Stout beers like Guinness are known for being slightly bitter. Adding a touch of brown sugar to the stew recipe balances out the bitterness and makes it savory and flavorful instead of bitter. Guinness draft beer can also be used instead of a Guinness stout, it is a little milder in flavor.