Mach (also known as LSA Autonomy, Land Sea Air Autonomy) is a provider of autonomous off-road vehicle and equipment solutions. It specializes in machine learning-based perception, obstacle detection, visual guidance and computer vision, onboard navigation, path planning and tracking, machine-to-cloud communication, machine-to-machine communication, and platforms for remote site management. The company offers Mach Ops, an interface to machines for use cases with site management, operation planning, and fleet tracking; Mach Nexus, a communication system to operators and machines; Mach Perception, an obstacle perception system; and Mach Command for navigation, path planning, section control, rate control, and implement control. Mach was formed as a result of a merger between LSA Autonomy and Redshield Electronics.