it's not even entirely a given that we are the first, as it's unlikely any evidence of a small tribe of sentient dino villagers for example would persist to the present day.
Even if each of those events were actually inevitable, planet size, radiation received from host star, exact chemical makeup of atmosphere/oceans and any number of other variables could affect the time scale for a planet to fruit.