This is in line with Roger Martin's "what would have to be true to make this a winning idea?" question, which I map to Alex Cowan's Hypothesis Driven Development.

A key ingredient here is involving properly experienced researchers in helping to provide you with that data. An inexperienced researcher can provide misleading data on customer demand, for example, leading to failed products.