If the numbers from such early experiments don’t look promising, there is clearly a problem with the strategy. That doesn’t mean it’s time to give up; on the contrary, it means it’s time to get some immediate qualitative feedback about how to improve the program. Here’s where this kind of experimentation has an advantage over traditional market research. We don’t have to commission a survey or find new