Disclosed are various embodiments for generating recommendations utilizing visual image analysis. A digital image provided by a client device is analyzed to identify an empty region in a setting embodied in the digital image. A recommended item, available for consumption via an electronic commerce system, may be identified based on characteristics of the setting embodied in the digital image and historical data associated with a user. A modified form of the digital image is generated comprising the recommended item in the empty region.