AI digital twin of road networks, predictive maintenance and grid analytics optimizes traffic, reduces congestion, and improves asset uptime. Combining geospatial data, real-time telemetry and predictive models, these solutions enhance planning, maintenance prioritization and operational decision-making across fleets and infrastructure