The series originated as a pilot developed for USA Network in May 2014, with Julie Klausner writing the script and Andrew Fleming directing, before Hulu picked it up with a straight-to-series order in November 2014.

Amy Poehler executive produced the show through Universal Cable Productions, alongside Dave Becky via his 3 Arts banner and Michele Armor of Marobru.

Rachel Dratch was originally cast in the series back in May 2014 during its development as a USA Network pilot, though she does not appear among the show's later main or recurring cast.

Andrea Martin, James Urbaniak, and Tracee Chimo were all cast in May 2014, at the same time it was announced Martin would play Julie Klausner's character's mother.

Gabourey Sidibe and Cole Escola joined the cast in recurring roles in March 2015, shortly after Hulu acquired the series.

John Cho joined the cast in March 2017, during the show's final season.

The show frequently made jokes about Kevin Spacey before public sexual misconduct allegations against the actor emerged, giving some episodes an unintentionally different resonance in hindsight.

The series was well received by critics, holding an 85% approval rating for its first season on Rotten Tomatoes, which rose to 100% for both its second and third seasons.