There would have to be a pretty large range between the test and the control to make such assumptions. I wouldn't bet the farm on 100 samples of anything.
I'd bet the farm on 20 samples - and under some circumstances, on as few as 6 samples.
It's a trick played by statisticians to prove all sorts of stuff and to supplement their meager incomes.