Now I've been at Coveo for three plus years and I've seen our customers achieve tremendous outcomes using Coveo AI. I'm delighted that the opportunity our customers now have to expand tested, trusted, and scalable solutions like Coveo relevance, generative answering to their businesses. As chief customer officer, you have to be truly immersed in the mindset of your customers to cultivate and elevate the customer and employee experience. And in the age of AI, CCOs need to be adopting strategies and technologies that ensure their company can deliver the best possible experiences. The AI Advantage allows you to deliver those exceptional experiences that help to increase customer retention and grow revenue. You'll see Coveo generative answering live on our Coveo community and our doc site. So go check it out if you'd like to see Gen AI in action. And now a special announcement for our Coveo customers We of course love celebrating your successes and innovative accomplishments. That's why I'm excited to announce that our twenty twenty three Coveo relevance awards are live and open for submissions. Last year's winners included Force Point, Informatica, NetApp, PMI and zero. You can learn all about our awards and your eligibility on our website and your CSM will be following up too and can help you with your application Also, we have four new In Coveo sessions for each of our solutions coming up in the following weeks. I really encourage you to attend, bring your colleagues along, We'll dig deeper into specific solution areas and Kaveo AI and question answering capabilities and their impact on your business outcomes. Now, what else? Well, our customer success team continues to support and enable you with our platform throughout your journey with Coveo. You start that journey with our onboarding managers who focus on understanding your business outcomes, guiding you with live training, and ensuring your analytics are configured to measure value. As you go live, our CSMs establish a joint success plan with you to ensure business outcomes and value are achieved and that you continue to optimize Coveo by aligning on critical objectives and introducing any new features. Our level up platform provides open and free access to e learning and also allows you to do hands on training right in the platform. We also offer learning paths that are relevant to your solution and role, and you can track your progress and achievements and benefit from new content release continuous. Our Coveo community delivers personalized, relevant experiences that enable you to learn, share, and connect with Coveo experts. Of course, now with Coveo generative answering, you can also share your ideas. If you have some, you are burning to share head on over and submit them to our Coveo community.