So I feel like I split the use of AI and data into, like, two, like, themes. Like, one is production, which I've talked about, which is, like, access and, delving into things and perhaps monitoring. Then development is where you have the idea of a copilot or an AI powered ID. And I used one of those when I was doing my SQL message and it was absolutely incredible. And I think that's where your power development and engineering, your power, like, cold start problems where people have to get started with something now that AI can help them get get onboarded in, like, minutes. And that's and that's and they can also help them continuously improve what they've got. And I think that's why we're different development, and that's where we'll we'll see AI help, data people. And, primarily, I think those will be data or analytics engineers, maybe analysts who who get that benefit. And then the production benefits are for actually, for the consumers, really.