Preaheat oven to 350 degrees. Spray 9x9 baking pan with nonstick cooking spray.
In a stand mixer, mix brownie mix, oil, and water until combined. Stir in Nutella. Once mixed, fold in Reese's cup pieces.
Pour batter into prepared baking pan. Bake according to package directions.
Remove from heat and let cook completely before slicing.