The best way to save money on AWS is by committing to use compute services for a period of 1 to 3 years. There are several options, such as upfront, no upfront, or even partial upfront. Depending on the option selected, you might get from 25% to 55% discount on compute costs.
In this link, you can find a cool wizard to calculate your savings: AWS compute savings