Oat flour is a nutritious, unrefined flour made from just one whole ingredient: rolled oats. It's a great baking flour for gluten free and vegan recipes. It has a fairly neutral taste and absorbs flavors really well. Oat flour is a nutritious, unrefined flour made from just one whole ingredient: rolled oats.