We also have something called the hazard function (or failure function): the instantaneous rate of failure at time t, conditional upon the fact that the event has not yet occurred. A related concept is the cumulative hazard, which describes the accumulated risk up until time t.
Neither the hazard function nor the cumulative hazard function is a measure of probability but can be thought of as a measure of risk: the greater the value, the greater the risk of failure.