Unfortunately, Moore's post-Cole career was not very successful. He played with his brother Johnny Moore in the Three Blazers from 1947 to the mid-1950s, after which the group declined in popularity following the departure of pianist/singerCharles Brown. Moore also recorded three records for the Verve and Tampa labels during 1953 and 1954. After that he was outside of music with the exception of one Cole tribute album in 1965. Eventually he left music altogether and settled in Los Angeles, where he worked as a bricklayer.