This depends on the type of kit:
The primers and probe are stable for about 2 weeks at room temperature.
Taq DNA polymerase is stable for months at room temperature.
RT enzyme is not. Performance will degrade fast. Past day 3 it should no longer be considered usable. We recommend that you keep RT mixes on ice while working.