Yes, you can absolutely use frozen bananas to make air fryer banana bread. Let frozen bananas defrost completely in a freezer bag or bowl and let them come to room temperature. Cold bananas will cause the loaf to cook unevenly, so it’s essential they are at room temperature when you mix the batter. Also, make sure to incorporate the liquid released from the defrosted bananas into the batter.