Caffeine is a naturally occurring substance found in the leaves, seeds, or fruits in more than 60 plants. Caffeine is found in coffee beans, cocoa beans, kola nuts, tea leaves, guarana berries, and the ilex plant. Caffeine is found most often in soda, energy drinks, tea, various alertness pills, and of course coffee.