Pothole Detection is an integration of the state-of-the-art Artificial Intelligence (AI) technologies for automated real-time identification of potholes from forward-facing images. The media files can be uploaded to the developed website and processed quickly to generate a geo-located map of pothole locations on the road network. The application also provides an estimate of the volume of the potholes to provide maintenance crews with an approximate amount of required materials to patch them. This ongoing project of iENGINEERING uses one of the very latest machine learning algorithms to achieve superior accuracy, efficiency, repeatability, and reproducibility.