Starting in 1987, Dr. Gledhill worked as a fellow in the Defense Technology Operational Unit (Defencetek, later Defence, Peace, Safety and Security) of the Council for Scientific and Industrial Research (CSIR) South Africa. She specialized in transonic aerodynamics at Defencetek's Aeronautics Programme, using computational fluid dynamics (CFD). She also had a role in some of CSIR's strategic initiatives.