A system for straightening a workpiece includes a fabricating machine; a dimensional measurement system; a machine learning module; and a controller. The controller determines a plurality of design dimensions for the workpiece, and determines, via the dimensional measurement system, a plurality of initial dimensional parameters for the workpiece. A plurality of settings for the fabricating machine are determined, via the machine learning module, based upon the plurality of initial dimensional parameters for the workpiece and the plurality of design dimensions for the workpiece. The workpiece is secured into the fixture, and the fabricating machine is arranged employing the plurality of settings. The fabricating machine executes a plurality of operations on the workpiece employing the plurality of settings for the fabricating machine, and the dimensional measurement system verifies that the workpiece exhibits the plurality of design dimensions.