When ads were introduced into Google, it objectively made the search product worse. You no longer saw what they thought would be the most relevant result. You literally saw Google's most profitable (it is an auction) result.

If we apply that kind of thinking to chat LLMs, it means instead of getting the most relevant tokens, you'll be shown the most profitable tokens. Maybe the most relevant tokens will be below the fold (like unpaid search results) now.