The CIDAI aims to generate, validate and transfer high added value AI technologies to foster innovation in the strategic economic sectors of Catalonia, including public administration and the third sector. In this session, CIDAI will present the results and knowledge acquired during the execution of one of the High Impact Projects, initiated in 2022, where data-based computational methodologies have been used to better understand micromobility systems and develop tools that improve their management, with a specific focus on Barcelona’s shared bicycle system, “Bicing”. The project has developed a data space that collects and organizes information related to the bike sharing system. The developed applications, predictive models, dashboards and APIs are accessible in the Data Space App Store and will be presented in this session.