Raise the pay, increase the GI Bill benefits, build better housing on base, improve the free medical care for the entire soldier's family, improve the ability to earn college credits while in service, increase SGLI....
in short, spend money.
You want an all volunteer military, it's costs will vary with what the volunteers expect to do.
Right now, the price of volunteers is up.