For the most part sweet potatoes won't really rot or go bad, at least not for a long time. Stored raw in the pantry, they can last up to a month, and 2 or 3 if they're kept in the fridge. But if you notice your sweet potato has an odd odor, a mushy texture, spots, growths, or mold, that's a sure sign that the tuber's got to go!