新驅動股份有限公司 initially invested in the development of autonomous driving-related models, and subsequently discovered that Taiwan's traffic environment is unique, especially with approximately 14 million motorcycles, which is a massive number, making it difficult to directly apply existing autonomous driving technologies. Therefore, the team shifted to developing a motorcycle accident warning system, focusing on improving motorcycle safety, predicting road risks and warning drivers in real-time through AI technology, and utilizing vision AI models to analyze road images to identify high-risk areas and potential dangerous behaviors. The core technology originates from the accumulation in the autonomous driving field during the early startup stage; through data collection, accident simulation, and model training, they established an AI system capable of proactive warning. Drivers can receive real-time warnings through a mobile app to avoid potential accidents, making Taiwan's traffic safer.