Alternatives to AWS RoboMaker

Compare AWS RoboMaker alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to AWS RoboMaker in 2026. Compare features, ratings, user reviews, pricing, and more from AWS RoboMaker competitors and alternatives in order to make an informed decision for your business.

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    RoboDK

    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.
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    RoboCell

    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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    E-Hub NDI

    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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    RoboSim

    RoboSim

    RoboSim

    RoboSim is an educational platform designed to democratize robot programming education within IT classes. It enables students to construct and program virtual robots cost-effectively, making robotics accessible to a broader audience. By providing a simulated environment, RoboSim allows learners to engage with robotics concepts without the need for expensive hardware, fostering hands-on experience in programming and problem-solving. This approach not only enhances understanding of robotics but also integrates seamlessly into existing curricula, promoting STEM education and preparing students for future technological endeavors. Provide professional multi-version customization services and the personal experience version can be converted and upgraded to the professional version. There is also a campus version, which can be customized immediately according to the needs of the regional/school scale. Unlock the new RoboSim with a low price and high experience.
    Starting Price: $0.079 per month
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    Fuzzy Studio

    Fuzzy Studio

    Fuzzy Logic Robotics

    Visual no-code robot programming and simulation. Designed for people who are not robotics experts. Compatible with all major robot brands (ABB, FANUC, KUKA, Staübli, Universal Robot & Yaskawa). Enables both offline and online robotic programming. Program any robot - no coding skills necessary. There is no need to learn or understand programming to use a robot. With our no-code user interface, visually interact with the 3D simulated environment and the robot programs are automatically generated for you. Get up and running right away without wasting time on details. Figure out how robotics can work for you with step-by-step application tutorials and our clear user interface. Design and simulate your robotic workcell. Design, simulate and modify an entire robotic process in just a few clicks. In Fuzzy Studio, anyone can layout, test, and reconfigure their robotic workcell.
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    Robotmaster

    Robotmaster

    Robotmaster

    Robotmaster is an offline programming software for industrial robots that seamlessly integrates cell layout and planning, CAD-to-path programming, program optimization, simulation, and code generation. It supports multiple robot brands, configurations, and applications, allowing for seamless integration and output of code for real-world cell applications. The software enables users to program high-mix, low-volume production, automate complex shape processes, and increase efficiency while lowering costs. Key features include a simplified user experience for quick learning, automatic detection and avoidance of robot errors, optimization of robot programs to reduce cycle time, and management of complex cells with multiple robots and external devices. Robotmaster also facilitates the validation of robotic processes through simulation, ensuring that programs are accurate and efficient before implementation.
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    Visual Components

    Visual Components

    Visual Components

    Visual Components offers comprehensive Robot Offline Programming (OLP) software designed to streamline and expedite the programming of industrial robots across various brands and applications. The platform enables users to create, simulate, and validate robot programs in a virtual environment, significantly reducing the need for physical prototypes and minimizing production downtime. Key features include automated path solving to detect and resolve collision and reachability issues, realistic simulation capabilities with detailed visual graphics, and universal compatibility with over 18 post-processors and 40+ robot controllers, supporting diverse tasks such as welding, processing, spraying, jigless assembly, and part handling. The software's user-friendly interface allows for quick learning and efficient programming, even for complex layouts involving multiple robots and robotic assembly operations.
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    Webots

    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.
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    MotoSim

    MotoSim

    Yaskawa Motoman

    Yaskawa Motoman's MotoSim EG-VRC (Enhanced Graphics Virtual Robot Controller) is a sophisticated offline programming and 3D simulation software tailored for the precise programming of complex robotic systems. It enables users to construct and simulate robotic work cells virtually, eliminating the need for physical robots during the development phase. Key features include optimizing robot and equipment placement, reach modeling, accurate cycle time calculations, automatic path generation, collision detection, system configuration, condition file editing, and Functional Safety Unit (FSU) configuration. The software incorporates a virtual robot controller, providing a programming pendant interface identical to the actual controller, ensuring a seamless transition from simulation to real-world application. Additionally, MotoSim EG-VRC offers access to an extensive model library, allowing users to download a broad range of third-party models to enhance their simulations.
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    CoppeliaSim

    CoppeliaSim

    Coppelia Robotics

    CoppeliaSim, developed by Coppelia Robotics, is a versatile and powerful robot simulation platform utilized for rapid algorithm development, factory automation simulations, fast prototyping and verification, robotics education, remote monitoring, safety double-checking, and digital twin creation. It features a distributed control architecture, allowing each object or model to be individually controlled via embedded scripts (Python or Lua), plugins (C/C++), remote API clients (Python, Lua, Java, MATLAB, Octave, C, C++, Rust), or custom solutions. The simulator supports five physics engines, MuJoCo, Bullet Physics, ODE, Newton, and Vortex Dynamics, for fast and customizable dynamics calculations, enabling realistic simulation of real-world physics and object interactions, including collision response, grasping, soft bodies, strings, ropes, and cloths. CoppeliaSim provides forward and inverse kinematics calculations for any type of mechanism.
    Starting Price: $2,380 per year
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    RobotExpert
    Siemens' RobotExpert is a user-friendly, 3D robot simulation and offline programming software designed to optimize robotic operations across various industries. It enables the design and simulation of complete workcells in a virtual environment, allowing for the optimization of robot paths and validation of manufacturing processes without disrupting actual production. Key features include intuitive simulation tools, accurate cycle time analysis, collision detection, and support for multiple robot brands and configurations. RobotExpert facilitates seamless integration with existing manufacturing systems, enhancing productivity and reducing time-to-market. Its flexibility makes it suitable for applications such as arc welding, assembly, painting, and material handling. By providing a platform for virtual commissioning, RobotExpert helps in identifying and resolving potential issues early in the design phase, thereby minimizing costly errors and downtime.
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    RobotStudio
    RobotStudio is the world’s most popular offline programming and simulation tool for robotic applications. Based on the best-in-class virtual controller technology, the RobotStudio suite gives you full confidence that what you see on your screen matches how the robot will move in real life. Enabling you to build, test, and refine your robot installation in a virtual environment, this unique technology speeds up commissioning time and productivity by a magnitude. The RobotStudio desktop version allows you to carry out programming and simulation without disturbing ongoing production. RobotStudio cloud enables individuals and teams to collaborate in real-time on robot cell designs from anywhere in the world, on any device. The RobotStudio Augmented Reality Viewer enables you to visualize robots and solutions in a real environment or in a virtual room on any mobile device for free. Both the desktop and mobile applications enable teams to collaborate and make faster decisions.
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    KUKA.Sim
    KUKA.Sim is an intelligent simulation software designed for efficient offline programming of KUKA robots, enabling users to optimize system and robot operations outside the production environment swiftly and effortlessly. The software facilitates the creation of digital twins, providing an identical representation of subsequent production processes. This 3D simulation encompasses the entire planning process, from process design and visualization of material flows to identifying bottlenecks and generating PLC code. KUKA.Sim ensures 100% data consistency, allowing both virtual and real controllers to operate with identical data, thereby laying the groundwork for virtual commissioning. This approach enables pre-testing and optimization of new production lines, offering significant time savings by allowing rapid and individualized planning of system and robot concepts without the necessity of physical construction.
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    HAL Robotics

    HAL Robotics

    HAL Robotics

    HAL Robotics offers a versatile robot programming and simulation software platform designed to automate complex, variable tasks across diverse industries. Their flagship product, DECODE, is a no-code human-robot collaboration software that enables users without robotics or programming expertise to flexibly automate new and variable tasks. DECODE facilitates the creation of digital twins for robot cells, allowing for simulation and validation of machine behavior through an intuitive drag-and-drop interface. It supports over 1,000 robot presets and more than 40 CAD formats, streamlining the process of building accurate virtual models. The platform provides customizable toolpath generators, enabling quick and easy programming of robots by combining robot actions with a library of parametric toolpath generators. This approach ensures error-free robot tasks by utilizing native robot functions.
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    RoboLogix

    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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    OCTOPUZ

    OCTOPUZ

    OCTOPUZ

    OCTOPUZ is an intelligent offline robot programming software that enables path-sensitive, complex robot applications to be programmed without disrupting your manufacturing process and without the need for an onsite robot programming expert. By programming robot functions in a virtual, offline environment, OCTOPUZ eliminates the need to take robots off production, thereby enhancing productivity and profitability. The software supports multiple robot brands, configurations, and applications, allowing for seamless integration and output of code for real-world cell applications. Key features include a simplified user experience for quick learning, automatic detection and avoidance of robot errors, optimization of robot programs to reduce cycle time, and management of complex cells with multiple robots and external devices. OCTOPUZ also facilitates the validation of robotic processes through simulation, ensuring that programs are accurate and efficient before implementation.
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    ENCY Robot

    ENCY Robot

    ENCY Software

    ENCY Robot is a complete offline programming (CAD/CAM/OLP) solution for industrial robots. It offers precision toolpath calculation, digital twin creation, and advanced kinematic management for a wide variety of robotic processes, including milling, welding, painting, additive manufacturing, and pick-and-place operations. Highlight: - A true all-in-one package: design, technology setup, toolpath calculation and simulation - Support for robots with any kinematics - Robot kinematics optimization for singularity avoidance and collision free movements - Zero-code digital twin builder for robotic cells - Pre-defined postprocessors and high-quality 3D models of robots from top brands With ENCY Robot, users can safely and effectively design, simulate, and refine robotic operations, maximizing productivity and reducing manual intervention in complex production environments.
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    Apera AI

    Apera AI

    Apera AI

    Forge Lab makes AI training and simulation for vision-guided robotics fast and accessible. Manufacturing engineers can receive ready vision programs and test their automation strategies. AI-powered vision can drive huge improvements in reliability and product quality. This includes new cells or retrofitting existing cells and manual processes. Vision driven by AI makes robotic cells more reliable and productive. You can now use vision-guided robotics with less expertise and risk. Vue software can change robotic guidance, bin picking, assembly and more in your facilities. The AI learns to understand your parts completely, so the robot can take the fastest, safest, most reliable path in and out of movements to handle the parts. Vue understands how to avoid collisions within the operating area, even with the object in hand. Since the AI also understands how the object has been picked up, it can precisely and accurately place it, or assemble it with another object.
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    SCAPE CoCreator

    SCAPE CoCreator

    SCAPE Technologies

    SCAPE CoCreator is a no-code robotic automation platform that empowers users to build, simulate, and deploy robotic workflows without programming expertise. It seamlessly integrates hardware and software within a user-friendly environment, enabling the creation of robotic applications powered by 3D vision and AI. Users can test and validate solutions in a digital twin environment and on actual hardware, significantly reducing development time and costs, up to 95% compared to traditional methods. It supports effortless integration with 3D scanners conforming to the GenICam standard, ensuring smooth communication and operation. With support for Python and C++, CoCreator allows for the development of custom solutions tailored to specific tasks. Its intuitive interface enables users to create robotic applications without any coding, making it accessible to users of all skill levels.
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    DELMIA Robotics

    DELMIA Robotics

    Dassault Systèmes

    DELMIA Robotics software validates production systems and robot programming within a 3D collaborative environment. The software seamlessly integrates with CAD solutions, reflecting adjustments in real time, leading to a streamlined workflow, minimized errors, and reduced time-to-market. Define robotic work cells, program and optimize robots, and simulate the manufacturing environment and product flow virtually, eliminating the need for deployment of physical resources. This feature facilitates offline robot programming without disrupting production while providing accurate virtual validation using digital twin technology to save time and cost. It allows manufacturers to ramp up their systems with confidence the robots will perform as expected while keeping production downtimes as short as possible. Create, simulate, and validate tooling and equipment. Design your work cell by importing parametric objects from the catalog or by creating your own and adapting them.
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    ROBOGUIDE
    FANUC's ROBOGUIDE is a leading offline programming and simulation software for FANUC robots, enabling users to create, program, and simulate robotic work cells in a 3D environment without the need for physical prototypes. This software family includes process-focused packages such as HandlingPRO, PaintPRO, PalletPRO, and WeldPRO, each tailored to specific applications like material handling, painting, palletizing, and welding. By utilizing virtual robots and work cell models, ROBOGUIDE minimizes risks and costs by allowing visualization and optimization of single and multi-robot work cell layouts before actual installation. This approach facilitates accurate cycle time calculations, reachability checks, and collision detection, ensuring the feasibility and efficiency of robot programs and cell layouts. Additionally, ROBOGUIDE supports CAD-to-path programming, conveyor line tracking, and machine modeling, enhancing the precision and flexibility of robotic operations.
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    FASTSUITE
    FASTSUITE Edition 2 is a comprehensive software solution that enables the simulation and programming of industrial robots and machines within a 3D virtual environment. Facilitating offline programming, allows manufacturers to create, simulate, and analyze various manufacturing processes without interrupting actual production. This approach maximizes productivity by minimizing downtime of expensive production equipment and human resources. The software supports a wide range of manufacturing technologies, including arc welding, laser cutting, painting, spraying, and coating. It offers technology-specific packages that provide optimized strategies and methodologies tailored to each process, ensuring consistently high program quality regardless of the robot type used or the programming experience of the user. As a manufacturer-independent platform, FASTSUITE provides interfaces to all common robot and system manufacturers.
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    RobotWorks

    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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    SprutCAM X

    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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    Fido

    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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    MORAI

    MORAI

    MORAI

    MORAI offers a digital twin simulation platform that accelerates the development and testing of autonomous vehicles, urban air mobility, and maritime autonomous surface ships. Built with high-definition maps and a powerful physics engine, it bridges the gap between real-world and simulation test environments, providing all key elements for verifying autonomous systems, including autonomous driving, unmanned aerial vehicles, and unmanned ship systems. It provides a variety of sensor models, including cameras, LiDAR, GPS, radar, and Inertial Measurement Units (IMUs). Users can generate complex and diverse test scenarios from real-world data, including log-based scenarios and edge case scenarios. MORAI's cloud simulation allows for safe, cost-effective, and scalable testing, enabling multiple simulations to run concurrently and evaluate different scenarios in parallel.
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    NVIDIA Isaac Sim
    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.
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    Gazebo

    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.
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    RoSi

    RoSi

    Robotec.ai

    RoSi is an end-to-end digital twin simulation platform that accelerates the development, training, and testing of robotics and automation systems, utilizing Software-in-the-Loop (SiL) and Hardware-in-the-Loop (HiL) simulations and generating synthetic datasets. It is applied to both classic and AI-powered technologies. RoSi is offered as a SaaS or on-premise software product. Key benefits include support for multiple robots and systems, realistic real-time simulation, unmatched performance and cloud scalability, open and interoperable standards (ROS 2, O3DE), and AI integrations for synthetic datasets and embodied AI. RoSi for Mining is designed to meet the needs of modern mining. It is utilized by mining companies, providers of mining technologies, and OEMs working within the mining industry. RoSi mining harnesses the power of optimized digital twin simulation technologies and scalable architecture to develop, validate, and test mining systems with unmatched efficiency and accuracy.
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    PyBullet

    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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    SIMulation Workbench

    SIMulation Workbench

    Concurrent Real-Time

    Hardware-in-the-loop simulation is a trusted, cost-effective alternative for executing tests on actual equipment. It is ideal for proving designs and performing tests of complex equipment such as in automobiles, airplanes, missiles, satellites, rockets and locomotives. Testing is executed in a virtual test scenario instead of on the road or in real-devices. Much of the test environment is replaced by mathematical models, so components can be inserted into a closed loop. This makes for tests that are reproducible, systematic and fast, as well as more reliable. Concurrent hardware-in-the-loop simulation solutions feature the SIMulation Workbench real-time modeling environment running on the RedHawk Linux operating system. SIMulation Workbench provides a complete framework that makes it easy to develop and execute hardware-in-the-loop simulations in real-time.
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    Parallel Domain Replica Sim
    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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    Cognata

    Cognata

    Cognata

    Cognata delivers full product lifecycle simulation for ADAS and autonomous vehicle developers. Automatically-generated 3D environments and realistic AI-driven traffic agents for AV simulation. Autonomous vehicles ready-to-use scenario library and simple authoring to create millions of AV edge cases. Closed-loop testing with painless integration. Configurable rules and visualization for autonomous simulation. Measured and tracked performance. Digital twin grade 3D environments of roads, buildings, and infrastructure that are accurate down to the last lane marking, surface material, and traffic light. A global, cost-effective, and efficient architecture built for the cloud from the beginning. Closed-loop simulation or integration with your CI/CD environment are a few clicks away. Enables engineers to easily combine control, fusion, and vehicle models with Cognata’s environment, scenario, and sensor modeling capabilities.
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    AWS SimSpace Weaver
    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 Isaac Lab
    NVIDIA Isaac Lab is a GPU‑accelerated, open source robot learning framework built on top of Isaac Sim, designed to unify and simplify robotics research workflows such as reinforcement learning, imitation learning, and motion planning. It leverages realistic sensor and physics simulation to support accurate training of embodied agents, providing ready‑to‑use environments, spanning manipulators, quadrupeds, and humanoids—with support for 30+ benchmark tasks and integration with popular RL libraries like RL Games, Stable Baselines, RSL RL, and SKRL. Isaac Lab features a modular, configuration‑driven design that enables developers to easily create, modify, and scale learning environments; it also supports collecting demonstrations via peripherals (gamepads, keyboards) and allows custom actuator models to facilitate sim‑to‑real transfer. The framework is built for both local and cloud deployment, accommodating flexible scaling of compute resources.
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    CarMaker

    CarMaker

    IPG Automotive

    CarMaker is a simulation solution specifically designed for the development and seamless testing of cars and light-duty vehicles across all development stages (MIL, SIL, HIL, VIL). It offers a high-performance, real-time capable vehicle model to build virtual prototypes early in the development process. All components can be replaced with customer-specific models or hardware. By combining the virtual prototype with an adaptive driver model, a complex traffic model, and a detailed road and environment model, automated and reproducible tests are possible at any time. The well-structured user interface guarantees easy parameterization. CarMaker's new visualization tool, Movie NX, enables photorealistic simulation of scenarios. Thanks to light and weather effects, real scenarios in the virtual world may take place at any time of day and during any season. Built-in camera models with HDR capability allow for realistic testing of camera systems.
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    Luminary Cloud

    Luminary Cloud

    Luminary Cloud

    Luminary Cloud is the world’s first modern computer-aided engineering SaaS platform that provides engineers insights in minutes, allowing for quick simulation, analysis, and iteration that were once impossible. Experience the magic of running simulations in minutes on the most advanced GPUs in the cloud. Securely store, access, and analyze all your raw simulation data to discover insights and optimize engineering designs. Run experiments faster for better product design and quality while reducing the chance of defects. Accelerate time to market by optimizing engineering efficiency and dramatically lower hardware, prototyping, and physical testing costs. Empower your team to create their best designs with faster insights and results, with the most accessible simulation platform. Run fast simulations at any scale, collaborate around the world with project sharing, and start analyzing results instantly.
    Starting Price: $5 per credit
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    Mimic

    Mimic

    Emerson

    Dynamic simulation with Mimic Simulation Software provides accurate and real-time simulation of plant behaviors. Made for users with process automation experience, not simulation experts, Mimic automatically integrates with DeltaV or other offline control systems. Use the exact same operator graphics and controls to test configurations and train new or inexperienced operators. Mimic™ Simulation Software provides accurate and real-time simulation of plant behaviors. Made for the end-user or integrator with process automation experience, not simulation experts, Mimic integrates easily and automatically with your off-line control system. Use the same operator graphics and controls to train operators and test configuration.
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    Equalis

    Equalis

    Equalis

    Equalis provides a comprehensive set of products and deployment expertise ranging from product development modeling and simulation to test and development infrastructure. We provide turnkey systems that automatically update product development physics models based upon test data and thereby shorten product development time and expense. Our test and development experiences range from high speed & horsepower rotating machines, to mass flow chambers, through to large vehicle tilt tables. Simulation models of complex systems automatically learn and optimize various types of data.
    Starting Price: $995.00/year/user
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    ISG-virtuos
    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.
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    MIMIC Simulator

    MIMIC Simulator

    Gambit Communications

    MIMIC Simulator creates a real world lab environment, with 100,000 devices, at a fraction of the cost of physical equipment. It provides an interactive hands-on lab for quality assurance, development, sales presentation, evaluation, deployment and training of enterprise management applications. Users create a customizable virtual environment populated with simulated IoT sensors and gateways, routers, hubs, switches, WiFi/WiMAX/LTE devices, probes, cable modems, servers and workstations. MIMIC Web Simulator creates a virtual lab with hundreds of simulated web servers. It allows you to easily develop and test. A Powerful Network Environment Simulator. For scalable, extensible and configurable testing, demo and development tools.
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    OnScale Solve
    OnScale is the first Cloud Engineering Simulation platform. It combines powerful multiphysics solver technology with the limitless compute power of cloud supercomputers. With OnScale, engineers can run massive numbers of full 3D multiphysics simulations in parallel to create true Digital Prototypes digital representations of physical high-tech devices that capture the complete behavior of a device over its operating envelope. With OnScale Solve we want to provide you with an awesome Cloud Engineering Simulation experience that’s easy, powerful, and gets the job done. OnScale Solve is built to run on public and private cloud supercomputers and includes a functional web-based UI, an API to efficiently integrate into any design workflow, scripting languages to fully customize engineering simulations, and plugins to enhance its modeling capabilities. OnScale Solve gives engineers the simulation capability necessary to synthetically generate data to train sophisticated AI/ML algorithms.
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    HAULSIM

    HAULSIM

    RPMGlobal

    HAULSIM connects the fleet assets, mining operational plans and the people to build a ‘digital twin’ of any mining operation – open pit or underground – to deliver an accurate representation of any mine sites haulage operations. With a 3-D Discrete Event Simulation (DES) engine, at its core, HAULSIM is the only mining simulation software that can quantify the impact of changes as the models reflect the complex and dynamic nature of a mine site in its entirety; including the variability, interactions and dependencies that occur in these systems. Decisions to a mine haulage system can be based on real data giving the user the ability to test multiple ‘why’ and ‘what-if’ scenarios to reduce operating costs through optimised performance, and ensure overall operational safety and efficiency.
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    MotorcycleMaker

    MotorcycleMaker

    IPG Automotive

    MotorcycleMaker is a real-time simulation solution specifically tailored to the requirements relevant for the development and testing of motorized two-wheelers such as motorcycles, e-bikes, and scooters. It enables the accurate modeling of real-world test scenarios in the virtual world and increases the agility of development processes. In accordance with the automotive systems engineering approach, virtual test driving with MotorcycleMaker enables the seamless development, calibration, test, and validation of entire systems across the whole vehicle in realistic scenarios. MotorcycleMaker offers a high-performance, real-time capable vehicle model to build virtual prototypes already during early stages of the development process. Users have the option to replace components with their own models or hardware.
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    ENCY Tuner

    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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    Ansys VRXPERIENCE Driving Simulator
    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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    SimScale

    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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    TruckMaker

    TruckMaker

    IPG Automotive

    TruckMaker is a real-time simulation solution specifically tailored to the requirements relevant for the development and testing of heavy-duty vehicles such as trucks, construction vehicles, buses, semi-trucks, heavy-duty semi-trucks, and special vehicles. TruckMaker enables the accurate modeling of real-world test scenarios in the virtual world and increases the agility of development processes. In accordance with the automotive systems engineering approach, virtual test driving with TruckMaker enables the seamless development, calibration, testing, and validation of entire systems across the whole vehicle in realistic scenarios. TruckMaker offers a high-performance, real-time capable vehicle model to build virtual prototypes already during the early stages of the development process. Users have the option to replace components with their own models or hardware.
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    FieldView

    FieldView

    Intelligent Light

    Over the past two decades, software technologies have advanced greatly and HPC computing has scaled by orders of magnitude. Our human ability to comprehend simulation results has remained the same. Simply making plots and movies in the traditional way does not scale when dealing with multi-billion cell meshes or ten’s of thousands of timesteps. Automated solution assessment is accelerated when features and quantitative properties can be produced directly via eigen analysis or machine learning. Easy-to-use industry standard FieldView desktop coupled to the powerful VisIt Prime backend.
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    Sentaurus Process
    Sentaurus Process is an advanced 1D, 2D and 3D process simulator for developing and optimizing silicon semiconductor process technologies. It is a new-generation process simulator for addressing the challenges found in current and future process technologies. Equipped with a set of advanced process models, which include default parameters calibrated with data from equipment vendors, Sentaurus Process provides a predictive framework for simulating a broad range of technologies from nanoscale CMOS to large-scale high-voltage power devices. Sentaurus Process is part of a comprehensive suite of core TCAD products for multi-dimensional process, device, and system simulations, embedded into a powerful user interface. Fast prototyping, development, and optimization of a broad range of technologies with comprehensive physics-based process modeling capabilities. Enhance device performance by optimization of thermal and mechanical stress in process structures with stress history.