Serve Robotics CEO Ali Kashani revealed that 45% of the company's revenue now comes from recurring software licenses, with advertising, data monetization, and a healthcare robotics acquisition transforming the business into a platform play for physical AI. Speaking on Road to Autonomy, Kashani detailed how the Gen III robot—with five times the compute power at one-third the cost of its predecessor—enables rapid fleet scaling, while advertising revenue on robot exteriors could eventually subsidize delivery fees to near zero. The company has grown from 40 robots in Los Angeles to roughly 800 operational units by Q1 2026, with international launches planned for Tokyo and Sydney ahead of a major 2027 push. The acquisition of Diligent Robotics and its Moxie hospital robot expands Serve's reach indoors, while a freemium version of its Autonomy Assist remote-operations software positions the company as infrastructure for the broader autonomy industry. Kashani noted that the Gen III model, which began rolling out in 2025, was informed by data from thousands of robots, stating, "You can literally build three Gen IIIs with the cost of one Gen II."