There are two main ways to thicken potato soup- flour and cornstarch. Both are mixed with a cold liquid to make a slurry, before adding it to a hot pot of soup so it doesn't get clumpy. Cornstarch is preferred because it doesn't leave a floury taste in the soup and you don't need to use that much for it to thicken the soup nicely.