Gilmore was considered for the position of United States Ambassador to Germany by the Trump Administration, but ultimately not chosen. In November 2018, Gilmore was nominated as the next U.S. Representative to the Organization for Security and Co-operation in Europe with the rank of ambassador. He was confirmed by the U.S. Senate on May 23, 2019. He was sworn-in on July 2, 2019.