In 2020, Boston Medical Center and the Grayken Center for Addiction launched an addiction nursing fellowship to enhance registered nurses' knowledge and skills related to the care of patients with substance use disorders and to improve patient experience and outcomes. This paper describes the development and essential components of this innovative fellowship, to our knowledge the first of its kind in the United States, with the goal of facilitating replication in other hospital settings.