To prevent soggy buns, place a baking sheet underneath the burger buns in the oven or toaster oven. The heat from the baking sheet will help the buns crisp back up nicely. You can also pop them in the air fryer. The circulating air acts just like the oven resulting in perfectly reheated buns.