And the question really that I think a lot of people are asking is how is this AI SOC innovation, how is it different than the traditional automation? And what problem do we think that it's really solving that some of these old tools that I've been using since like the beginning of DIRT, how is it solving things that I wasn't able to solve before?

Great question, Chris.

I think that like everything in security, it's all evolution.

It's the next step.

And at the SOC, you have great tools doing detection on the network level, on email, on endpoint cloud.

You have those sensors that were developed across the years together with the threats that were involved with the technology.

and are now really tuned in to detecting threats and alerting us on specific behaviors.

So keeping that in mind, do you see that AI arms race kind of really kind of shaking out that way? Do you see that the bad guys are continuing to use AI and it's important to respond with having an AI SOC solution to basically help you defend your infrastructure?