I run my errands either on the way to work or on the way home. We get only a half-hour lunch, and I need the time off my feet by then anyway. I work at four different locations, so over the course of a week I get everywhere.
Two or three times a week I ride to work with empty panniers, and ride home with them full. (My commuting stuff fits in my trunk bag.)