LLMs are obviously different and will have different challenges, but their advantage is how deep into a user's request they go. Advertising comes down to a binary choice - use product X or not. If I want implementation instructions for a certain product on specific hardware an ad will be obviously out of place and irrelevant.
So "shopping comparison" asks might get broken, but those have been broken for a while.