We are developing an innovative platform that accelerates the simulation of humanized agent-based models (h-ABM) using real data sourced from Replica, Safegraph, and Census. Our solution leverages advanced quantum computing techniques to reduce the inherent complexity of urban planning simulations, enabling the extraction of key performance metrics and the optimization of city interventions. With its interactive and visual interface, City Scope, the platform allows urban planners to explore and predict dynamic scenarios in real time, thereby making informed decisions to enhance mobility, efficiency, and overall quality of life in the cities of the future.