Geraldo do Carmo Thomaz
Management
Marcelo, this is Geraldo. I'll talk a little bit about the R&D investment. So we are continuing to invest heavily in R&D because we see this as a powerful moment for the company, for the whole world actually, one where technology and especially AI is redefining the entire commerce landscape. In 2026, we expect our R&D investment to continue to increase, reflecting our conviction that now is the time to build the VTEX platform of the future. Our priorities are clear and centered on 4 strategic pillars: AI transformation, the biggest one, B2B commerce that will grow us outside of LatAm and inside of LatAm, retail media that will make our customers viable and profitable and will give a lot of revenue to us as well. And we will also strengthen our commerce -- core commerce foundation [ formed ] by AI. First, the AI transformation is at the center of everything we're doing. We're rethinking both how we build software and what software we build. That means that evolving from static admin tools to a fully AI-driven workspace powered by autonomous agents that automate commerce workflows from onboarding products to launching promotions or optimizing searching and pricing. So this is how we will become the AI native backbone for connected commerce. Second, B2B is an investment that we are accelerating, which we see as a massive global opportunity. We're developing a comprehensive B2B platform, including AI-assisted sales interfaces that connect buyers and reps in a single digital experience. Third, retail media is becoming an increasingly strategic part of our road map. We're helping retailers monetize their traffic and data by creating one of the largest retail media networks in Latin America, combining on-site, off-site, off-line media with AI powering personalization, recommendations and attribution. And finally, we continue to strengthen our core commerce and omnichannel platform, advancing in areas like semantic search, product recommendations, delivery promise, physical store integrations to make the overall experience more intelligent and connected. Across all this, the common thread is AI, not as a buzzword, but as an enabler for efficiency, growth and differentiation. We're investing to lead this transition just as we did when we became a cloud-native company a decade ago. So in short, our R&D focus is about building the next generation of VTEX, one that is AI native, outcome-driven and ready to power the future of global commerce. So you're going to see us going -- continue investing in R&D, Marcelo. On the churn, the churn -- no, the churn is stable. It's not -- what we're seeing is less momentum in sales, and we can elaborate this more if the other audience wants to.