The creamy gravy in this easy chicken pot pie recipe is made with a simple combination of butter, olive oil, and flour that are cooked together along with the veggies, garlic, and dried herbs. Then chicken broth and heavy cream are added which creates that classic thick, rich, creamy gravy - without any condensed cream of chicken soup!