Check the military units in your country to find out how to increase their quality. Make sure you have the products that are needed to upgrade the units. The quality boost applies for all military units, including defensive ones and of course the air force.
Units at higher quality can reduce the need for a very large number of units and cut the number of weapons and soldiers in the army.