Split testing often uncovers surprising things. For example, many features that make the product better in the eyes of engineers and designers have no impact on customer behavior. This was the case at Grockit, as it has been in every company I have seen adopt this technique. Although working with split tests seems to be more difficult because it requires extra accounting and metrics to keep track of each variation, it almost always saves tremendous amounts of time in the long run by eliminating work that doesn’t matter to customers.