Flower Hill was built in the 1870s by Richard Kelly Smoot. He designed the house himself and used his study as a classroom for the Austin Presbyterian Theological Seminary. Smoot trained 44 ministers before closing the school in 1895. Legend has it that William Sydney Porter (O. Henry) and Athol Estes were married by Smoot at Flower Hill in 1887.