Townshend had already participated with other artists on two previous albums in tribute to his Avatar Meher Baba, Happy Birthday and I Am.
Empty Glass was released in 1980 as the first Pete Townshend solo album (Who Came First was a collection of demo recordings and Meher Baba-inspired songs, while Rough Mix was written and recorded with Ronnie Lane) and was his most successful.