The (lost) holotype and neotype of A. pristinus are both from South Carolina.

In the 19th and early 20th centuries, specimens of Arctodus were occasionally referred to Arctotherium, and vice versa. Today, however, the genera are not considered to have overlapped, with the closest point of contact being México, with the giant Arctodus simus in Valsequillo, Puebla,