An artifact for radiation therapy is produced by accessing image data comprising images including a target volume inside a patient. A design for the artifact is generated based on the image data. The design is customized to a radiation therapy treatment plan for the patient. A printing plan is generated based on the design. A three-dimensional printer is controlled using the printing plan to build an object that corresponds to the design.