if they want dynamic pricing like adwords then its going to be a little challenging. While I appreciate its probably viable and they employ very clever people there's nothing like doing two things that are basically diametrically opposed at the same time. The LLM wants to give you what _should_ be the answer, but the winner of the ad word wants something else. There's a conflict there that I'd imagine might be quite challenging to debug.