In an Old Fashioned cocktail, brandied cherries are often preferred due to their rich, complex flavour, which complements the whiskey and adds a pleasant counterbalance to the slightly bitter taste of the cocktail. However, maraschino cherries can also be used, resulting in a sweeter final product that balances the drink's inherent bitterness. The choice ultimately depends on individual taste preferences.