All LLM-search tools are slathered in ads already via LLM-SEO hacking.

The only difference here is that they will be providing a direct paid channel in this case and will get a cut instead of paying for compute. If it's responsibly disclosed it may even lead to a net more transparent shopping experience for the average user.