Waiting for a taxi can quickly turn a convenient ride-booking experience into a frustrating one. For taxi apps, pickup time is more than a simple operational metric. It directly affects customer satisfaction, driver utilization, trip completion rates, and the overall perception of the platform. When passengers open a taxi app, they expect the system to identify a suitable driver, estimate the...