and genetic analysis confirmed the close relationship with the Asian golden cat, and that the two species had been separated from a common ancestor for 4.9 to 5.3 million years, long before the geological separation of Borneo from mainland Asia.

The bay cat's classification as Catopuma was widely recognized until 2006. Because of the evident close relationship of the bay cat and the Asian golden cat with the marbled cat,