The brown sugar and the undertones of molasses in cane sugar root beer leave the cake reminiscent of a rich and decadent chocolate-infused caramel treat. Most modern-day root beers are made with artificial sassafras flavoring and enhanced with additional ingredients like molasses, vanilla, cinnamon, and cherry tree bark, adding deep and nuanced flavor.