No idea what an air fryer is.... I make chips the traditional way (which I assume is not with an 'air fryer'... and I'm not demonizing an air fryer, could be awesome). I always use peanut oil. 320 degrees F until blonde color. Drain, let cool, then 375F until finished. Malt vinegar and plenty of salt. Excellent.