Uncooked, peeled potatoes will start to turn brown quickly due to exposure to air. To prevent this, place peeled or cut potatoes in a bowl of cool water until ready to use (up to 2 hours). Refrigerating cut or peeled potatoes uncovered will not stop the discoloration process. The brown color doesn’t really affect the quality of the potato, but many people find it visually unappealing.