“Birds of a Feather” was co-written and recorded by Teddy Sinclair in 2015, before being reworked by IZII and released in 2017 as “Birds” (feat. The Powder Room).

The original version of the song was leaked online on April 25th, 2023. It includes additional lyrics which were removed for the released “Birds”, and a different instrumental.