Preheat the air fryer to 390 degrees F (200 degrees C) for 15 minutes.
Place Brussels sprouts, olive oil, garlic powder, salt, and pepper in a bowl and mix well. Spread evenly in the air fryer basket. Cook for 15 minutes, shaking the basket halfway through the cycle.