Ensure not to overbeat the pizza muffin batter. Spoon the muffins into the muffin cavities until 3/4th full. Place the pizza muffins in the oven to make and bake for 20 minutes. When the muffins are almost done, remove from the oven and sprinkle the cheese on the top and put it back into the oven, until the cheese melts.