Poore was the son of Major Robert Poore (1834-1918) and his wife Juliana Lowry-Corry, daughter of Rear-Admiral Armar Lowry-Corry.
He joined the 7th Hussars and served in the Second Matabele War in Rhodesia 1896-1897.