Welcome to the Ride AI Landscape, an all-in-one business database for understanding the constantly evolving intersection of AI and mobility.
Platforms, chips, and algorithms powering perception, path planning, decision-making, and advanced autonomy.
Core mechanical parts for automotive and robotics applications
Drones, UAVs, and eVTOL aircraft for autonomous flight
Companies that design, manufacture, or integrate autonomous driving systems into vehicles.
Manufacturers of lithium-ion and other advanced batteries used in EVs, robots, and drones.
Software and AI modules that forecast the actions of other entities (vehicles, pedestrians) and plan the AV's motion accordingly.
Real-world implementations of autonomous vehicles and robotics in commercial services.
Makers of high-performance camera sensors and modules used for computer vision and advanced driver-assistance (ADAS).
Organizations providing formal certification, testing, and auditing for autonomous system safety and compliance.
Providers of EV charging stations and networks
Semiconductors and AI chips for AV/robotics computation
Cloud computing and edge processing solutions for autonomous vehicle data storage and analytics.
Autonomous commercial and freight vehicles
Commercial real-time operating systems (RTOS) and frameworks for autonomous vehicles, providing safety, determinism, and manageability.
Hardware components supporting V2X standards (DSRC, C-V2X), cellular (4G/5G), and other wireless protocols.
Specialized hardware (GPUs, NPUs, FPGAs) designed for real-time AI inference, training, and edge computing in vehicles and robots.
Technologies for intelligent traffic intersections that communicate with vehicles and optimize traffic flow.
Modules that enable wireless connectivity for vehicles and robots
Entities developing the fundamental hardware and software building blocks for autonomous vehicles and robotics.
Services providing labeled datasets for AV/robotics AI training
Cloud, edge, and telecom services for large-scale AV deployments
Autonomous vehicles and robots delivering goods in e-commerce and retail sectors.
Hardware and software enabling real-time data processing at or near the source (vehicle, roadside) to reduce latency and bandwidth usage.
Solutions that process data locally at traffic intersections, roadside units, or other near-edge devices.
Platforms to monitor, dispatch, and optimize AV fleets
Fuel cell and other non-battery power solutions (e.g., hydrogen, solid oxide) for zero-emission autonomous vehicles and robots.
Solutions addressing functional safety standards (ISO 26262, SOTIF) for autonomous systems.
Providers of high-precision Global Navigation Satellite System (GNSS) solutions, often with Real-Time Kinematic (RTK) capabilities.
High-definition mapping and Simultaneous Localization and Mapping (SLAM) solutions that create precise, up-to-date spatial maps.
Broader hardware supply chain including chips, connectivity, mechanical components, and power systems.
Robots used in manufacturing, assembly, and high-precision tasks
The supporting physical and digital infrastructure including charging networks, smart roads, and data services.
Services addressing insurance and risk management challenges for autonomous vehicle deployment.
Robots capable of navigating urban environments to deliver goods or perform general transportation tasks.
Policy, advisory, and insurance organizations shaping AV regulation
Companies producing Light Detection and Ranging sensors, which use lasers to measure distances and create high-resolution 3D maps of surroundings.
Technologies enabling vehicles or robots to pinpoint their location accurately and build/maintain detailed maps of their environment.
Core machine learning libraries and operating systems for robotics and AV software development.
Robots capable of autonomous movement in various environments
Embedded computing platforms specialized for in-car AI inference, sensor fusion, and AV control.
Open-source operating systems and frameworks for autonomous vehicles, including ROS, Autoware, and Apollo.
RTOS and frameworks for AV hardware
Autonomous passenger vehicles and robotaxi fleets
Components and software enabling a machine to detect and interpret its environment, including LiDAR, radar, cameras, and sensor fusion.
Organizations providing policy guidance and advisory services for autonomous systems regulation.
Power supply systems for electrified autonomous vehicles
Radar (Radio Detection and Ranging) sensors that measure the reflection of radio waves to detect distance, speed, and direction of objects.
Entities and frameworks ensuring safe and lawful operation of autonomous vehicles and robotics.
Government and industry entities establishing and enforcing regulations for autonomous systems.
Autonomous solutions specifically designed for retail and grocery delivery applications.
Connected and smart road solutions for AV operations
Actuation systems for industrial and mobile robots, providing precise motion control.
Firms specializing in robotic solutions for industrial, service, and mobile applications.
Solutions addressing functional safety and regulatory compliance
Tools for creating diverse test scenarios and validating autonomous system performance.
Software platforms that combine data from multiple sensors (e.g., LiDAR, radar, camera) and process visual inputs to build an environmental model.
Robots designed for interaction and service tasks
Tools for virtual testing, validation, and scenario generation
Solutions for enabling connected, smart, and efficient roadways for autonomous vehicle operations.
Specialized software stacks and platforms for operating, testing, and managing autonomous vehicles and robotics fleets.
Autonomous machines for off-highway and specialized industries
Automotive-grade systems for steering, braking, and propulsion in autonomous and conventional vehicles.
Solutions that create artificial training data for autonomous systems through simulation and modeling.
Telecommunications and 5G network providers enabling connectivity for autonomous systems.
Organizations providing certification and testing for AV safety
Services that provide human-annotated labeled datasets critical for training AV/robotics AI models.
Providers of roadside units, intersections, and cloud platforms enabling real-time communication with vehicles.
Solutions enabling data exchange between vehicles, infrastructure, pedestrians, and networks for safety and traffic optimization.
Tools and services for verifying and validating autonomous system safety and compliance.
Tools providing virtual testing environments to simulate real-world conditions for autonomous systems.
Robots designed for automated warehouse operations, material handling, and logistics applications.