collect, process, and visualize spatial and business data for decision-making. Its data business services combine proprietary mobility, consumption, income and traffic datasets with client data to support site selection, logistics optimization, and policy analysis. Through AI and BI consulting, SPH designs dashboards, analytics workflows, and end-to-end data pipelines from data collection to visualization and deployment as web services.