To help drivers avoid wasting excessive time searching for parking spaces, this study will use open data on parking lots provided by the Taipei City government as a case study. By integrating artificial intelligence for deep learning of user preferences and combining it with map navigation functions, the app will recommend the most suitable parking lots to users. The application interface will be designed with a user-centered approach to enhance readability and reduce the user learning curve.