"plausible sounding" is probably the best two word summary of LLM output. A good one word summary might be "bullshit".
When I ask GPT4 to write some code to perform a specific task, and it does so, and the code works and correctly performs the task, is that bullshit?
It's true that LLMs are not reliable enough to trust blindly, the same applies to humans.