The video employs a "meta" concept, depicting a music video being filmed within the music video itself.
To support the single's launch, Mraz and Trainor performed the song on on September 18, 2018. Following the official video, an official dance video was released on November 1, 2018, directed by Ryan Hutchins and starring dancers Nicola Collie and Derek Schiesel. The video employs a "meta" concept, depicting a
: The title was inspired by a phrase used by Mraz's wife, Christina Carano . Mraz shared that when he asks her if something—like a cup of coffee—is good, she often playfully responds, " More than friends ". : The title was inspired by a phrase
: The two artists wrote the song together with Jonathan Green and Andrew Wells . Both singers expressed mutual admiration; Trainor admitted to being a huge fan of Mraz, while Mraz praised her talent and joyful presence. Both singers expressed mutual admiration
: Director Darren Doane is a long-time collaborator of Mraz, having directed other hit videos such as " I'm Yours ," "Make It Mine," and "Lucky". Release and Promotion
: After admitting their feelings for one another, the pair joins a vibrant dance sequence to celebrate their new relationship.
: Two crew members—a director and a stylist —are seen working on a set, frequently stealing glances and grappling with their mutual attraction.