It won’t be long until the LLMs are trained with for ad-RAG

While each conversation happens a second model will scan it, send the contents to a vector search, return as embedding and a score, then give those outputs silently to the conversing model.

You do need to train/fine tune the model to not mention that it received the ad and subtly push it.