The prototype of the small series, designated Model X was built to compete in the 1930 All-American Flying Derby sponsored by the Cirrus Engine Company. The Model X, piloted by Lowell Bayles placed second in the race from Detroit to San Francisco and back, averaging 116.4 mph (186.7 km/h) over the 5,541 mile (8,887 km) distance. Bayles used his share of the $7,000 prize money to purchase the aircraft. The same year, two generally similar aircraft were built, one Model B and one Model C. These differed from the Model X by having landing gear that incorporated shock absorbers, as opposed to the Model X's rigid landing gear that relied on its tires for shock absorption; but while the Model B had a similar Cirrus engine to the Model X, the Model C was fitted with a Menasco B-4.
The Models X, A, and B were granted only restricted registrations by the Department of Commerce, meaning that they could be flown under very specific conditions and only in specific places. In order to obtain unrestricted certification, Granville Brothers produced a revised version called the Model D, the most significant difference being a redesigned and larger tail fin. A similar fin was later fitted to the Model C, enabling it to also gain an unrestricted registration. The sole example of the Model D built was flown in competition at the Cleveland air races of 1931, where Bob Hall won the Williams Trophy with it, and Mary Haizlip placed second in two of the women's events.
The definitive member of the Sportster family was the Model E, which was fitted with a Warner Scarab radial engine in place of the inline engines used on the previous models. Four of these aircraft were built, and it was in one of them that Zantford Granville was killed in February 1934, attempting to land after an engine failure while avoiding people working on the runway below.