Abstract: Systems and methods are disclosed for receiving, from a client device, a request to generate a value for a subject real-estate property, searching a database to identify a plurality of real-estate properties that have previously been sold, and automatically generating, based on a sale price of each of the plurality of real-estate properties, the value for the subject real-estate property. The systems and methods further provide for computing a collective physical state of the plurality of real-estate properties, determining whether the collective physical state corresponds to a threshold, and generating a prompt, based on the determination of whether the collective physical state corresponds to the threshold, for display on an operator device to review the automatically generated value before the value is presented to the client device.

Abstract: Systems, devices, media and methods are presented for generating a value prediction error for a real-estate property. In one example, a system receives one or more images of a real estate property and a value prediction relating to the current value of the real-estate property. The system analyzes the one or more images and value prediction using a machine learning model to generate a value prediction error. The system determines whether the value prediction error exceeds a predetermined value prediction error threshold, and based on determining that the value prediction error exceeds the predetermined value prediction threshold, computes a final value of the real-estate property by adjusting the value prediction using the value prediction error.

Abstract: Systems and methods are disclosed for receiving, from a client device, a request to generate a value for a subject real-estate property, searching a database to identify a plurality of real-estate properties that have previously been sold, and automatically generating, based on a sale price of each of the plurality of real-estate properties, the value for the subject real-estate property. The systems and methods further provide for computing a collective physical state of the plurality of real-estate properties, determining whether the collective physical state corresponds to a threshold, and generating a prompt, based on the determination of whether the collective physical state corresponds to the threshold, for display on an operator device to review the automatically generated value before the value is presented to the client device.