Several renditions and versions of the single exist, including one by American singer Andy Williams, who sang it for his thirty-second studio album of the same name in 1974. American band Gladys Knight & the Pips also recorded a cover for "I Feel a Song" (1974). It was commercially successful, reaching number four in the United Kingdom and number 11 in the United States. Their version was blended with the song "Try to Remember" and features the B-side track "The Need to Be".