Born in Northumberland, he was employed by various landed families to improve the layout of their gardens, and worked at Blenheim Palace, Kew Gardens, Warwick Castle, Bowood House and many other locations. His nickname originated from a malapropism of his own devising. He would tell clients that their gardens had "capability", meaning "possibilities" or "potential".