Qualitative Versus AB Test?

At Scopely, we had these things called realms. So we had individual data for each realm and we would run split tests only on a per realm basis. You can only chat with then your realm actually, which is about 100,000 people. And that was the only way we were able to kind of isolate for that global chat experience, which is hard.