As autonomous mobility continues to evolve, the ability of robots to navigate complex urban environments has become a crucial aspect of modern city planning. This chapter explores the technical considerations of autonomous driving and route optimization in pedestrian-dense urban areas, focusing on the intersection of technology, efficiency, and real-time decision-making. Cities present unique challenges for autonomous mobile robots, including unpredictable human behavior, dynamically changing obstacles, and the need for efficient energy consumption.