All beneficiariesorganizationMunicipal Transport DepartmentsIdeas that could help Municipal Transport DepartmentsHyper-Local Urban Emission Heatmap for City PlanningA high-resolution (street-scale) emission monitoring and prediction tool that uses machine learning to identify CO2 hotspots in cities, enabling precise interventions like congestion pricing or low-emission zones.Why it helps: They can use street-scale data to justify and design the placement of low-emission zones or congestion pricing boundaries based on actual emission hotspots.