I wish I could tell you there was a magic formula. The reality is we tried a lot of things, most didn't work and a few worked really well. So we doubled down on the things that worked. Before writing any lines of code or spent money on acquisition we tried to build a "hack" version of an idea to validate it. If we saw that customers were responding to it then we'd start thinking about scaling it.