Abstract: The subject disclosure relates to solutions for matching real-property listings with users (consumers) based on user demographic and preference data. In some aspects, a matching system of the disclosed technology utilizes a machine-learning model for identifying and performing relevance ranking of real-property listings based on the demographic and preference information. In some aspects, a process of the technology includes steps for receiving demographic data associated with a user, receiving preference data associated with the user, receiving listing data comprising property listings associated with one or more parcels of real property, and determining a matching relevance for one or more of the property listings based on the demographic data. Systems and machine-readable media are also provided.