Paul A. Rothchild, then Elektra Records' talent scout and house producer, and fellow producer Frazier Mohawk (formerly Barry Friedman), decided to individually sign talented young musicians and form them together into a group in this fashion.
Weis then suggested former Iron Butterfly bandmate Jerry Penrod as the bass player for Rhinoceros; his suggestion was accepted.