A rotatable design is a design that has the same uncertainty in predicting the response for any direction away from the center. It is good for exploring and optimizing the response surface. A no-rotatable design is a design that has different uncertainty in different directions. It may be less efficient or informative. There are different methods and types of response surface designs, some of which are rotatable and some are not.