Surfaces generated by machine tools are the fingerprint of the machine and tool combination. Any change in the condition of either should be reflected in the component produced, especially in the nature of the component surface generated and its dimensions. This paper investigates the possibility of using this approach to monitor the condition of the machine tool in order to predict failure or deterioration in performance.