While picking his guitar, he was overheard by the Blue Grass Boys' banjo player Rudy Lyle, who brought him forward and presented him to Monroe.
His influence radically changed Monroe's music from the fast-paced but smooth style of the "original" 1945 band with Flatt and Scruggs.
However, aural evidence from the period before Martin began performing professionally, clearly shows Lester Flatt using this run when backing Bill Monroe.
Three important components of Martin's unique sound, besides his cutting tenor voice, were tight trio singing, sometimes a female high-baritone fourth part, and the use of a snare drum in place of mandolin to keep the back-beat.
His instrumentals (with the Sunny Mountain Boys), such as "Theme Time", "Bear Tracks" and "Red Rooster", featured ultra-crisp playing by a series of banjo players including Sam "Porky" Hutchins, J.D.
Crowe, Vernon McIntyre Jr. and Bill Emerson, and, powered by Martin's guitar runs, set a standard for bluegrass instrumentals that was influential.
He freely acknowledged his problems with drinking and volatile mood swings, which kept him from realizing his lifelong dream of joining the Grand Ole Opry.
His troubles with the Nashville music industry are memorialized in "The Death of Jimmy Martin", a song by Tom Russell on The Wounded Heart of America album.