Bitters are used (almost entirely) to round out the flavor of cocktails, adding subtle—but much needed—bitter, herbal notes. Unless you’re a fan of bitters and soda, you rarely get a taste of the bitters themselves; they just make other things taste better.
Source: LifeHacker – Transform Your Picnic Salads With Cocktail Bitters