Credit: Christopher Polk/VF12/

Jason and Olivia do rom-com!

They went public with their relationship last month, and now real-life loves Jason Sudeikis and Olivia Wilde are taking their romance to the big screen! reports that the two stars have been cast in the upcoming romantic comedy Relanxious. Wilde will play an overly anxious woman who meets (although not in person right away) Sudeikis' character, who happens to be agoraphobic.

The pair join Sudeikis' Saturday Night Live co-star Fred Armisen and actress Brie Larson as the leading stars in Christopher Storer’s directorial debut.

This marks the first project where Wilde, 27, and Sudeikis, 36, will hit the silver screen together.

In December, Us Weekly broke the news that the couple was quietly dating; Wilde was Sudeikis' plus-one at numerous SNL after parties, and Wilde visited her guy at the NBC show's Rockefeller Center studios.