A tater tot casserole is a layered dish that is made with tater tots and other ingredients. It can be served as a meal or as an appetizer. Common ingredients added to a tater tot casserole include: Cooked ground beef with some kind of gravy or sauce. Vegetables such as onions. Cheese.