Scott Russell
Analyst · William Blair & Company.
Yes. It's a great question, Arjun. So I think there's a couple of things to maybe highlight here. As I mentioned in my opening comments, our core CX CCaaS platform is really strong. And to Beth's earlier comment, we see reacceleration in our outlook for '26 and beyond. Why is that? Well, I guess I'll best answer it by discussions that I've been having. This week, I had a number of meetings with customers, CEO, CTO and we were just talking about their CX environment and their existing use of their contact center. And right now, they both had indicated that their contact centers are capacity constrained. They're not overstaffed. And so they plan to use AI to actually free up their agents for higher value engagement, proactive outreach, more revenue generation or more value orientated. So rather than elimination of roles, they're using it as an efficiency driver so their people can be driving more value-added activities. And so they had no plans, no plans to reduce agents in the short to midterm. Now that's not to say that as we continue to build out our platform that we don't see the opportunity to be able to reduce the human capacity as the AI picks up. But we -- that's why in these complex environments because remember, CX is tough. you've got to have accuracy of data at high volume, the guardrails, the domain expertise and ultimately, it's got to fulfill a great consumer experience for the brand. And so what they don't want is a point solution that gives them a bit of automation, but then increases the complexity when it has to interoperate with their AI agents. And I think we've really seized upon this. What we see at the top end is that customers value a unified customer engagement platform. We call it the front door. So whether it's voice, whether it's digital, whether it's AI or what is most likely to be a combination of all three at the same time, real time at enterprises at the top end, they need a platform that can give that in a scalable, reliable way. And obviously, we differentiate on that basis. So it's interesting about the, I guess, the perceived concerns that you're going to see this erosion of the seats. We -- the data does not support that assertion, but we're growing on both levers, and we continue to expect to do so.