Chocolate bars and chocolate fudge have similar flavors, but the difference is in the texture and the ingredient list. Fudge is softer, sweeter, and always contains ingredients like butter or sweetened condensed milk. Chocolate bars do not contain butter or condensed milk and are firm in texture.