The beets are pre-cooked for both preparations. 1  Pickled beets are made with sugar, vinegar and pickling spices, and are served chilled.  Harvard beets use sugar plus vinegar or lemon juice, but cornstarch or butter is then added to create a thick sauce. The mixture is heated and reduced into a sweet-and-sour sauce called a gastrique (gas-TREEK).