I found LLMs to be quite useful, so the time saved is worth the effort to double check answers.

Granted it might have to do with how I use LLMs. If you just blindly ask a question you increase the chance of hallucinations. If you give a lengthy input, and the output is highly dependent on the input than you will get better results. Think email re-writing, summarizing, translation.