In late 2025, Harrison Rider LLC produced a comprehensive market overview of the U.S. and allied ground autonomy ecosystem for Scout AI. The report analyzed the operational demand for unmanned ground vehicles (UGVs) across missions sets, focusing on areas where autonomy reduces risk and manpower burden. The study benchmarked key competitors including Forterra, Overland AI, and Anduril, highlighting a fragmented market where a few full-stack autonomy providers are positioned to dominate across software, vehicle, and sensing layers. Further analysis detailed U.S. and coalition programs driving adoption, including Army, Marine Corps, and Air Force initiatives, and mapped DoD budget lines confirming sustained R&D and procurement investment.