When looking to enjoy a bowl of hearty, creamy, and filling soup, potatoes are all you need. For the creamiest texture, you should peel potatoes before placing them into the soup to cook. However, if you want to experiment with a slightly more rustic version of the soup, you can leave the peel of the potato on.