I'm actually not sure I agree- I think giving a very specific response to your question, even with a 10% chance there is a mistake, along with giving you sources, is pretty helpful: It gives you a good starting hypothesis that you can then validate.

llms tend to make different types of errors than humans, so with this process each can guard against the errors of the other.