Best ROS AI tools

Polymath Robotics provides a modular software platform to accelerate the development of autonomy for off-highway industrial vehicles. Its software-first, vehicle-agnostic approach simplifies automation for sectors like agriculture, mining, logistics, and defense, making it faster and more cost-effective to deploy autonomous fleets.

Duckietown is a hands-on educational platform for learning and teaching robotics and AI, originating from MIT. It provides a complete ecosystem with physical robots (Duckiebots), simulators, online courses, and a global community, making advanced concepts like autonomous driving accessible to students, instructors, and researchers.

Apex.AI provides a comprehensive software development kit (SDK) and toolchain for building safe, certified, and reliable autonomous systems. Designed for automotive, robotics, and industrial applications, it accelerates development from prototype to production with a real-time OS, middleware, and automated testing tools based on open standards like ROS 2.

Roboto is an advanced analytics engine designed for physical AI and robotics. It empowers robotics teams to organize, search, analyze, and automate workflows on vast amounts of multimodal data, including logs, video, and sensor data. This platform accelerates development, enhances system reliability, and helps uncover critical edge cases before deployment.