I would start without AI first. We do pretty well without it already and there will be complications if you start adding in the AI hype.
The first question should be, what are your goals in analyzing logs? Then, what existing tools are there that are already addressing this?
Only if you find a problem, should you seek out new solutions, and then AI is just one of the tools you might try, but you should tread carefully, as AI is slow and expensive.
