A Business Insider recipe suggests adding "1 tablespoon of dry sherry, 1/4 teaspoon of vanilla, and 1/4 teaspoon of liquid smoke to 750 milliliters of budget bourbon." Add the necessary ingredients, and shake the mixture thoroughly. The liquid smoke gives the mixture a complex flavor, the vanilla mimics the natural flavor of bourbon barrels, and sherry provides necessary undertones.