Mix butter, eggs, and vanilla extract together in a separate bowl; add butter mixture to the bowl with the flour mixture and stir batter until well mixed.
Remove the pans from the oven and let the brownies cool in the pans for 15 minutes before removing them from the pan using the parchment paper and transferring to a cooling rack to cool completely.