Why not just estimate p(A - B | observed data) and be done with it?
A formula that can be easily plugged into Excel does have value over a formula that requires someone to write a python script and do a monte carlo simulation.
Evan's method is also nice in that it doesn't require a lot in terms of knowing your (possibly very small) conversion rate ahead of time.