Preheat your air fryer to 400°F.
Drain the dill pickle chips very well and pat them completely dry with paper towels.
Set up a dredging station with flour mixed with smoked paprika, garlic powder, and black pepper in one bowl, a whisked egg and milk mixture in a second bowl, and panko breadcrumbs in a third bowl.
Coat each pickle chip in the seasoned flour, dip in the egg mixture, then press into the panko until fully coated.
Arrange the breaded pickle chips in a single layer in the preheated air fryer basket, spray lightly with cooking spray, and cook for 7 to 9 minutes, flipping once, until golden brown and crisp.
Serve the air fryer fried pickles immediately with ranch or your favorite dipping sauce.