I can show that the sum of two Poisson processes of rates a and b is a Poisson process of rate a+b.

Now, find the probability that the arrival of the combined (a+b) Poisson process comes from the process of rate a. I know that the answer must surely be a/(a+b), but how do we actually go about formally proving it?