That still begs the question though: There are existing tools and solutions that do this. Why not, and would this being AI make a difference?

"My boss would be more likely to approve it" is a cynical but valid answer.

ALL existing product simply let you set up alerting system, and that alerting system is manually done by you. still un-expected issue can arise. LogClaw is not altering system. you just send all your logs, its capable of injecting terabytes of logs per day, and it automatically ignores all the successful logs, and it works on the uncaught exceptions, errors from all services, infrastructure itself.

Exactly. Incidents happen with uncaught issue. A simple of database query slowness or out of memory ...etc can cause your "perfectly designed feature" to cause P1. So it is super convienet for a system that invests all of your logs and monitors it for you. No need to customary set up alerts or trace traceIDs, connect logs through out micro-services.