And what is the primary way that you're using AI in your business? Is it for operations, within products and deployments, uh, to review and manage analytics, or something else?

Well, of course, uh, like all companies, I think we're, we're using it for operations, and, uh, we're using it in our product development.

And if we weren't doing those things, I think most people would think you should be scared of a, of a company that hasn't embraced at that level.

Uh, in a broader sense, though, we're looking at AI use cases as a way to improve productivity for, um, the marketplace or productivity for the end customer.

Uh, we don't wanna replace humans in the process.

We wanna augment them and make them more efficient in what the- the, what they can do and wanna make them more efficient in what they can accomplish.

And so what are we doing? We're using AI in our own business to help construct technology that can accomplish on productivity gains, that can deliver insights that are valuable, and ultimately, our goal is to help deliver intelligence that is predictive, which is really the next step for AI in our business and I think in the industry in general.

And what are some of the most interesting applications of AI in security that you have seen or heard about recently?