There is no 'maybe' there. LLMs have no metric or ability to tell if something is 'true' or not. Any 'finangling' you'd have to do is so much of the work that the LLM is doing the same thing it always does - "That's a great point!"

You'd have better luck asking the paint bucket in MS Paint what a rainbow looks like.