Application performance management

And what's interesting is I was around for the first version of AIOps about nine or 10 years ago.

Observability, APM, we called it then, Application Performance Monitoring Tools, based on machine learning algorithms rather than neural networks or generative AI.

you know, we're trying to apply analytics based on automation.

And what a lot of people found was kind of the same thing we're seeing now, but more broadly was that, you know, garbage in garbage out with these things.

actually started my career back in the days of AppDynamics,

Dynatrace, like the APM days, like Application Performance Management days.

Absolutely.

Amazing.