With a Medicare supplement insurance policy, your benefits will not change over time. Your premium may increase, and if your plan does not cover deductibles, the amount of those deductibles will change annually. Medicare Advantage plans can be changed each calendar year. You can always switch Medicare Advantage plans during the Annual Enrollment Period from October 15 to December 7 each year.