The main difference between chess pie and pecan pie is that chess pie does not have any nuts. Chess pie traditionally is made from flour, butter, sugar, eggs, and sometimes milk. Pecan pie is typically made with pecans, butter, cornstarch, brown sugar, corn syrup, eggs, and sometimes other ingredients for flavor.