What alcohol is good in root beer? rum What does alcoholic root beer taste like? The sweet taste of hard root beer almost doesn’t taste like beer at all. Flavors of vanilla mesh well with your favorite ice cream and could make a tasty treat with an added punch. Is Root Beer good with whiskey?