A very straightforward way is to use a triple integral
can be broken down as .
Consider just
Thus, when two exponential processes are considered, probaility of arrival of 1st before 2nd is simply the percentage ratio of parameters. Thus,
where we have also used the property that minimum of exponentially distributed random variables is itself exponentially distributed.