What is the Nut used for flavoring soft drinks?

When launched Coca-Cola's two key ingredients were Cocaine(benzoylmethyl ecgonine) and Caffeine. The cocaine was derived from the Cocaleaf and the caffeine from Kola_nut, leading to the name Coca-Cola (the "K" in Kola was replaced with a "C" for marketing purposes