Artificial intelligence (AI) is increasingly being used to translate fragmented datasets into actionable insights for governments and development programmes. This learning note explores how geospatial data, earth observation and digital mapping systems are being combined with AI to support planning and decision-making in infrastructure, climate and urban systems.