The disclosed embodiments relate to a system that recognizes a personal object in an image and facilitates providing a related financial service. During operation, the system receives an image of an object associated with a user, where the image includes environmental features associated with the user. Next, the system extracts content from the image by processing the image (and the included environmental features) using an image-processing technique. The system then associates the extracted content with information in a pre-existing data structure, where the pre-existing data structure includes financial information associated with the object. Next, the system facilitates a financial service associated with the object based on the information. For example, the system may generate an insurance appraisal for the object based on the information.