I explicitly point out in my original comment that this applies for monopoly markets! To spell it out in gory detail: in a simple monopoly, the price is that which maximizes the supplier surplus for a given demand curve, and the demand curve will be proportional to probability that any single pill is consumed. If you have a more complicated model, then by all means explain it to us, but do not just assert the contrary with no explanation.