Pan Bagnat is comprised of tuna marinated in olive oil, with anchovies, hard-boiled eggs, tomatoes, onion, and olives. While it’s easy to make, there’s an art to this sandwich, and the key is to properly prep a quality loaf of bread with olive oil to get the sogginess started without turning the bread to mush.