Thank you, Sheila, and hello to everyone watching. My name is Alex Dassa. I lead our business value consulting practice and global enablement group at Coveo. I'm delighted to be here and get the chance to share two perspectives. The first from a Coveo customer, an early adopter of our Coveo relevance generative answering solution, Xero, and the second from a Coveo partnering customer, SAP. First, let's start with Xero. As a global small business platform with three point nine five million subscribers, we had a single goal when we partnered with Coveo back in two thousand and sixteen. To offer best in class, personalized, effortless support to millions of customers globally. And that's what we deliver today. Since then we've applied Coveo AI across multiple different use cases. Over ninety six percent of questions asked in our customer support platform, Xero Central, are answered with content surfaced by Coveo. This allows millions of of interactions with customers to improve the experience without compromising on service. We want to stay at the forefront of innovative customer experiences. That's why when Coveo invited us to test out the new relevance generative answering made for customer experience, we knew it would be a significant step forward. Once started with the test turned quickly into rolling out to our global support platform Zero Central, and the transformation is outstanding. With Coveo relevance generative answering, our customers are searching less and getting what they need faster. Average search time is reduced by forty percent, and also seen a twenty percent decrease in sessions needing additional customer experience support. We're delivering accurate, trusted, conversational answers directly to our customers securely. Every time someone asks a question, every time we solve an opportunity for someone, they find and discover new features and products on our platform. They stay and that's a great outcome for us. Us. The feedback we're getting on our generated answers have been hugely positive. We're not only solving problems, but enhancing our customers experience. With Coveo, our customers have a smoother or personalized, more intuitive journey. And we're truly at the forefront of innovative customer experiences today and in the future. Thank you, Nigel, and the entire Xero team for your partnership and the shared spirit of innovation that ties our two companies so closely together. Next, I'm delighted to introduce you to Suzanne Kurpada. Suzanne is the chief operating officer at SAP. Our Coveo AI platform was a natural fit to complement SAP's Commerce Cloud solution, and our partnership extends into SAP's own support area. I'm gonna let Suzanne tell you more. Thanks, Alex. I appreciate the opportunity to be here today at Relevance three sixty. My name is Suzanne Perpotta, and I have the privilege of being the chief operating officer for SAP customer experience line of business. SAP has a robust history of driving profitable growth for our global customer base. Central to this success is our commitment to delivering a trustworthy, feature rich, and scalable platform. This commitment extends to our partnerships, ensuring that our customers can trust the alliances that we form. We wanted to provide an industry leading customers with a powerful solution for AI search, GenAI, personalizations, and recommendations. We were looking for a platform built specifically to handle our customers' complex enterprise level requirements and improve product discovery, conversions, average order value, and boost profitability and loyalty. The Coveo AI platform was a natural fit for these requirements and to complement SAP's Commerce Cloud solution. Caveo was invited to be an SAP endorsed application partner. This means that they are certified, tested, and SAP ensures that their results are benchmarked first. We're confident about the Coveo platform's ease of integration as well as its capability to meet the key standards that are important to both SAP as well as our customers. In fact, through the deployment of Kaveo within SAP's own support area, we've gained firsthand evidence of the robustness of the solution as well as the value that it delivers. We appreciate the collaborative and innovative mindset of the Coveo team with whom we've worked closely with on multiple occasions, including having the chance to participate in Coveo beta program for generative answering last year. At SAP, our objective is to elevate the buying journey of our commerce customers. We want to support them in delivering frictionless, dynamic, and intuitive experiences that meet and even exceed the expectation of today's demanding shoppers. We're certain that the collaboration between our teams and the combined solution of SAP Commerce Cloud and Kaveo AI positions our joint customers for success. Thank you for providing me with the opportunity to join the team today at Relevance three sixty.