a programming language that expresses matrix and array mathematics directly. It includes the Live Editor for creating scripts that combine code, output, and formatted text in an executable notebook. MATLAB toolboxes are professionally developed, rigorously tested, and fully documented. MATLAB apps let you see how different algorithms work with your data. Iterate until you’ve got the results you want, then automatically generate a MATLAB program to reproduce or automate your work. Scale your analyses to run on clusters, GPUs, and clouds with only minor code changes. There’s no need to rewrite your code or learn big data programming and out-of-memory techniques. Automatically convert MATLAB algorithms to C/C++, HDL, and CUDA code to run on your embedded processor or FPGA/ASIC. MATLAB works with Simulink to support Model-Based Design. -
40
Robot Framework
Robot Framework
Robot Framework is a generic open-source automation framework. It can be used for test automation and robotic process automation (RPA). Robot Framework is supported by Robot Framework Foundation. Many industry-leading companies use the tool in their software development. Robot Framework is open and extensible. Robot Framework can be integrated with virtually any other tool to create powerful and flexible automation solutions. Robot Framework is free to use without licensing costs. Robot Framework has an easy syntax, utilizing human-readable keywords. Its capabilities can be extended by libraries implemented with Python, Java or many other programming languages. Robot Framework has a rich ecosystem around it, consisting of libraries and tools that are developed as separate projects.Starting Price: Free -
41
Palladyne IQ
Palladyne AI
Palladyne IQ is a closed-loop autonomy software platform that adds human-like reasoning, adaptability, and autonomy to industrial robots, cobots, and other robotic platforms. It enables robots to observe, learn, reason, and act, processing data locally (“edge computing”) using multimodal sensor inputs (vision, LiDAR, radar, acoustic, etc.), allowing machines to perceive their environment, learn new tasks from a few human-guided demonstrations (often just 1–5), and dynamically adapt to changes or unexpected conditions. Rather than rigid pre-programmed routines, robots powered by Palladyne IQ can autonomously determine optimal actions in real time and complete complex, variable tasks such as pick-and-place, parts sequencing, product assembly, quality-control inspection, surface preparation (grit blasting, sanding, hydroblasting), and maintenance operations. -
42
NVIDIA GPU-Optimized AMI
Amazon
The NVIDIA GPU-Optimized AMI is a virtual machine image for accelerating your GPU accelerated Machine Learning, Deep Learning, Data Science and HPC workloads. Using this AMI, you can spin up a GPU-accelerated EC2 VM instance in minutes with a pre-installed Ubuntu OS, GPU driver, Docker and NVIDIA container toolkit. This AMI provides easy access to NVIDIA's NGC Catalog, a hub for GPU-optimized software, for pulling & running performance-tuned, tested, and NVIDIA certified docker containers. The NGC catalog provides free access to containerized AI, Data Science, and HPC applications, pre-trained models, AI SDKs and other resources to enable data scientists, developers, and researchers to focus on building and deploying solutions. This GPU-optimized AMI is free with an option to purchase enterprise support offered through NVIDIA AI Enterprise. For how to get support for this AMI, scroll down to 'Support Information'Starting Price: $3.06 per hour -
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Leveraging SaaS capabilities through our industrial cloud platform, AVEVA Connect, AVEVA Unified Engineering is a data-centric environment for real-time engineering data. Spans the conceptual design, front-end engineering and design (FEED), and detailed design phases of your project's lifecycle. Achieve data transparency across project disciplines and throughout project design lifecycle phases, using the only data-centric environment which unifies the process engineering and asset engineering lifecycles. Execute conceptual, FEED, and detailed engineering design from one data-centric hub to enable collaboration across teams and external suppliers. Create a digital twin with real-time project data to deliver engineering visibility across all project partners, with minimal handover burden. Work securely, anytime and anywhere, to improve productivity, empower your workforce, and scale quickly according to project needs.
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Foxglove
Foxglove
Foxglove is a visualization, observability, and data management platform purpose-built for robotics and embodied AI development that centralizes and simplifies working with large, multimodal temporal datasets, including time series, sensor logs, imagery, lidar/point clouds, geospatial maps, and more, in a single, integrated workspace. It enables engineers to record, import, organize, stream, and visualize both live and recorded data from robots using intuitive, customizable dashboards with interactive panels for 3D scenes, plots, raw messages, images, and maps, helping users understand how robots sense, think, and act. Foxglove supports real-time connections to systems like ROS and ROS 2 via bridges and web sockets, enables cross-platform workflows (desktop app for Linux, Windows, and macOS), and facilitates rapid analysis, debugging, and performance optimization by synchronizing diverse data sources in time and space.Starting Price: $18 per month -
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Fieldscale
Fieldscale
36% decrease in power consumption of the end product, with an optimized sensor design. Acceleration in their R&D efforts by being able to test hundreds of different sensor components and design variations simultaneously. Ability to identify design flaws in a matter of hours instead of weeks, and thus reducing the time-to-market for new products. Its cutting-edge algorithms are integrated within a simple, intuitive user environment to support the effortless design of great touch screen products. Fieldscale solvers expand the boundaries of electric simulation as we know them today, enabling very complex simulations. With thousands or even millions of analyses and different scenarios and get the results the same day. Fieldscale finally enables the possibility for you to realize optimal design easier and faster than your competitors. -
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Discover an open, scalable and modular virtual driving simulator that enables testing against a variety of objectives and performance requirements. Ansys VRXPERIENCE Driving Simulator Powered by SCANeR™ enables you to assemble scenarios, test software, consider vehicle dynamics and experience sensors within a virtual driving environment. It enables a fully virtual driving lab for analyzing performance results. VRXPERIENCE Driving Simulator offers an immersive simulated test-drive experience set within a representative world. Perform exhaustive safety assessments to drive millions of virtual miles in days and accelerate development by 1,000x compared to physical road-testing. As passenger automobiles become more digitalized and more autonomous, they require a wide range of advanced technologies that include sensors, such as cameras, radar and lidars, as well as embedded software supporting automated control systems.
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Gazebo
Gazebo
Gazebo is an open source robotics simulator that provides high-fidelity physics, rendering, and sensor models for developing and testing robot applications. It supports multiple physics engines, including ODE, Bullet, and Simbody, enabling accurate dynamics simulation. Gazebo offers advanced 3D graphics through rendering engines like OGRE v2, delivering realistic environments with high-quality lighting, shadows, and textures. It includes a wide array of sensors, such as laser range finders, 2D/3D cameras, IMUs, GPS, and more, with the ability to simulate sensor noise. Users can develop custom plugins for robot, sensor, and environment control, and interact with simulations via a plugin-based graphical interface powered by Gazebo GUI. Gazebo provides access to numerous robot models, including PR2, Pioneer2 DX, iRobot Create, and TurtleBot, and allows users to build new models using SDF.Starting Price: Free -
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SimScale
SimScale
SimScale is a cloud-based web application that plays a key part in simulation software for many kinds of industries. The platform allows the use of Computational Fluid Dynamics (CFD), Finite Element Analysis (FEA), and Thermal Simulation. It also offers 3D simulation, continuous modeling, and motion & dynamic modeling. -
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Simcenter 3D
Siemens
Address complex engineering challenges by enhancing simulation efficiency. Simcenter 3D is one of the most comprehensive, fully-integrated CAE solutions. Simcenter 3D helps you model and evaluate complex product performance through revolutionary improvements in simulation efficiency. By integrating multiple physics domains together from a single simulation modeling environment, you gain better insight into your product’s performance faster. Simcenter 3D is an integrated environment in which you perform all of your CAE pre- and post-processing. Unrivaled geometry manipulation tools help you intuitively defeature and abstract computer-aided design (CAD) geometry from any source. Comprehensive meshing and modeling tools support multiple simulation applications and give you the unique capability to associate your analysis model with design data. This helps you speed up the tedious modeling process and keep analysis models in sync with the latest design. -
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ISG-virtuos
ISG
An increasing number of variants with a tendency towards batch size 1, shorter product life cycles and high cost pressure: In the age of digitization, digital twins are indispensable in many areas. ISG Industrielle Steuerungstechnik GmbH has years of experience in the realization of simulation solutions with significant competitive advantages for customers in the field of mechanical and plant engineering. With the new generation ISG-virtuos 3 the simulation platform also becomes a solution for manufacturing automation and intralogistics. ISG-virtuos is an open, cross-company simulation platform, with which complete production systems including all components (controls, robots, material flow etc.) can be checked and optimized in deterministic real time. The simulations are created from virtual components, which - stored in corresponding libraries - can be reused and exchanged at any time.
