A system for consistently imaging objects may include an imaging device that presents a visual guide on a display for aligning with a target object, and that uses sensors of the imaging device to provide exact direction for correctly aligning the visual guide with the target object prior to capturing an image of the target object. The system may include a device that receives a particular image of a particular object, selects a model that defines positional commonality or visual characteristic commonality between a set of images of the particular object or a particular object type that includes the particular object, and that generates an edited image by correcting one or more deviations between positioning of the particular object in the particular image and the positional commonality specified in the model, or between visual characteristics of the particular image and the visual characteristic commonality specified in the model.