Sure. No, we don't see hesitation. I will say at the beginning of this hyper cycle on the cost, obviously, they were a little bit of in shock and they're trying to navigate through that timing by focusing on understanding the trends and looking at the spot market and the like. Once they understood that, and understood that particularly in AI you need to go faster, they figured out, look, waiting is not an option, but they are getting smarter about where to land their budgets and how to optimize for this token economics, which Marie talked about, look, when you do it on premise and we do that ourselves and we share the number, we can see up to 60% cost benefits on a token basis. and so, no, I don't see hesitation on this point in time and that's why demand continues to be exceptionally strong. That's very clear. In terms of budget, look, budgets overall are going up. Look, in our case, you can talk about it, you know, of course there is prioritization within the budget to replace that older infrastructure so invest more in AI is a balanced approach, but in our case, We are growing the budget to consume more tokens because we are very aggressive in deploying AI as a part of the catalyst transformation. Obviously, we do it with governance, rigor, return on invested capital, and all the things. But in the end, it's an add-on, okay? It's not a subtraction of something else. So I was talking to a large customer yesterday, which is in the financial sector. and he told me, yeah, we are going all in and now we have done the math and we believe it will be better suited for us to build a AI factory on-premise so that we can improve the agility of deploying AI with the cost and controls, particularly in financial services with the compliance, right, that regulates that vertical. So we see that momentum continue. and I believe 2027 is going to be even stronger for enterprise because they become more confident in what they're doing and one win leads to another win, right, on how this has been successful because in the end it's business process transformation. It's workflow transformation. It's not just technology for the sake of technology.