In 1912, he founded the Lake Torpedo Boat Company in Bridgeport, Connecticut, which built 26 submarines for the United States Navy during and after World War I. Lake's first submarine for the U.S. Navy, USS G-1 SS-19½ , set a depth record of 256 feet in November 1912.