In-depth engineering and total cost of ownership (TCO) evaluation comparing 48V versus 24V AGV drive wheels in continuous 24/7 automated warehousing and mobile robotics applications. The analysis quantifies thermal dissipation under heavy acceleration, battery charging duty cycles, cable harness copper cross-section requirements, and electrical conversion losses across diverse warehouse duty profiles.