In 1869, railroads had taken over the vacated site of the Chelsea Waterworks, although the company office remained (see in red) to the west of the Grosvenor Canal, near to the River Thames.

Source: Old Ordnance Survey Maps -- Pimlico, Sloan Square & Nine Elms, 1869.