If you want to experiment with your air fryer, you won't be able to cook as many chips at one time. Bake at 300ºF for 15 minutes, then open the air fryer and separate any chips that have stuck together. The air fryer's circulation usually causes the chips to fly around, so they stick together more with this method. Once they are separated, return to the air fryer and cook for 10 to 15 more minutes at 300ºF until they are lightly golden all over.