To cook tater tots from frozen in the air fryer, preheat the air fryer to 400 degrees F. Then, place the frozen tater tots in a single layer on the air fryer basket and cook for 18-20 minutes or until golden brown and crispy, flipping them halfway through. Serve immediately with ketchup or your favorite dipping sauce.