It's not looking good so far. When OpenAI introduced product searches back in April I tried running one of their own example queries from the announcement post, and it obliviously cited "reviews" and "recommendations" from LLM-generated affiliate link farms. I just tried it again and it still falls into the same trap.

I agree that we don’t seem to be anywhere close that level of reliability.