What is Medicare Supplement Insurance? Medicare Supplement Insurance = A private insurance policy that covers many of the gaps in Medicare coverage (also called Medigap insurance coverage). Submit a Comment Cancel replyYour email address will not be published. Required fields are marked *Comment * Name * Email * Website Save my name, email, and website in this browser for the next time I comment. Δ