In today's fast-paced world, efficient road monitoring and maintenance are critical to ensuring safety and sustainability. Traditionally, road condition assessments relied on specialized inspection vehicles or visual checks, methods that are both costly and infrequent. However, thanks to advancements in connected vehicle technology, real-time and continuous monitoring is now possible.