The best way to keep prepped potatoes from turning brown is to submerge them in cold water. If soaking for more than an hour, refrigerate. However, don't soak them any longer than overnight or the potatoes start to lose their structure and flavor. Small cuts, like diced potatoes are best kept in cold water for a short time, like while you prep other ingredients.