I mean, I was going to follow up with, you know, from those tabletop exercises specifically, what are some of the gaps that become particularly obvious?

Yeah, yeah.

They show up in places you...

You don't really expect the technical response.

We encounter a lot of teams where the technical response is excellent.

There's a human layer that no one has really spotted yet because a lot of the industry is still doing preparedness as a discussion rather than as a practice.

And I would say the clearest pattern is there is a difference between individual skill and organizational resilience, right? Um, there, there are some teams where you're, you have like a, you have like a top decile team.

How do you expect AI to impact the future of incident response and maybe specifically through the lens of kind of tabletop exercises as