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.