The problem with deceptively correct information is that it leads us to take mental shortcuts that lead us to oversee details. If you do the work first, you've already avoided this problem. Instead, if the feedback of the llm doesn't match your mental model, it leads you to think twice about it, which is a good thing (the risk of overthinking is offset by the speed at which llms give you the feedback).