Preheat air-fryer to 375º F. Pat chicken wings dry. Add baking powder and salt and pepper to a large bowl or Ziploc bag.
Add the wings and toss to coat evenly. Discard any extra baking powder left at the bottom of the bag.
Place wings in a single layer on an air-fryer rack sprayed with spray oil. Spray the tops of the wings with spray oil.