pre-heat the air fryer to 370of. air-fry the burger patties for 15 minutes, flipping them over halfway through the cooking time. spoon a little pizza sauce on each burger and top with the sliced mozzarella cheese. air-fry at 370degf for 3 more minutes until the cheese has melted.