Pharmaceutical companies don't just fund research without having a model of the expected costs to bring something to market, the expected market size, and the viability and cost effectiveness of other potential treatments.

They have entire teams of people who figure out the viability and pricing of therapeutics before the first dollar is spent, with estimates getting refined the further you get along in the cycle.