Au Gratin, often confused with scalloped, means scraped. Although, in the case of potatoes, the end result of scalloped or au gratin is nearly identical. The key difference is that while both foods can be baked, scalloped casseroles like this corn casserole recipe are always baked, while au gratin refers to preparation that can also be done alternatively on a stovetop.