They just work in entirely different ways. An car and a horse are both able to serve as transportation, but they aren’t anything alike in other ways. LLMs compared to previous sorts of bots are similar.
The main difference is that an LLM isn’t fetching whole answers from some database somewhere. It’s generating them fresh. You have to hope it generates the right stuff, which it does a certain percentage of the time.