"Just One Look" was a top 10 hit for Doris Troy (the songwriter, Doris Payne). The song was also recorded by The Hollies and Linda Ronstadt.

 

Nilsson's version is part of a medley with "Baby, I'm Yours" which is sung as a duet with Lynda Laurence (wife of producer Trevor Lawrence).