They usually just put me on a concoction of various pain killers (e.g., migraine specific stuff like sumatriptan). These prescriptions actually work great. But so did OTC aleve/advil/tylenol too.
The problem was that I didn't really care for more effective pain killers. What I really want is to fix the root cause and stop having these headaches.
So yea, I can totally see why something like this would fail. If the solution is still qualitatively the same, a small percentage improvement is just micro-optimizations that most doctors and patients won't care much for.