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<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/andycohen">Andy Cohen</a><a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/deane"> </a>is the founding architect of Sitecore XM Cloud. He is VP/Chief Architect at <a target="_blank" rel="noopener noreferrer" href="https://www.altudo.co/">Altudo</a>, and a CMS Critic contributor. <hr /> When people talk about personalization, they often mean “the right content to the right person at the right time.” That idea is now past tense.I have watched this shift play out up close, from <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/sitecore">Sitecore’s</a> early rules-based personalization, through <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/contentstack">Contentstack’s</a> use of edge-based personalization in a composable architecture, to <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/optimizely">Optimizely’s</a> launch of Opal, a system of marketing AI agents. Personalization no longer stops at swapping content on a page. It now reaches into the interaction itself, and soon, into the relationships agents form with one another.<h3 id="when-agents-adapt-to-us">When Agents Adapt to Us</h3>That shift, from “what” to “how,” is where the major CMS players are already moving, and you can see it in the different bets they're making:<ul><li>Contentstack has put its weight behind <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/livin-on-the-edge-contentstacks-new-adaptive-dxp-might-just-rock-your-world">EDGE</a>, which they call a hyper-personalization platform. It blends their headless CMS with a real-time CDP, AI, and automation. The goal is simple but ambitious: deliver one-to-one experiences in the moment and at scale. Because it is composable, brands can adapt interactions without locking themselves into rigid patterns. What strikes me about EDGE is that it reframes personalization as something continuous, not a campaign you set and forget.</li><li>Optimizely has taken another route with <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/optimizely-opal-gets-supercharged-for-agentic-ai-powering-infinite-use-cases-for-marketers">Opal</a>. Instead of a single assistant, Opal is built as a collection of agents that act like members of a marketing team. There is a campaign manager agent, a personalization advisor, a market researcher, and more. With the 2.0 release, Optimizely put the emphasis on letting these agents collaborate and run multi-step workflows across content, data, and experimentation. I have seen teams spend weeks coordinating those same steps manually. Opal hints at a world where marketing execution is handled by an ensemble of digital teammates who can plan, act, and adjust together.</li><li>Sitecore has focused on bringing assistance directly into daily work. Through <a target="_blank" rel="noopener noreferrer" href="https://www.sitecore.com/products/sitecore-stream">Stream</a>, they have introduced AI copilots that support authors and marketers in real time as they draft and optimize campaigns. On top of that, Sitecore’s partnership with <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/sitecore-sharpens-ai-focus-with-strategic-partnership-and-new-leadership-appointments">Gradial</a> shows how agentic workflows can extend into campaign execution. It is not just about smarter editors or quicker drafts. It is about agents that can carry intent through to delivery and adapt along the way. For a company that has lived for years in the world of static content publishing, that is a meaningful step forward.</li></ul>None of these approaches feels like a gimmick.They are different answers to the same problem: personalization is no longer about what content you are shown, it is about how the interaction unfolds. Whether that happens through hyper-personalization at the edge, through orchestrated marketing agents, or via copilots and execution partners, the shift is real and already in motion.<h3 id="what-nondeterminism-really-means">What Nondeterminism Really Means</h3>Most software behaves like math: 2 + 2 always equals 4. Generative AI does not. Ask it to draft a thank-you note and you will get three different answers, all plausible, none identical. That variability is what we call nondeterminism.It is the very thing that makes AI feel creative, but also the reason it needs personalization to stay useful. As <a target="_blank" rel="noopener noreferrer" href="https://parivedasolutions.com/perspectives/managing-the-non-deterministic-nature-of-generative-ai/">Pariveda Solutions points out</a>, nondeterminism is what makes AI flexible and creative, but it also introduces governance challenges that remain unresolved. In my own work with <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/getting-loud-with-xm-cloud-sitecore-reports-100-growth-of-its-ai-powered-cloud-based-cms">XM Cloud,</a> I have seen how unpredictable outcomes can be a feature if the system adapts well – and a liability if it does not.<h3 id="when-agents-adapt-to-each-other">When Agents Adapt to Each Other</h3>The next frontier is agents adapting not just to us but to each other. Nondeterminism multiplies when two autonomous systems interact. They need ways to converge on workable outcomes.Sometimes that looks like adjusting communication style, where one agent is structured and terse, another free-form and verbose. Sometimes, it means learning to accept differences in task style, such as fast approximation versus cautious step-by-step reasoning. Other times it's about role negotiation: who leads, who validates, who escalates.And sometimes it is memory. Agents do not just adapt in the moment; they remember. That memory can look like a grudge. A search agent that hallucinated last time will get fact-checked the next. A procurement agent that botched a deal may face stricter oversight. Even first impressions stick. If an agent’s very first hand-off is sloppy, the other agent may never fully trust it, no matter how good the later work becomes.Humans behave the same way. In corporate life, one bad kickoff meeting can color a partnership for months. Agents will carry those patterns too.<a target="_blank" rel="noopener noreferrer" href="https://www.deepset.ai/blog/ai-agents-and-deterministic-workflows-a-spectrum"> Deepset calls this the “spectrum of determinism to nondeterminism</a>.” I call it relationship management.<h3 id="everyday-illustrations">Everyday Illustrations</h3>Picture a grocery agent told to buy apples if they are $0.99 a pound. A deterministic system comes back empty because they are $1.09. An adaptive one checks with you, “They are a little higher today. Should I buy anyway?” That is useful, until the store’s own agent learns to nudge yours into paying even more.Or ride-hailing. You set a $20 target. The price surges to $23. Do you want your agent to decline, wait, or decide on its own? What happens when the ride-share’s agent starts upselling yours into priority pickup at $28?Or travel. You say, “Book me a flight under $500.” The system finds none. A flexible agent returns with, “There is one at $525 with better times. Should I grab it?” Helpful, but it shows how quickly rules can bend.In the enterprise, this gets thornier. Procurement policies might cap software licenses at $50 per seat. A deterministic agent halts the deal. A personalized one negotiates to $55 and closes it. That looks like a win until you realize the vendor’s agent deliberately anchored higher, knowing yours would flex upward.Healthcare raises the stakes even more. You ask for an appointment with your doctor next week. A rigid agent says none available. A personalized one offers a nurse practitioner tomorrow or a specialist in two weeks. That looks like a better experience, but it could also push you toward higher-margin services instead of the care you really wanted.<a target="_blank" rel="noopener noreferrer" href="https://www.salesforce.com/blog/deterministic-ai/">Salesforce has written about this exact problem</a> of when to script agents tightly and when to let them roam. I see it every day in delivery projects. Too rigid and you frustrate users. Too loose and you open the door to manipulation.<h3 id="agents-that-carry-“you”-with-them">Agents That Carry “You” With Them</h3>Now push it further. Imagine your agent not only executes tasks but carries your personality footprint into every interaction. If you are cost-sensitive, it pushes harder. If you are time-poor, it pays more for speed. If you are detail-driven, it double-checks everything.What if you could swap personas entirely?<ul><li>"Frugal Andy" does the grocery shopping</li><li>"Executive Andy" books the flights</li><li>"Playful Andy" explores games and hobbies.</li></ul>Your agent would not only personalize to you. It would personalize as you.But there is risk in this. If the other agent knows who you are or which persona you are using, it can adapt back. That can be powerful when aligned with your goals, but it can also be exploited. Imagine a vendor agent that recognizes executive mode and steers you toward premium packages.This is not hypothetical. Optimizely’s Opal agents already act like different team members depending on context. Contentstack’s Brand Kit lets you define voice profiles and store guidelines so that every AI-generated artifact reflects your identity. Sitecore’s Stream copilots are designed to guide content creators in real time, aligning their work with brand and role expectations.These are early signals of a future where agents carry pieces of us, including quirks, preferences, and even biases, into every exchange.<h3 id="why-this-matters">Why This Matters</h3>This is why nondeterminism is not a flaw but the feature. Deterministic systems did not need personalization. There was only one output. Nondeterministic systems can go in many directions, and personalization is what prevents chaos.The best metaphor I know is jazz. Musicians improvising do not know exactly where the others will go. They adapt, they respond, they personalize their playing to the group. The music works not because it is scripted but because the players trust each other enough to bend and flex.<a target="_blank" rel="noopener noreferrer" href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/seizing-the-agentic-ai-advantage">McKinsey has argued</a> that this adaptability is the defining advantage of agentic AI. From what I have seen in publishing systems, SaaS cost optimization, and large-scale CMS migrations, I agree. The resilience comes not from rigid plans but from the ability to adapt in context.<h3 id="what-leaders-should-prepare-for">What Leaders Should Prepare For</h3>Leaders should focus on their readiness in key areas. For example, trust frameworks must extend beyond human-agent interactions into agent-to-agent ecosystems. Standards cannot stay as fixed APIs; they need flexibility built in. Identity management has to protect personality profiles and alter egos from misuse. And agents must be able to remember not just what they did for us, but how they worked with others.<h3 id="the-future-of-personalization">The Future of Personalization</h3>Personalization started with content. It evolved into experiences. Now, it is moving into interactions – first with humans and then with other agents.If we get this right, nondeterminism will not be something to suppress. It will be the source of resilience, adaptability, and creativity. The companies that thrive will not just personalize their websites. They will personalize their agents. Those agents will adapt to us, and to each other, in ways that reflect who we are or even who we choose to be.And like humans, they will remember. First impressions will matter. Grudges may form. And relationships between agents will start to look a lot like relationships between people. <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:31.61%" src="https://cmscritic.com/ms-content/uploads/2025/08/storyblok-joyconf-2025-logo.jpg" /><h4 id="storyblok-joyconf-2025"><a target="_blank" rel="noopener noreferrer" href="https://joyconf.storyblok.com/">Storyblok JoyConf 2025</a></h4>October 14-15, 2025 – Amsterdam, Netherlands November 4, 2025 – New York, NY November 6, 2025 – Los Angeles, CAJoin us at JoyConf 2025, where the future of content meets the people shaping it. Built for developers, marketers, and digital innovators, this free conference goes way beyond product updates or yet another strategy playbook. It’s where you’ll get inspired, get real, and get connected – to ideas, to the community, and to what’s possible when you build joyfully. Whether you're building lightning-fast frontends or launching cross-channel campaigns, this is where content becomes connection and collaboration becomes second nature. Come for the talks. Stay for the community. Leave with joy. <a target="_blank" rel="noopener noreferrer" href="https://joyconf.storyblok.com/">Save your spot.</a> <img style="width:28.9%" src="https://cmscritic.com/ms-content/uploads/2025/08/sitecore-symposium-2025.jpg" /><h4 id="sitecore-symposium-2025"><a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/">Sitecore Symposium 2025</a></h4>November 3-5, 2025 – Orlando, FLAt Sitecore Symposium, you’ll learn how to meet your customers where they are – across channels, moments, and touchpoints that didn’t exist a year ago. You’ll hear how the boldest brands in the world are transforming content into outcomes and creating experiences that are fast, relevant, and human. Join 1,500 marketers, digital leaders, and technologists in Orlando to see what’s possible when personalization scales, AI accelerates creativity, and trust becomes your competitive edge. This is the Third Wave of the Internet. And this is your moment to lead in it. <a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/">Get your tickets today.</a> <img style="width:31.44%" src="https://cmscritic.com/ms-content/uploads/2025/08/cms-kickoff-2026-logo.png" alt="" /><h4 id="cms-kickoff-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">CMS Kickoff 2026</a></h4>January 13-14, 2026 – St. Petersburg, FLMeet industry leaders at our fourth annual CMS Kickoff – the industry's premier global CMS event. Similar to a traditional kickoff, we reflect on recent trends and share stories from the frontlines. Additionally, we will delve into the current happenings and shed light on the future. Prepare for an unparalleled in-person CMS conference experience that will equip you to move things forward. This is an exclusive event – space is limited, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">so secure your tickets today.</a>

Agent-to-Agent Personalization: Trust, First Impressions, and the 'Grudge' Factor

andycohen

Put on a happy CMS face: Storyblok's facial coding experiment reveals how AI is sparking joy 

matt-garrepy

<hr /> At <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/the-deep-dish-on-composable-6-tasty-takeaways-from-the-mach-alliances-2025-conference">“The Composable Conference” </a>this past April, AI was undeniably the central focus for the MACH Alliance community and the market at large. Agentic commerce was just starting to boil, and brands were lining up to talk about their plans to harness agents to do their bidding.At the event, I spoke with the Alliance’s <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/the-future-is-composable-a-conversation-with-new-mach-alliance-president-casper-rasmussen">Casper Rasmussen</a> (who recently announced he is stepping down as president) about all the hubbub. In a quiet moment, he reflected on the tidal wave of innovation he was shepherding at <a href="linkedin.com/in/casper-aagaard-rasmussen/">Valtech</a>, where he serves as Group Chief Transformation Officer. That's a cool title, BTW. I’ve seen some of their AI-powered handiwork, courtesy of <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/allison-abraham-0b6212/">Allison Abraham</a> – the agency’s SVP of North American ops. During her demo of Valtech’s AI Concierge for Lexus Europe, there were some jaw-dropping moments. Yeah, this AI stuff – it’s amazing. And to Casper’s point, the use cases keep getting better. That’s not to say there aren’t problems with AI. Some big ones, even. While some organizations are unlocking real value from their investments, others are staring down the reality that it’s just not paying off. If we’re being honest, a lot of those failed attempts have been due to a tempest of irrational exuberance, which often leads to poor planning and reactionary missteps. This is where vision and leadership are key – especially as we usher in the third wave of AI and the agent revolution. As agentic AI reshapes the business landscape, the <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/accenture-song-brings-its-composable-commerce-music-to-the-mach-alliance-heres-why-it-matters">MACH Alliance</a> has announced that its role is evolving to meet the swelling AI imperative. It will expand its charter to focus on the goal of unlocking trusted, agent-to-agent ecosystems that drive innovation and collaboration, while continuing to uphold the central tenets of MACH.So what does this repositioning really mean? Here’s a breakdown. <h3 id="aligning-with-an-ai-centric-technology-landscape">Aligning with an AI-centric technology landscape</h3>One of the biggest challenges with AI is guidance, and enterprises are on the prowl for it. I know, because I've spoken to many brands about their AI strategies, and there's no limit to their ambitions – or their anxieties. They need help.To that end, the MACH Alliance has already established its position as a trusted industry authority, and expanding its charter into the realm of AI is logical, particularly given the depth of adoption across its membership community. By enabling transformation through open, connected, and composable architectures, they have many of the essential ingredients to bridge vision with real-world implementation.<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/mach-alliance-aims-to-evolve-enterprise-ai-architecture-with-new-end-user-leadership-model">I recently wrote</a> about the Alliance’s intentional shift to an end-user leadership model, which seems to reflect a call for greater democratization from the top down. This will diversify the leadership structure and infuse real-world talent to help navigate the narrow harbors of successful AI execution. From a support perspective, this further reinforces the actionable tools the Alliance has been curating, specifically with the development of its <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/a-new-game-for-interoperability-heres-why-the-mach-alliances-open-data-model-is-a-winner">Open Data Model</a> and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/mach-alliance-launches-new-mach-ai-exchange-to-help-enterprises-streamline-ai-adoption">MACH AI Exchange. </a>According to the Alliance, this move is a “refreshing” of its central positioning to establish MACH as the foundation for AI-ready enterprise architecture. A central driver will be the realization of agent-to-agent ecosystems that are trusted, open, and scalable across vendor and enterprise boundaries. Another key objective will be the reinforcement of interoperability through new certifications and governance standards – think MCP, A2A, AI-Connected Certification, and the aforementioned Open Data Model. <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/the-heros-journey-to-composable-a-conversation-with-uniforms-mark-demeny">Mark Demeny</a> gave a current walk-through of the ODM at the <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/a-gathering-of-content-champions-heres-why-cms-connect-25-was-super-in-every-way">Boye &amp; Company CMS Connect 25</a> conference a few weeks ago, and it's looking very promising. I’ve previously spoken about the Alliance's need to invest in more actionable tools and training, and the docket for AI would include the publishing of practical tools, reference architectures, and business transformation guides. Further bolstering this position is a plan to launch what they call “proof-driven innovation,” which would follow the path of newer initiatives like the <a target="_blank" rel="noopener noreferrer" href="https://machalliance.org/mach-ai-exchange">MACH AI Exchange</a> and <a target="_blank" rel="noopener noreferrer" href="https://machalliance.org/futuremach">FutureMACH</a> programs. <h3 id="unlocking-the-value-of-agentic-ai-with-mach">Unlocking the value of agentic AI with MACH</h3>It’s clear that AI is reshaping and accelerating how enterprises operate, from decision-making to customer interaction. As the MACH Alliance maintains, interoperability – not isolated tools – will be the key to powering the next wave of agent-to-agent innovation. To that end, composable, MACH-driven strategies will be a key activator for success. That’s not hyperbole. There’s some real historical validation to back it up. According to data from the Alliance, enterprises that are well along in their MACH journey are <a target="_blank" rel="noopener noreferrer" href="https://23221942.fs1.hubspotusercontent-na1.net/hubfs/23221942/2025%20Annual%20Research%20Report/2025%20MACH%20Alliance_Global%20Annual%20Research%20Report_Final_compressed.pdf">twice as likely to successfully deploy AI</a>, with 77% achieving success compared to just 36% for those new to MACH.MACH can play a critical role across the expanding AI horizon. For example, AI and agents need to function across silos, so it’s essential to provide agility around data and systems – something MACH and composable architecture can deliver. Agentic solutions also require real-time trust, governance, and negotiation, which MACH standards can further enable. Perhaps one of the most cogent arguments for MACH as a foundation for the future of agentic AI is access to composable ecosystems. As the Alliance pointed out, “no single player can build the future of AI ecosystems.” Given that, MACH provides a sort of connective tissue by guiding brands toward open, best-of-breed solutions that work more harmoniously.<h3 id="why-it-matters">Why it matters</h3>With the rapid pace of AI transformation, the MACH Alliance might be one of the best shots at bringing some calm to the turbulence. Composable and API-first headless technologies are well-positioned for harnessing AI, MCP, and agent capabilities, and the Alliance has assembled a deep bench of member technologies that are pushing the boundaries of AI innovation. In this sense, it could be a vestige of stability and a beachhead for landing successful outcomes.A key part of the strategy relies on people, and the Alliance has invested in a cadre of resources to help support the human factor. From the pivot in its leadership model to the development of an AI Exchange, they’re making this evolution more meaningful around the challenges of the day.Will this refresh be enough to maintain the MACH Alliance's relevance within the industry zeitgeist? It’s hard to say. There have certainly been failures surrounding composable execution, but some of that is likely a product of poor planning and execution. The same penchant for overzealous AI adoption could land brands in the same pickle. So, having proven leadership, a solid ecosystem of solutions, and reliable guidance from ISVs could be the kind of relevance that really adds up for the future of the Alliance, its members, and enterprises looking to unlock the potential of agentic AI. <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:31.61%" src="https://cmscritic.com/ms-content/uploads/2025/08/storyblok-joyconf-2025-logo.jpg" /><h4 id="storyblok-joyconf-2025"><a target="_blank" rel="noopener noreferrer" href="https://joyconf.storyblok.com/">Storyblok JoyConf 2025</a></h4>October 14-15, 2025 – Amsterdam, Netherlands November 4, 2025 – New York, NY November 6, 2025 – Los Angeles, CAJoin us at JoyConf 2025, where the future of content meets the people shaping it. Built for developers, marketers, and digital innovators, this free conference goes way beyond product updates or yet another strategy playbook. It’s where you’ll get inspired, get real, and get connected – to ideas, to the community, and to what’s possible when you build joyfully. Whether you're building lightning-fast frontends or launching cross-channel campaigns, this is where content becomes connection and collaboration becomes second nature. Come for the talks. Stay for the community. Leave with joy. <a target="_blank" rel="noopener noreferrer" href="https://joyconf.storyblok.com/">Save your spot.</a> <img style="width:28.9%" src="https://cmscritic.com/ms-content/uploads/2025/08/sitecore-symposium-2025.jpg" /><h4 id="sitecore-symposium-2025"><a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/">Sitecore Symposium 2025</a></h4>November 3-5, 2025 – Orlando, FLAt Sitecore Symposium, you’ll learn how to meet your customers where they are – across channels, moments, and touchpoints that didn’t exist a year ago. You’ll hear how the boldest brands in the world are transforming content into outcomes and creating experiences that are fast, relevant, and human. Join 1,500 marketers, digital leaders, and technologists in Orlando to see what’s possible when personalization scales, AI accelerates creativity, and trust becomes your competitive edge. This is the Third Wave of the Internet. And this is your moment to lead in it. <a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/">Get your tickets today.</a> <img style="width:31.44%" src="https://cmscritic.com/ms-content/uploads/2025/08/cms-kickoff-2026-logo.png" alt="" /><h4 id="cms-kickoff-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">CMS Kickoff 2026</a></h4>January 13-14, 2026 – St. Petersburg, FLMeet industry leaders at our fourth annual CMS Kickoff – the industry's premier global CMS event. Similar to a traditional kickoff, we reflect on recent trends and share stories from the frontlines. Additionally, we will delve into the current happenings and shed light on the future. Prepare for an unparalleled in-person CMS conference experience that will equip you to move things forward. This is an exclusive event – space is limited, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">so secure your tickets today.</a>

An Alliance for AI: To Unlock Trusted, Agent-to-Agent Ecosystems, the MACH Alliance is Evolving

<hr /> When I last spoke to <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/mariano-gomide-de-faria-vtex/">Mariano Gomide de Faria</a>, it wasn't long after he published <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/posts/mariano-gomide-de-faria-vtex_for-all-the-reasons-explained-in-the-article-activity-7310313384015511552-APGm/?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAABz8skQBu3yAX4WwKnVszlZSL3qGoPZCq6w">“The MACH Mirage”</a> on LinkedIn. It was a veritable shock to the system that pointedly criticized aspects of the composable movement – and, with specificity, the <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/mach-alliance-aims-to-evolve-enterprise-ai-architecture-with-new-end-user-leadership-model">MACH Alliance.</a> At the time, he announced that <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/vtex">VTEX</a> (the connected commerce platform he founded and steers as co-CEO) would be pausing its membership in the best-of-breed ecosystem, citing the drift of composability from operator control as a central grievance. Famously, both Mariano and MACH Alliance president <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/the-future-is-composable-a-conversation-with-new-mach-alliance-president-casper-rasmussen">Casper Rasmussen</a> met on “The Watson Weekend” retail program to hash out some of the issues in a town square forum. The debate was friendly, healthy, and focused squarely on the challenges of enterprise architecture – which is being transformed by the advent of AI across the composable stack. And that’s the big tuna. The crucial role of AI in digital commerce can’t be overstated, and this is precisely where Mariano felt the MACH Alliance could be more prolific in supporting its association – and the market at large – in the AI course corrections. In his mind, this required less a less rigid approach to the enshrined standards of MACH.“At the end of the day, we cannot close our eyes to the reinvention of SIs informed by a future where AI rules,” he said, pointing out how organizations like the <a target="_blank" rel="noopener noreferrer" href="https://nrf.com/">National Retail Federation</a> could also help to lead discussions that generate value. Since then, VTEX has been putting its nose to the grindstone and building its own ecosystem for agentic commerce. And the timing couldn’t be more apropos: During my many interviews and discussions at <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/the-deep-dish-on-composable-6-tasty-takeaways-from-the-mach-alliances-2025-conference">“The Composable Conference”</a> in April (the annual MACH Alliance event), agentic commerce was already lighting the world on fire. The noise level has only increased over the last few months, and the push to adopt these capabilities is reaching a fever pitch. According to a recent <a target="_blank" rel="noopener noreferrer" href="https://www.digitalcommerce360.com/2025/03/20/agentic-commerce-ecommerce-trends/">Digital Commerce 360 survey</a>, over 44% of e-commerce leaders are already seeing strong results from their AI investments, and a <a target="_blank" rel="noopener noreferrer" href="https://rierino.com/blog/agentic-commerce-with-ai-agents">study from Rierino</a> suggests that agentic frameworks are also paying off with a 6-10% increase in revenue and a big bump in order efficiency.Now, VTEX is shipping its automated agentic AI workforce – and other features – into prime time as part of an expansion of its enterprise-grade capabilities. Unveiled at <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=http%3A%2F%2Fvtex.com%2Fen-us%2Fvision%2F2025&amp;esheet=54310335&amp;newsitemid=20250819007039&amp;lan=en-US&amp;anchor=VTEX+Vision+2025&amp;index=1&amp;md5=8e8045401ca4c78ebfc0f12961001495">VTEX Vision 2025</a>, its annual digital showcase, the company’s latest release includes new solutions tailored to B2B complexity and personalized omnichannel experiences. “Enterprise commerce doesn’t slow down in the face of complexity,” Mariano said. “It rewards those who turn it into leverage. With VTEX Vision 2025, we have expanded our infrastructure to meet rising demands, from B2B buyer personalization to seamless consumer retail experiences, all on one unified commerce platform built for growth.” <h3 id="capabilities-that-convert-and-scale-for-the-b2b-enterprise">Capabilities that convert and scale for the B2B enterprise</h3>In the pantheon of digital commerce, B2B operates with its own set of rules, requiring intuitive digital infrastructure that’s built to move high-volume transactions and manage the full complexity of modern procurement. VTEX’s B2B innovation reinforces a key truth that enterprise leaders know: Success requires infrastructure built around how corporate buyers manage procurement, not systems that restrict transactions. This is where VTEX has its edge, and its Vision for B2B is bringing core capabilities to support these requirements.What’s in the new release? Personalized catalogs, pricing, and payment methods per buyer, as well as advanced buyer organization management that includes branch structures, role-based access, budgeting, and policy control.Brands will also have access to buying policies and approval workflows that enforce custom procurement rules automatically, and rapid cart creation that leverages quick order tools by file and search term. There’s also SKU matrix and reorder tools for high-frequency purchasing and native punchout integrations to centralize procurement within enterprise systems.From a market validation perspective, Andy Hoar's <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=https%3A%2F%2Fvtex.com%2Fen-us%2Fcampaign%2Fparadigm-b2b-report-2025%2F&amp;esheet=54310335&amp;newsitemid=20250819007039&amp;lan=en-US&amp;anchor=B2B+Paradigm+2025&amp;index=2&amp;md5=9e2f7662e0ed2cad3ef71cd6af712a9d">B2B Paradigm 2025</a> report recognized VTEX with the most Gold medals across its Enterprise and Mid-Market categories, including key metrics like TCO and marketplace capabilities. <h3 id="the-next-level-of-omnichannel">The next level of omnichannel</h3>We’ve been talking about omnichannel for a long time, and how composable stacks help support these strategies. But for enterprise brands, true omnichannel is still a bit elusive. Why? Blame inventory silos, delayed delivery updates, and disconnected store operations (for starters), which block many organizations from operating at their full potential. VTEX closes these gaps by strengthening the “operational backbone” needed to move with speed, accuracy, and complete fulfillment control. AI is helping to power these features in VTEX. This includes AI Semantic Search, which delivers relevant results by interpreting shopper intent through natural language. There’s also AI Product Recommendations that help drive conversions with personalized, behavior-based suggestions.With VTEX, Distributed Inventory is unified and made available across every channel, covering B2C, B2B, marketplaces, and stores. Multi-seller Carts also merge 1P, 3P, and in-store items into one seamless checkout experience, making the entire lifecycle faster and easier.VTEX’s Delivery Promise is also a powerful fixture, helping shoppers find products that are located near them and can be delivered quickly. There’s also Cross-Channel Fulfillment, where newly simplified BOPIS (buy online, pick up in store), ship from store, and simplified returns can lead to operational cost reductions and improved inventory accuracy.<h3 id="agentic-commerce:-the-enterprise-ai-workforce">Agentic commerce: The enterprise AI workforce</h3>For the unindoctrinated, agentic commerce is the application of autonomous AI agents that work independently within a digital commerce system. They’re bestowed with “agency,” meaning they can make decisions, execute tasks, and adapt to context across both frontend and backend workflows. Agentic commerce isn’t just recommending things. It’s effectively running parts of your business with autonomy, tapping more adaptive AI and intelligent automation capabilities that can execute on their behalf. The explosive gains in productivity are making agentic commerce incredibly popular as brands and enterprises look to move faster across channels.Enterprise commerce is entering a new operational era, and VTEX is helping to lead that shift with agentic AI built that can effectively streamline critical workflows and accelerate enterprise performance across the globe. To kick off its roadmap to a fully agentic commerce platform, VTEX is launching three AI agents that are engineered around precision, speed, and adaptability. As the company stated, it’s the beginning of a new standard where digital infrastructure operates as intelligently as the enterprises it serves.“As VTEX advances toward a fully agentic commerce platform, we continue to transform cost centers into engines of growth with measurable impact,” Mariano said. “Our first wave of AI agents marks a critical step, compressing complex workflows and unlocking new value for global brands. Flexibility, transparency, and real-time adaptability will define the next generation of enterprise leaders. Anything else will be left behind.”Some cool capabilities are rolling out, starting with VTEX’s Customer Service Agent, a fully autonomous support agent that works across WhatsApp, Instagram, SMS, and more. Brands like UNICEF and Cencosud are currently using it, which, according to VTEX, has already resolved 92% of tickets without human input – and cut AHT from hours to minutes. Impressive results to be sure.Forthcoming is a Visual Editor Agent, which promises some powerful experience-level capabilities with no developer support required. Teams will be able to instantly respond to change by updating a storefront using a <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/figma">Figma</a> file or natural language.Finally, VTEX’s Data Insights Agent is all about powering productivity and observability across channels. The agent receives priority access to real-time omnichannel performance data in plain language, without the need for static dashboards or SQL queries.<h3 id="why-it-matters-">Why it matters </h3>“There's no survival without passing through this chaotic moment,” Mariano said. We were discussing the embedded challenges with navigating legacy systems and how many companies are still modernizing from old IBM mainframes. That might sound a little arcane, but we’ve come a long way on the frontier of interoperability. The MACH Alliance has played a huge role in shaping that, but we’re in yet another chaos moment – one where AI is rendering our roadmaps almost useless. Brands are having to react to change instantly, and commerce is going to need the scale and automation of agentic AI to win customers across channels. To its credit, the MACH Alliance is putting greater emphasis on the AI horizon, manifesting in more end-user representation at the top of the organization. Recently, Casper Rasmussen announced that he will be stepping down as president, and the Alliance will begin shifting to an <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/mach-alliance-aims-to-evolve-enterprise-ai-architecture-with-new-end-user-leadership-model">end-user leadership model</a> to support enterprise AI architecture. Will this help mend some of the fences with VTEX? Does it address the core issues surrounding operator control with the composable system? Probably not. There's a rhyme to MACH's reason, and maintaining fierce standards is part of that language. But we’ll see how things unfold. One thing is certain: Mariano will continue his quest for greater flexibility in a market that’s being utterly transformed by AI. “History proves that the highest risk position we can take now would be not assuming any risk,” he told me. “And that serves for NRF, that serves for the MACH Alliance, that serves for any association.”Institutional disagreements aside, VTEX is clearly pushing to innovate on its own terms with agentic commerce, and this could power its already strong collection of 3,400 active storefronts across 43 countries with less friction, greater productivity, and an even nimbler posture. Based on its measurable successes with real customers using its preliminary agents, VTEX is making real headway toward its vision of an autonomous platform that powers the future of digital commerce for B2B and B2C models. They certainly have the chops and market credentials to lead the way, with more than 2,400 brands trusting its technology to unify omnichannel sales, intelligent order management, data pipelines, retail media, enterprise-grade security, and more.It’s early days, so it will be interesting to see how VTEX's pricing models evolve surrounding its agent services. But for buyers with complex requirements and global fulfillment demands, the promise of agentic commerce could be a game changer – with the right platform to build on.  <hr /><h4 style="text-align:center" id="looking-for-guidance-on-vtex?-talk-to-an-expert.">Looking for guidance on VTEX? <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/contact">Talk to an expert.</a></h4><hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:31.44%" src="https://cmscritic.com/ms-content/uploads/2025/08/cms-kickoff-2026-logo.png" alt="" /><h4 id="cms-kickoff-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">CMS Kickoff 2026</a></h4>January 13-14, 2026 – St. Petersburg, FloridaMeet industry leaders at our fourth annual CMS Kickoff – the industry's premier global CMS event. Similar to a traditional kickoff, we reflect on recent trends and share stories from the frontlines. Additionally, we will delve into the current happenings and shed light on the future. Prepare for an unparalleled in-person CMS conference experience that will equip you to move things forward. This is an exclusive event – space is limited, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">so secure your tickets today.</a>

VTEX Expands Enterprise Capabilities with Agentic Commerce, B2B Orchestration, and Omnichannel Power

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VTEX Expands Enterprise Capabilities with Agentic Commerce, B2B Orchestration, and Omnichannel Power

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