Preheat the air fryer to 390°F (200°C) for 3 minutes.
Pat the chicken dry and toss it with the paprika, garlic powder, onion powder, and pepper.
Wrap each piece with a half slice of bacon and secure it with a toothpick through the overlap.
Place the bites in a single layer, in batches, and air fry for 5–6 minutes.
Flip, brush with BBQ sauce (mixed with maple syrup, if using), and cook 5–6 minutes more, until the bacon is crisp and the chicken reaches 165°F (74°C).