chocolate. the main ingredient in fudge is sugar, while the main ingredient in chocolate is cocoa, usually cocoa solids and cocoa butter, or just cocoa butter by itself in the case of white chocolate. note that although many types of fudge do contain cocoa, many recipes do not.