Even with images, unless you're looking for it most people will miss glaring problems. It's like that basketball video psychology experiment.

The problem is definitely bigger with LLMs though since you need to be an expert to check the output for validity. I will say when it's right it saves a ton of time, but when it's wrong you need to know enough to tell.