Audit logging is different because it's actually more straightforward than "normal logging". You just make a log entry for each state change, basically. Especially if you're storing the log entries as "objects" instead of plain text.

Besides, do you think that a LLM would be better at deciding what to log than a human that has even just a little experience with the actual system in question?