No, you don't have to use a meat thermometer to cook pork tenderloin, but I highly recommend it! Because pork is a small and lean cut of meat, it can overcook quickly. Using a leave-in thermometer ensures you can take it out of the oven at the perfect temperature so it doesn’t get overcooked.