1. A system, comprising: a processing device; and a memory device in communication with the processing device, the memory device storing instructions that when executed by the processing device result in: receiving a video stream comprising a plurality of image frames from an imaging source; comparing a plurality of image data from one or more of the image frames with an image profile database to determine whether at least one item in one or more of the image frames is identifiable as one or more identified items; initiating a lookup operation in a secondary data source to determine one or more item attributes of the one or more identified items; modifying the video stream to add an item identifier for each of the one or more identified items to the video stream as an annotated video; and storing a record of the one or more item attributes of the one or more identified items in the annotated video.