advancing the development of smart cities and smart roads through a combination of IoT and AI technologies. This methodology is structured around three key components: 1. Radar-Based Sensors: Our easy-to-deploy sensors are privacy-friendly, operate effectively in all weather conditions, and function day and night, requiring only a power source. All communications are wireless. 2. AI Analytics: We utilize advanced algorithms, including AI, to analyze aggregated data. This analysis helps identify patterns, classify objects, and discern the unique characteristics of specific locations. 3. Actionable Insights: At the conclusion of this process, we deliver real-time alerts and insights tailored to a wide range of use cases, empowering teams to make informed decisions and enhance overall road safety and operational efficiency.