Spray the air fryer basket with baking spray. Add the hash brown patties into the air fryer.
Air fry the patties at 400°F for 10-12 minutes, or until crispy and golden. Flip the patties halfway through the cook time and season with salt and pepper to taste.
Remove from the patties from the air fryer and serve with desired sides.