Provided is a method, system, and computer program product for analyzing image data of a non-conforming object in comparison with a digital twin of the same object and generating 3D printable instructions for mitigating the non-conformance. A processor may receive one or more images of a physical copy of a three-dimensional (3D) object. The processor may determine, based on an analysis of the one or more images, one or more differences between the physical copy of the 3D object and a digital twin of the 3D object. The processor may determine that the one or more differences exceed a conformance threshold. The processor may generate, in response to exceeding the conformance threshold, 3D printing instructions for altering the physical copy of the 3D object to reduce the one or more differences.