Add brown sugar, ketchup, and horseradish to the baking dish, then stir to combine.
Bake until sauce has caramelized and edges have browned, stirring every 20 minutes. Total cooking time should take between 60-90 minutes, depending on how crisp you want the sausage.
Enjoy!
