The neural network is applied for the error model building of NC machine tool. Taking a precision aerostatic granite milling machine as the research object, an accuracy model of the milling machine is established, a special gauge is designed, and a training sample is constructed as well. Positioning accuracy of the machine tool can be forecasted by the neural network accuracy model. The results show that the scheme is feasible.