No they don't improve mileage. Have had my tri-fold tonneau cover for 5 years now. Have yet to see any improvement in fuel mileage. HOWEVER they are great to have. If you are only looking at them in the form of gas savings, it's a waste of money. If you want something that will protect your cargo (as long as it fits under the cover) then they are well worth the money.