\"That's My Line\" was practically \"What's My Line?\" without the game show element. Unlike Goodson-Todman's other game shows, \"That's My Line\" was G-T's answer to \"Real People\", as it featured people with unusual occupations.
The show was seen for a 3-week run in August 1980 on CBS, then returned from February to April 1981.