A very straightforward way is to use a triple integral P(X<Y<Z)=00z0yλeλxμeμyνeνzdxdydz=λμ(λ+μ+ν)(μ+ν) P(X<Y<Z) can be broken down as P(X<min(Y,Z))P(Y<Z).

Consider just P(Y<Z) P(Y<Z)=00zμeμyνeνzdydz=μμ+ν Thus, when two exponential processes are considered, probaility of arrival of 1st before 2nd is simply the percentage ratio of parameters. Thus, P(X<min(Y,Z))=λλ+(μ+ν)Y and Z can be combined as a single processP(Y<Z)=μμ+νP(X<Y<Z)=P(X<min(Y,Z))P(Y<Z)=λμ(λ+μ+ν)(μ+ν)

where we have also used the property that minimum of exponentially distributed random variables is itself exponentially distributed.