Articles

AI Agents Article

Sweet FlowMotion: Storyblok Transforms Content Updates into Automated Workflows

matt-garrepy

Agent Evolution: Kontent.ai Brings Intelligent ‘Expert Agents’ to its Agentic CMS

Adobe Summit 2026, Day 1: The Rise of the 'Agentic Enterprise'

mattmcqueeny

HubSpot Puts Context on the Spot, Enhancing AEO and Agents to Help Marketers Win AI Search

<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/scottliewehr">Scott Liewehr</a><a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/dan-drapeau"> </a>is Global Vice President of Market Strategy &amp; Growth at <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/sitecore">Sitecore</a> and a CMS Critic contributor. <hr /> I’ve spent over twenty-five years helping organizations communicate with their customers through digital channels. First as an industry analyst and now at <a target="_blank" rel="noopener noreferrer" href="https://www.sitecore.com/">Sitecore</a>, I’ve watched this industry invent, reinvent, and re-reinvent concepts like content management and digital experience management so many times I’ve lost count. Yet, through every cycle, one thing remained true: a human created the message, and another human consumed it. The technology was just the delivery mechanism. The fundamental exchange was always human-to-human. H2H, if you will.That’s over. For the marketers who have realized this, there is a quiet, existential grief. We’ve spent decades trying to forge an emotional “spark” between our brand’s soul and a human customer. Admitting that this spark must now travel through a cold, transformer-based intermediary feels like a betrayal of the craft. But ignoring it won't bring back the 'good old days' of direct traffic.<h3 id="where-most-marketers-are-right-now">Where most marketers are right now</h3>Right now, AI is a creation tool. Marketers are using <a target="_blank" rel="noopener noreferrer" href="https://chatgpt.com/">ChatGPT</a>, <a target="_blank" rel="noopener noreferrer" href="https://www.microsoft.com/en-us/microsoft-copilot/organizations">Copilot</a>, AI agents within their platform – pick your flavor – to draft blog posts, generate ad copy, and produce email variations at scale. The industry is spending a lot of energy debating whether this is going to kill copywriters (it isn’t), whether AI-generated content is “authentic” (depends on who’s using it), and whether we should ban the em dash forever (I refuse!). But while we’re having those debates, something more fundamental is shifting underneath us.What’s happening is simple: AI has inserted itself between the marketer and the audience. The marketer is still a human. The audience is still a human. But the creation process now has a machine in the middle. Call it H2A2H: Human to AI to Human. The AI helps you write more, faster, better. But the brief hasn’t changed. You’re still writing for a person. The buyer is still the target reader. The website visitor is still the audience. The AI is a productivity tool, and the humans on either end of the equation are the ones that matter.This is the state of the art right now. And here’s the thing: most marketing organizations think this is cutting-edge.They’re already behind.<h3 id="the-shift-that-needs-to-happen-next">The shift that needs to happen next</h3>Here’s what needs to change, and what I think most people in our industry haven’t fully internalized yet: the audience has shifted. It’s not just that AI is helping us create content. It’s that AI has become the primary consumer of that content. An LLM crawls your blog post. An answer engine indexes your press release. An agentic search system ingests your product page and synthesizes it alongside your competitors’ claims. And then – and this is the critical part – that AI delivers its own version of your message to the human at the end of the chain.The full sequence is now H2A→A2H: Human to AI to AI to Human. The first A helps you create. The second A decides whether and how your brand shows up when a customer asks a question. That second A is the new gatekeeper. And here’s what makes it especially interesting: that second AI has something you’ve never had. It has real-time context about exactly what the person on the other end is looking for.Most marketers haven’t noticed the ground shifting. Even the AEO/GEO crowd – the Answer Engine Optimization and Generative Engine Optimization folks – are trapped in H2A2H thinking. They’re adding FAQ blocks and schema markup to every page, treating machine-readability as an afterthought to human-centric design. Their goal is to make human content “parseable” by LLMs. That’s a search engine mindset in a synthesizer world. These marketers are still trying to rank first in a list. But in an H2A→A2H reality, the list doesn’t exist. There is only one single, synthesized answer. And if your brand isn't part of that synthesis, you don't just rank low, you don't exist.<h3 id="the-brief-changes">The Brief Changes</h3>If all of this is true – and I believe it is – then the creative brief has to change. Consider the evolution:<ul><li>H2H: “Write something compelling for our target buyer to read.”</li><li>H2A2H: “Use AI to write something compelling for our target buyer to read. Oh, and add some structured data so LLMs can parse it too.”</li><li>H2A→A2H: “Use AI to create content that an LLM will select as the authoritative source and deliver to a buyer in exactly the context they need – because the LLM knows what they’re looking for better than we do.”</li></ul>Read those three briefs again. The first two are variations of the same job: write for a human. The third is a genuinely different job. You’re no longer crafting a message for someone to consume directly. You’re crafting raw material for an AI to carry faithfully to a person. That distinction – crafting for direct consumption versus crafting for faithful carriage – is, I think, the strategic pivot of the next decade in content marketing. And almost nobody is talking about it.<h3 id="why-the-second-‘a’-is-a-better-personalizer-than-you-are">Why the second ‘A’ is a better personalizer than you are</h3>Here’s the part of this argument that marketers will find most uncomfortable: the LLM on the other end of this chain is better at serving your customer than you are.When you write a blog post or a product page, you’re writing for a segment – “a senior decision-maker at a mid-to-large enterprise.” You’re crafting a message for thousands of people who happen to share a few demographic traits. That isn’t personalization; it’s just better than average guessing, and we’ve been pretending it’s enough for two decades. The LLM doesn’t guess. It knows the exact question being asked. It knows the conversational context, the specific level of detail required, and increasingly, the user’s entire preferences and history. It takes your content and delivers precisely the answer that person needs, in the tone they want, contextualized against everything else they’ve researched. The second A has you beat on last-mile delivery, and the gap is widening.So, the logical question is: if the AI is going to handle the final delivery anyway, and it’s going to do a better job of contextualizing and personalizing than you can, then what exactly should you be optimizing for? The answer is: give the second A the best possible raw material. When I say, 'raw material,' I’m not talking about a prettier PDF or a blog post with better keywords. I’m talking about high-density brand truths. If you sell enterprise software, your 'raw material' is no longer a flowery case study; it is a structured, verifiable data set of your specific capabilities, compliance standards, and pricing logic that an agentic system can ingest without hallucinating. You are building an authoritative 'knowledge graph' for the machine to carry, not a brochure for a human to skim.<h3 id="the-expectation-ratchet">The expectation ratchet</h3>This shift isn’t going to reverse itself. In fact, I think the pace is going to catch most of the industry off guard.Every time an LLM provides a genuinely contextual, synthesized answer to a specific question, it raises the bar for what a human expects from information. Once you’ve asked a nuanced question and received a tailored, multi-source answer in 12 seconds – whether it’s about running shoes for flat feet or enterprise platforms that handle regulated content – browsing a website feels like thumbing through a phone book. And you don’t go back. You just don’t.I’ve been ringing the alarm about the obsolescence of various web paradigms since the WCM era (I even wrote for Inside CXM back in 2013 about how <a target="_blank" rel="noopener noreferrer" href="https://digitalclaritygroup.com/archives/netflix-you-dont-know-diddly-about-context">Netflix was missing the mark on context</a>). But this is different. This isn’t about making the website; it’s about the website becoming a secondary delivery channel entirely. AI-referred web sessions surged 527% year-over-year in the first half of 2025. That isn’t just a trend line. It’s the foot of a curve. The website won’t die, but its primary purpose fundamentally shifts from a “destination for humans” to “content engine that feeds the AI layer.”<h3 id="the-invisible-editor">The invisible editor</h3>This is the part that keeps me up at night: the second A in H2A→A2H is, functionally, an editor. When a customer asks an LLM about your category, the model assembles an answer by making editorial decisions: which sources to cite, which claims to foreground, which brands to ignore. It’s curating and compressing your brand’s message in real time, at scale, millions of times a day, all with zero human oversight.You can’t pitch this editor. You can’t take it to lunch. You can’t send it an embargo or a press release with a personalized note. Trust me, I’ve spent enough time on both sides of the analyst and media relationship to know the value of those things, and they are useless here. The only way to influence the AI editor is by the quality of the raw material you feed it. Substance. Structure. Authority. Specificity. That’s it.Here’s the paradox: this shift should make brands more distinctive, not less. While everyone fears AI will homogenize communication, the opposite is happening. The AI editor is a clarity machine; it rewards the signal and incinerates the noise. Generic messaging gets compressed into noise. Bold, specific, and well-structured positions get cited. It rewards the brands that actually have something to say and punishes those running on platitudes. We’ve spent years hiding behind “marketing speak” that says nothing. Now, there’s a machine that can tell the difference. And it’s making editorial decisions about your brand accordingly.<h3 id="it’s-not-replacement.-the-reader-changed.">It’s not replacement. The reader changed.</h3>The marketer’s job hasn’t disappeared; the audience has simply evolved. Human judgment, brand instinct, strategic positioning, and point of view are more critical now than ever, because they are the only qualities that survive the compression of the second A. Everything else gets flattened. The premium on human thinking – real, substantive thinking, not “thought leadership” that says nothing – has never been higher.We are no longer crafting messages for a person to read on a screen. We are crafting substance for a machine to carry faithfully to a person. And if you get the substance right – if your ideas are clear, your data is solid, your point of view is genuinely distinctive – that machine will deliver your message with more precision and effectiveness than any website or email campaign in history.The flow has fundamentally changed: Humans create (with AI) for AI, and AI carries it to humans. It's H2A→A2H. This isn’t a 5-year roadmap; it’s a reality unfolding in months. But the ones who embrace it won’t just have a competitive advantage. They’ll be the only ones whose brands even show up. The question is whether you’ll be one of them. <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:34.15%" src="https://cmscritic.com/ms-content/uploads/2026/01/logo_jday_hor.png" /><h4 id="joomladay-usa-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/">JoomlaDay USA 2026</a></h4>April 29 - May 2, 2026 – Delray Beach, FloridaBe part of the Joomla community in one of the most iconic cities in the world! JoomlaDay USA 2026 is coming to Delray Beach, and you can join us for a dynamic event packed with insights, workshops, and networking opportunities. Learn from top Joomla experts and developers offering valuable insights and real-world solutions. Participate in interactive workshops and sessions and enhance your skills in Joomla management, development, design, and more. And connect with fellow Joomla enthusiasts, developers, and professionals from across the world.<a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/"> Book your seats today.</a> <img style="width:30.06%" src="https://cmscritic.com/ms-content/uploads/2026/01/cms-summit-26-logo.jpg" alt="" /><h4 id="cms-summit-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26">CMS Summit 26</a></h4>May 12-13, 2026 – Frankfurt, GermanyThe best conferences create space for honest, experience-based conversations. Not sales pitches. Not hype. Just thoughtful exchanges between people who spend their days designing, building, running, and evolving digital experiences. CMS Summit brings together people who share real stories from their work and platforms and who are interested in learning from each other on how to make things better. Over two days in Frankfurt, you can expect practitioner-led talks grounded in experience, conversations about trade-offs, constraints, and decisions, and time to compare notes with peers facing similar challenges. Space is limited for this exclusive event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26/tickets">so book your seats today.</a> <img style="width:30.13%" src="https://cmscritic.com/ms-content/uploads/2025/12/image-1765546475634.png" /><h4 id="umbraco-codegarden-2026"><a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Umbraco Codegarden 2026</a></h4>June 10–11, 2026 – Copenhagen, DKJoin us in Copenhagen (or online) for the biggest Umbraco conference in the world – two full days of learning, genuine conversations, and the kind of inspiration that brings business leaders, developers, and digital creators together. Codegarden 2026 is packed with both business and tech content, from deep-dive workshops and advanced sessions to real-world case studies and strategy talks. You’ll leave with ideas, strategies, and knowledge you can put into practice immediately. <a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Book your tickets today.</a> <img style="width:36.69%" src="https://cmscritic.com/ms-content/uploads/2026/01/open-source-cms-26.jpg" /><h4 id="open-source-cms-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26">Open Source CMS 26</a></h4>October 20–21, 2026 – Utrecht, NetherlandsJoin us for the first annual edition of our prestigious international conference dedicated to making open source CMS better. This event is already being called the “missing gathering place” for the open source CMS community – an international conference with confirmed participants from Europe and North America. Be part of a friendly mix of digital leaders from notable open source CMS projects, agencies, even a few industry analysts who get together to learn, network, and talk about what really matters when it comes to creating better open source CMS projects right now and for the foreseeable future. <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26/tickets">Book your tickets today.</a>

You’re Writing for the Wrong Audience

scottliewehr

Turn every URL into an intelligent agent: Fibr AI’s ‘Agentic Web Experience Platform’ is smart

<hr /> 100 billion. It’s a big number. Hang on. A little context makes it even bigger: It would take a human approximately 9,513 years to count that high. Assuming they could recite one number every 3 seconds, non-stop, 24 hours a day.For <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/auxia">Auxia</a> – the customer journey orchestration platform that delivers AI-powered, hyper-personalized customer experiences – that figure is a reality. The company just announced that it has delivered 100 billion cumulative decisions on behalf of its customers. Even more impressive? Auxia’s AI agents now power roughly 400 million autonomous decisions every day, handling tasks like content selection, optimization timing, and determining next-best actions for individual users across channels like web, app, email, and more – all while processing 200 petabytes of first-party data annually.Not bad for a scale-up that’s only been around since 2022. But these numbers are more than just an expression of performance. They’re a clear signal that enterprise marketing teams are successfully breaking through the failures of early Gen AI projects – which have persistently plagued organizations – and deploying stable and scalable agentic systems that deliver revenue.  <figure class="image image_resized" style="width:37.86%"><img src="https://cmscritic.com/ms-content/uploads/2026/03/image-1773341679320.png" /></figure>Auxia CEO and co-founder Sandeep Menon. Source: LinkedIn When I spoke to Auxia’s CEO and co-founder <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/sandeep-menon-1087901/">Sandeep Menon</a> last October, he was fired up about the opportunity to bridge the gap that marketers have between content and context, and how Auxia enables teams to harness their first-party data and seamlessly orchestrate 1:1, adaptive, hyper-personalized customer journeys. As he framed it, agentic AI was the key to the next wave.“We’re really trying to be an agentic customer journey orchestration platform,” he told me. “We are going from the ‘Old World,’ which is about static, rule-based systems, to one that is much more dynamic.”Auxia has been on a steady tear since 2024, adding several Fortune 1000 clients and delivering stellar results. That led to a <a target="_blank" rel="noopener noreferrer" href="https://venturebeat.com/ai/auxia-raises-23-5-million-to-tackle-enterprise-marketings-reacquisition-treadmill">$23.5 million Series A</a> funding round. With cash in hand and an executive heritage from Google and Meta, the company has made significant gains towards its agentic ambitions, where AI is truly impacting outcomes.“We thought, wouldn't it be great if we kind of reimagined how a marketer's workflow should be in the age of AI?” he said previously. “The way it would work, in our perspective, is that you would always have a set of agents working in the background for you and surfacing insights. And then you – as a marketer – can go and look at those insights and then direct other agents to determine what action needs to be taken.”This vision sounds great. But herein lies the challenge: most enterprises are still stuck with legacy marketing stacks that limit their AI agility. There’s fatigue, cognitive overload, and a real hunger for more automation to lighten the load without compromising success. This is where Auxia is providing a pathway to an agent-powered “promised land” with real, quantifiable results. “Enterprise leaders are replacing rigid, rules-based marketing stacks with intelligent agents that optimize customer value in real time,” Sandeep said. “One hundred billion decisions is not just a scale milestone – it is proof that agentic AI delivers measurable top-line impact, not just operational efficiency.”<h3 id="real-impact-and-measurable-business-outcomes">Real impact and measurable business outcomes</h3>Customer journey orchestration (CJO) platforms help businesses to manage, automate, and personalize customer interactions across multiple touchpoints in real-time, using data-driven insights to improve engagement. The tighter integration of communication channels and dynamic personalization can enrich those touchpoints across previously fragmented interactions, so you can proactively guide customers to a conversion from any point in the lifecycle.Like every other segment of software, AI has been changing the game. Auxia’s AI-native solution autonomously determines the best experience for customers by orchestrating cross-channel, real-time journeys across web, app, email, and SMS while optimizing for business goals like activation, retention, cross-sell, and lifetime value. CJO stalwarts like Braze, Insider One, HubSpot, and Salesforce Marketing Cloud are all moving in the agentic direction, but Auxia is taking a unique approach as a challenger.Even today, only a small number of enterprises have what we could call “sustainable” agentic systems. According to <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/agentic-panic-new-study-finds-ai-agents-in-production-face-infrastructure-and-reliability-challenges">research by Cleanlab</a>, these systems face significant hurdles, in part because change is fluid. And aside from <a target="_blank" rel="noopener noreferrer" href="https://modelcontextprotocol.io/docs/getting-started/intro">MCP (Model Context Protocol),</a> large-scale industry standards don’t yet exist.Said another way: We’re still in the early days, and many organizations are still struggling to get their GenAI initiatives to production, let alone their agent ecosystems.But Auxia’s growth might be an indicator that the conditions are changing. As Sandeep told me last year, the company’s focus on delivery has been key to its growth, and is reflected in how they engage with enterprise customers – even from a pricing perspective.“We are very focused on outcomes,” he said. “So a typical engagement would involve going deep into one specific marketing journey or use case that the enterprise wants to transform. Once we identify the use case, then we deploy our system, and the pricing is based on the volume of decisions they take and the usage there.”There were certainly some notable use cases of Auxia’s success in 2025. In one example, a single enterprise deployment generated $12 million in incremental revenue impact within its first year on the platform. Customers also saw CTRs increase by 5x and cross-sell lifetime value rise 84% compared to prior rules-based systems – with implementations completed in weeks, not months.<a target="_blank" rel="noopener noreferrer" href="https://www.auxia.io/blog/100-billion-decisions-and-counting">According to Auxia,</a> one customer even achieved a stunning 50x increase in new sign-ups after replacing a rules-based personalization stack with Auxia’s agent-driven approach. Impressive.Auxia is now powering solutions across the Fortune 500, Global 2000, and industry leaders in media, SaaS, insurance, mobile, and entertainment. In terms of brands, the company has added visible industry leaders like Atlassian, Assurant, The Guardian, Comcast, Mercari, and more to its roster. <h3 id="continued-product-innovation,-scale,-and-growth">Continued product innovation, scale, and growth</h3>Auxia has been steadily advancing its global ambitions. To meet the shifting policy and regulatory landscape, the platform has been built with enterprise-grade security, privacy, and reliability at a core level. This includes SOC 2 Type II certification, GDPR compliance, and more. While its agentic roadmap has also been rapidly evolving, Auxia has been innovating for quite some time. Last July, it released an enhanced version of its AI <a target="_blank" rel="noopener noreferrer" href="https://www.businesswire.com/news/home/20250709871181/en/Auxia-Announces-New-AI-Analyst-Agent-to-Help-Marketing-Teams-Convert-Campaign-Data-Into-Revenue-Insights">Analyst agent,</a> which uses a natural language interface to provide marketing teams with high-speed insights into campaign performance. Before, it was hard to know why AI-powered campaigns were succeeding or failing without complex data analysis. Now, marketers can just ask Auxia’s agent for the answers, effectively giving them a dedicated data scientist. <img style="width:84.68%" src="https://cmscritic.com/ms-content/uploads/2025/10/auxia-featured-2.jpg" alt="Auxia screenshot" />Auxia UX. Source: Auxia Towards the end of last year, they also introduced <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=https%3A%2F%2Fcmscritic.com%2Fone-ux-to-rule-them-all-auxia-powers-customer-journeys-with-ai-agents-in-new-unified-experience&amp;esheet=54444340&amp;newsitemid=20260311815297&amp;lan=en-US&amp;anchor=a+unified+interface&amp;index=3&amp;md5=c116cb4cb0570b1e9841ffecf1c444ca">a new unified interface</a> that brings decisioning, content generation, and insights into a single view, enabling marketing teams to manage AI-driven campaigns without technical resources.As Sandeep explained to me during the launch, the new UX also introduced the concept of a “Spark” – a moment of insight that agents uncover and proactively surface for marketers inside a unified dashboard, where it is ranked based on overall confidence. Campaigns are also organized into core marketing workflows called Journeys that align with customer needs. Under it all, Auxia has also expanded its infrastructure capabilities, scaling the platform to handle over 10 billion events per day, with peak loads of 15,000 queries per second. That reflects a 3x increase in capacity since early 2025.According to Auxia’s press release, there’s been rapid customer adoption and expansion. The product has been deployed across more teams, channels, and use cases, growing monthly decisions per customer to 6x year-over-year, and generating a heathy 176% net dollar retention (NDR) rate.Along with expanding its global footprint to include offices in Palo Alto, Tokyo, and Bangalore, Auxia has also quadrupled its headcount with several key hires. Clearly a sign that it’s bullish about the opportunities ahead.<h3 id="why-it-matters">Why it matters</h3>As I noted last year, AI-powered customer journey orchestration is unlocking key benefits for marketers as they look to scale hyper-personalization. Auxia’s vision has drawn real interest and vigor, and they’ve secured the funding to drive the company’s roadmap towards its agentic ambitions.We’re seeing the fruits of those labors – and not just in Auxia’s net gains. The platform’s surpassing of 100 billion autonomous decisions is a clear signal that AI agents are performing with real outcomes.As I said previously, I like the composable, agnostic nature of the product. As Sandeep explained in our last conversation, they work natively at the cloud layer, and they’re able to play with CMS and enhance 1:1 personalization with content decisioning via their agents.“We connect to content management systems, where you can use our agents to determine what is the right content to showcase to somebody at a point in time in their journey to get them to the objective,” he said. My recommendation: Auxia offers a great market alternative with a clear AI-forward motion towards an agentic marketing platform. Like all CJO products, you’ll want to request a demo and play close attention to how data sources are handled, the usability of workflows, and what native channels you’ll want to use now – and in the future. Customer journey tools are all about experimentation, so you’ll need real-world stakes to fully test and optimize, but you can get a sense in a demo of how granular the personalization is and how you can tailor it. Definitely worth a closer look as you explore options.<a target="_blank" rel="noopener noreferrer" href="https://www.auxia.io/demo">You can request a demo here.</a> <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:34.15%" src="https://cmscritic.com/ms-content/uploads/2026/01/logo_jday_hor.png" /><h4 id="joomladay-usa-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/">JoomlaDay USA 2026</a></h4>April 29 - May 2, 2026 – Delray Beach, FloridaBe part of the Joomla community in one of the most iconic cities in the world! JoomlaDay USA 2026 is coming to Delray Beach, and you can join us for a dynamic event packed with insights, workshops, and networking opportunities. Learn from top Joomla experts and developers offering valuable insights and real-world solutions. Participate in interactive workshops and sessions and enhance your skills in Joomla management, development, design, and more. And connect with fellow Joomla enthusiasts, developers, and professionals from across the world.<a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/"> Book your seats today.</a> <img style="width:30.06%" src="https://cmscritic.com/ms-content/uploads/2026/01/cms-summit-26-logo.jpg" alt="" /><h4 id="cms-summit-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26">CMS Summit 26</a></h4>May 12-13, 2026 – Frankfurt, GermanyThe best conferences create space for honest, experience-based conversations. Not sales pitches. Not hype. Just thoughtful exchanges between people who spend their days designing, building, running, and evolving digital experiences. CMS Summit brings together people who share real stories from their work and platforms and who are interested in learning from each other on how to make things better. Over two days in Frankfurt, you can expect practitioner-led talks grounded in experience, conversations about trade-offs, constraints, and decisions, and time to compare notes with peers facing similar challenges. Space is limited for this exclusive event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26/tickets">so book your seats today.</a> <img style="width:30.13%" src="https://cmscritic.com/ms-content/uploads/2025/12/image-1765546475634.png" /><h4 id="umbraco-codegarden-2026"><a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Umbraco Codegarden 2026</a></h4>June 10–11, 2026 – Copenhagen, DKJoin us in Copenhagen (or online) for the biggest Umbraco conference in the world – two full days of learning, genuine conversations, and the kind of inspiration that brings business leaders, developers, and digital creators together. Codegarden 2026 is packed with both business and tech content, from deep-dive workshops and advanced sessions to real-world case studies and strategy talks. You’ll leave with ideas, strategies, and knowledge you can put into practice immediately. <a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Book your tickets today.</a> <img style="width:36.69%" src="https://cmscritic.com/ms-content/uploads/2026/01/open-source-cms-26.jpg" /><h4 id="open-source-cms-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26">Open Source CMS 26</a></h4>October 20–21, 2026 – Utrecht, NetherlandsJoin us for the first annual edition of our prestigious international conference dedicated to making open source CMS better. This event is already being called the “missing gathering place” for the open source CMS community – an international conference with confirmed participants from Europe and North America. Be part of a friendly mix of digital leaders from notable open source CMS projects, agencies, even a few industry analysts who get together to learn, network, and talk about what really matters when it comes to creating better open source CMS projects right now and for the foreseeable future. <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26/tickets">Book your tickets today.</a>

100 Billion Autonomous Decisions? Auxia’s AI Agents Signal a Big Shift for Enterprise Marketing

11,000 Days and Counting: CoreMedia’s Sören Stamer on AI, Digital Sovereignty, and Seizing Opportunity 

Hotjar - Spot what confuses

Spot what confuses your users with Hotjar & AI

#ffffff

The AI Sweet Spot: Debbie Tucek on Kentico’s Agentic Marketing Suite and Finding Value Beyond Hype

Sanity’s AI Content Operating System Powers Intelligence with Structure and Agents with Context

<hr /> For anyone in the website business, building something beautiful is literally the top of the mountain. You know what I mean. There’s nothing more satisfying than designing, coding, and pushing a project into production – then seeing a bump in traffic, an increase in performance, and a wave of adoration across social media. But adding an award to your mantle? That just takes it to the next level. For <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/kentico">Kentico</a>, celebrating these efforts is a big point of pride, especially for a platform that powers over 90,000 websites across the globe. For almost a decade, the DXP has highlighted the very best work of its partners and clients with its coveted “Site of the Year” Awards – and they just released the winners of its 2025 edition.<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/kentico-announces-winners-of-2023-site-of-the-year-awards">I’ve covered this program</a> previously, and I’m always impressed by the quality, complexity, and bold ambition of the finalists. 2025’s crop once again demonstrates the daring and prowess of organizations and their partners to push the boundaries and redefine modern digital experiences built on <a target="_blank" rel="noopener noreferrer" href="https://www.kentico.com/CMSModules/Newsletters/CMSPages/Redirect.ashx?linkguid=11b4f14a-807d-4840-bfa8-e529c85898b7&amp;email=matt%40cmscritic.com&amp;hash=be0d1d8f19e0858f5111492f222eca952b1f9d98aaaeebe1c4c04b9dec830ced">Xperience by Kentico</a> – the multichannel content management, marketing, and digital commerce solution packaged in one cohesive platform.This year’s class showed up with some stunning, full-scale UX redesigns that deliver visual awe and impact. But there were feats of engineering as well, with a myriad of use cases featuring AI-powered marketing transformations and complex workload migrations.  Kentico’s “Site of the Year” program is categorized by industry, spanning wide cohorts like B2B as well as verticals in financial services, commerce, education, hospitality, healthcare, government, and NGOs. 2025's submissions came from across the planet, including North America, EMEA, and APAC – illustrating the flexibility and extensibility of Xperience by Kentico.In addition to these examples of partner and customer-driven excellence, 2025 was a big year of milestones for Kentico. With global demand growing for it signature platform, the company’s continued investment in AI was crystallized by <a target="_blank" rel="noopener noreferrer" href="https://www.kentico.com/platform/aira">the launch of AIRA</a> (Artificial Intelligence Recommendations &amp; Assistance), a native AI agent that unpacks and understands content and customer data to help streamline the creation, optimization, and time to deploy for digital experiences. Building on its AIRA momentum, Kentico is once again aiming to transform expectations in 2026. The company recently introduced its <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/introducing-the-agentic-marketing-suite-kentico-extends-its-ai-strategy-to-power-marketing-teams">Agentic Marketing Suite,</a> extending its AI strategy to power teams with specialized agents, each designed to execute marketing and content tasks that unlock operational efficiencies in team workflows. <h3 id="honoring-creativity-and-innovation">Honoring creativity and innovation</h3>Let’s talk about websites – because they’re still the center of gravity. More than ever, the world’s leading brands rely on unique, high-performing digital experiences across multiple channels, hoping to dazzle visitors and convert interest into action. Even amidst the shifts in traffic and the rise of AI-powered answer engines, smart consumers still value a business’s website as a central source of truth. At the same time, websites are essential to arming the new frontier of GEO and AEO by delivering a foundation of well-structured content.Kentico’s “Site of the Year” honors its clients and partners by focusing a spotlight on their remarkable work – websites and digital solutions that achieve the highest levels of creativity, innovation, content strategy, and technological implementation.A bit of level-setting on the rules: Only projects that first earned Kentico’s “Site of the Month” banner were eligible to compete, making these finalists a true “best of the best” compendium. Winners were selected by an internal Kentico judging committee based on overall excellence and measurable impact.  You can explore more about this <a target="_blank" rel="noopener noreferrer" href="https://www.kentico.com/CMSModules/Newsletters/CMSPages/Redirect.ashx?linkguid=18b8acaa-24af-4f10-976e-74ebe1bf15e4&amp;email=matt%40cmscritic.com&amp;hash=be0d1d8f19e0858f5111492f222eca952b1f9d98aaaeebe1c4c04b9dec830ced">year’s winners and honorable mentions</a> on Kentico’s website, where they drill into the details. For each category winner, they provide a well-rounded rationale that showcases the innovative thinking, stellar design, and AI-enhanced solutions that put them in the top spot.If you’re interested, you can also vote in Kentico’s <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/posts/kenticosoftware_communitychoice-soty-digitalexperience-activity-7429873612603596800-ltb5/?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAABkGfZEBzxXaDBwgLBqINaYG9q1JUbfxMW8">Community Choice Awards</a> through March 6th. This crowdsourced portion of the program is handled entirely on LinkedIn.Without further ado…<h3 id="2025-‘site-of-the-year’-winners-and-honorable-mentions----">2025 ‘Site of the Year’ Winners and Honorable Mentions    </h3>Man, this was a dynamite grouping of sites – and all deserving of kudos. For me, there were certainly some standouts. In the B2B category, <a target="_blank" rel="noopener noreferrer" href="https://www.kentico.com/CMSModules/Newsletters/CMSPages/Redirect.ashx?linkguid=2352b3f4-ad18-4695-b4cf-9fea119232c4&amp;email=matt%40cmscritic.com&amp;hash=be0d1d8f19e0858f5111492f222eca952b1f9d98aaaeebe1c4c04b9dec830ced">LeShuttle Freight’s</a> elegant, high-performance, multilingual experience was top-notch. In addition to simple, intuitive navigation, it has a tricked-out, real-time service update that provides critical visibility for time-sensitive logistics. The mobile experience is also lightweight, prioritizing the right elements in the UX. Implemented by <a target="_blank" rel="noopener noreferrer" href="https://www.crafted.co.uk/services/digital-products/kentico">Crafted</a>, a long-standing U.K.-based Kentico partner, LeShuttle is a solid design that streamlines the customer journey for logistics partners, drivers, and customers – so they can keep truckin'.<figure class="image"><img src="https://cmscritic.com/ms-content/uploads/2026/02/image-1771964387975.png" alt="" /></figure>Source: LeShuttle Freight website In the Entertainment, Hospitality, and Tourism category, I was also keen on the <a target="_blank" rel="noopener noreferrer" href="https://bobw.co/">Bob W. site</a>, which made me want to book my next trip to Amsterdam today. The gestalt was right up my alley, offering a clean, minimal design with clear pathways to explore short-stay apartments in a variety of locales. Agency partner <a target="_blank" rel="noopener noreferrer" href="https://www.idhlagency.com/">IDHL</a> did yeoman’s work on developing the “Bob” identity and persona, delivering a charming and inviting vibe to the experience. Along with some killer frontend features like smart filtering and a little backend magic with reusable content, Bob W. personifies what great UX is – and I love how it all supports a corporate commitment to sustainability and a stay that’s 100% offset. It’s hospitality that's more hospitable to the earth.  <figure class="image image_resized" style="width:90.66%"><img src="https://cmscritic.com/ms-content/uploads/2026/02/image-1771964386776.png" alt="" /></figure>Source: Bob W. website To say that <a target="_blank" rel="noopener noreferrer" href="https://www.kentico.com/CMSModules/Newsletters/CMSPages/Redirect.ashx?linkguid=d26dfe6c-b389-43aa-a623-daa701b4b192&amp;email=matt%40cmscritic.com&amp;hash=be0d1d8f19e0858f5111492f222eca952b1f9d98aaaeebe1c4c04b9dec830ced">Oppenheimer</a> made a “bold” move to Kentico would be an understatement. As the winner in the Financial Services category, the wealth management leader successfully migrated from CrownPeak in only five months, with the goal of optimizing their content ops via single-source content management across multiple digital channels.Implemented by Kentico partner <a target="_blank" rel="noopener noreferrer" href="https://sagepath-reply.com/">Sagepath Reply</a>, Oppenheimer’s slick design captures the essence of a trusted financial partner while simplifying navigation to key topics like capital markets. They also introduced new AI-driven tools focused on marketing and content optimization. It feels powerful yet approachable – and evokes confidence and stability at every turn. For a financial institution, this was a winning investment.<figure class="image"><img src="https://cmscritic.com/ms-content/uploads/2026/02/image-1771964386955.png" alt="A close-up of a website

AI-generated content may be incorrect." /></figure>Source: Oppenheimer website <h3 id="winners-by-category">Winners By Category</h3> <h4 id="b2b">B2B</h4><ul><li>Winner: LeShuttle Freight (Implemented by Crafted)</li><li>Honorable Mentions: ZAG Interactive (ZAG Interactive), Westport (ALYKA Pty Ltd) </li></ul> <h4 id="commerce">Commerce</h4><ul><li>Winner: Translink (MSQ DX)</li><li>Honorable Mentions: Rhythm Japan (Interesting Solutions), Elkov Elektro (Bluesoft) </li></ul> <h4 id="consumer-goods-and-services">Consumer Goods and Services</h4><ul><li>Winner: MND Energie (Bluesoft)</li><li>Honorable Mentions: Best Best &amp; Krieger LLP (BlueModus), Contact Energy (AKQA) </li></ul> <h4 id="education-&amp;-careers-">Education &amp; Careers </h4><ul><li>Winner: ROC van Amsterdam &amp; Flevoland (TrueLime)</li><li>Honorable Mentions: Join Blakes (E-Cubed Media Synthesis Inc), The Gordon Institute of TAFE (DDSN Interactive) </li></ul> <h4 id="entertainment,-hospitality-&amp;-tourism">Entertainment, Hospitality &amp; Tourism</h4><ul><li>Winner: Bob W. (IDHL)</li><li>Honorable Mentions: Aurora Expeditions (Devotion), LA Opera (iMedia) </li></ul> <h4 id="financial-services">Financial Services</h4><ul><li>Winner: Oppenheimer (Sagepath Reply)</li><li>Honorable Mentions: Atomic Credit Union (ZAG Interactive), United Federal Credit Union (SilverTech) </li></ul> <h4 id="government-&amp;-municipal">Government &amp; Municipal</h4><ul><li>Winner: Cleveland Metroparks (Americaneagle.com)</li><li>Honorable Mentions: Réseau de transport de Longueuil (Inorbital, Inc.), Great Parks (Synoptek) </li></ul> <h4 id="healthcare">Healthcare</h4><ul><li>Winner: LivaNova (BlueModus)</li><li>Honorable Mentions: Integris Group (BizStream), Hatch Private Maternity (Zeroseven) </li></ul> <h4 id="manufacturing">Manufacturing</h4><ul><li>Winner: Pierret (Delaware Consulting SCRL)</li><li>Honorable Mentions: Nichicon (EETech Group), Renson (Blastic) </li></ul> <h4 id="ngo-&amp;-associations">NGO &amp; Associations</h4><ul><li>Winner: American Society of Landscape Architects (BlueModus)</li><li>Honorable Mentions: National Association of Independent Schools (ByteMinds), Eat Pecans (Rise, a Quad Agency) </li></ul><h3 id="setting-new-standards-for-excellence">Setting new standards for excellence</h3>Each year, I’m asked to judge awards programs, so I’m accustomed to seeing amazing work. What I love about these competitions is that I’m always surprised, intrigued, and often floored by the creativity. If you’re embarking on a brand or digital transformation quest, finding the right agency partner is critical to success. But harnessing the right CMS or DXP at the foundation is equally as important – and awards programs like Kentico’s “Site of the Year” are a great place to window shop the possibilities. This 2025 crop is a testament to the full potential of Xperience by Kentico. It’s not just about breathtaking UX, it’s also about leveraging a future-ready digital ecosystem to power multi-channel experiences across devices, languages, locations, and more. From hybrid headless implementations to secure member portals and complex third-party integrations, organizations are using the platform to unify content, marketing, and commerce into a single solution. As Kentico continues to invest in a steady stream of innovation, its partners and clients will be the first beneficiaries to access new features. Case in point: Kentico’s new Agentic Marketing Suite is ushering in a new era of intelligent orchestration, helping marketers automate decisions, personalize journeys, and optimize campaigns at scale. Digital experiences are no longer static. They continue to evolve – and so do our expectations. Even as websites morph into agentic experiences that serve both humans and bots, only people can be inspired by a brand's imagination and storytelling.Kentico’s “Site of the Year” reminds us that websites still have this power and potential. That's why they still rock – and the most beautiful, magical, and innovative sites can really bring down the house.<a target="_blank" rel="noopener noreferrer" href="https://www.kentico.com/discover/kentico-awards-winners/site-of-the-year-2025">Read more about the winners here.</a> <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:34.15%" src="https://cmscritic.com/ms-content/uploads/2026/01/logo_jday_hor.png" /><h4 id="joomladay-usa-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/">JoomlaDay USA 2026</a></h4>April 29 - May 2, 2026 – Delray Beach, FloridaBe part of the Joomla community in one of the most iconic cities in the world! JoomlaDay USA 2026 is coming to Delray Beach, and you can join us for a dynamic event packed with insights, workshops, and networking opportunities. Learn from top Joomla experts and developers offering valuable insights and real-world solutions. Participate in interactive workshops and sessions and enhance your skills in Joomla management, development, design, and more. And connect with fellow Joomla enthusiasts, developers, and professionals from across the world.<a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/"> Book your seats today.</a> <img style="width:30.06%" src="https://cmscritic.com/ms-content/uploads/2026/01/cms-summit-26-logo.jpg" alt="" /><h4 id="cms-summit-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26">CMS Summit 26</a></h4>May 12-13, 2026 – Frankfurt, GermanyThe best conferences create space for honest, experience-based conversations. Not sales pitches. Not hype. Just thoughtful exchanges between people who spend their days designing, building, running, and evolving digital experiences. CMS Summit brings together people who share real stories from their work and platforms and who are interested in learning from each other on how to make things better. Over two days in Frankfurt, you can expect practitioner-led talks grounded in experience, conversations about trade-offs, constraints, and decisions, and time to compare notes with peers facing similar challenges. Space is limited for this exclusive event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26/tickets">so book your seats today.</a> <img style="width:30.13%" src="https://cmscritic.com/ms-content/uploads/2025/12/image-1765546475634.png" /><h4 id="umbraco-codegarden-2026"><a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Umbraco Codegarden 2026</a></h4>June 10–11, 2026 – Copenhagen, DKJoin us in Copenhagen (or online) for the biggest Umbraco conference in the world – two full days of learning, genuine conversations, and the kind of inspiration that brings business leaders, developers, and digital creators together. Codegarden 2026 is packed with both business and tech content, from deep-dive workshops and advanced sessions to real-world case studies and strategy talks. You’ll leave with ideas, strategies, and knowledge you can put into practice immediately. <a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Book your tickets today.</a> <img style="width:36.69%" src="https://cmscritic.com/ms-content/uploads/2026/01/open-source-cms-26.jpg" /><h4 id="open-source-cms-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26">Open Source CMS 26</a></h4>October 20–21, 2026 – Utrecht, NetherlandsJoin us for the first annual edition of our prestigious international conference dedicated to making open source CMS better. This event is already being called the “missing gathering place” for the open source CMS community – an international conference with confirmed participants from Europe and North America. Be part of a friendly mix of digital leaders from notable open source CMS projects, agencies, even a few industry analysts who get together to learn, network, and talk about what really matters when it comes to creating better open source CMS projects right now and for the foreseeable future. <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26/tickets">Book your tickets today.</a>

Websites Still Rock: Kentico’s 2025 ‘Site of the Year’ Winners Push the Boundaries of Digital Experience 

AI ROI? A-OK: MACH Alliance Report Says Enterprises with Composable Foundations are Netting Returns

<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/dserrano">Geetha Rajan</a> is a strategy executive advising Fortune 500 companies on AI adoption, AI transformation, and organizational change, and a CMS Critic contributor. <hr /> <a target="_blank" rel="noopener noreferrer" href="https://www.media.mit.edu/groups/nanda/overview/">MIT’s NANDA Initiative</a> dropped a number last year that made a lot of people uncomfortable: <a target="_blank" rel="noopener noreferrer" href="https://www.forbes.com/sites/jasonsnyder/2025/08/26/mit-finds-95-of-genai-pilots-fail-because-companies-avoid-friction/">95% of generative AI pilots deliver zero measurable impact on the P&amp;L.</a> Not “underperform.” Zero. Based on 150 executive interviews and analysis of 300 public deployments, the picture is clear: billions spent with little measurable impact.Then <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/agentic-panic-new-study-finds-ai-agents-in-production-face-infrastructure-and-reliability-challenges">Cleanlab’s survey</a> of nearly 1,900 tech executives and engineers added another layer: only 5% had AI agents in production, and 60–70% were changing their entire AI stack every three months. Not iterating. Replacing.If you’re building on platforms like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/vercel">Vercel</a> or shipping with AI-assisted tools like <a target="_blank" rel="noopener noreferrer" href="https://cursor.com/">Cursor</a> and <a target="_blank" rel="noopener noreferrer" href="https://github.com/features/copilot">GitHub Copilot,</a> these numbers should stop you cold. The instinct in the development ecosystem is to treat this as a technical problem—bad models, immature tooling, infrastructure that can’t keep up. Those things are real. But they’re not what’s killing your projects.<h3 id="the-misdiagnosis">The Misdiagnosis</h3>Here’s what the MIT data shows when you look past the headline. The 5% that succeeded weren’t using better models. They were operating within organizations that had solved a different set of problems—problems unrelated to code.Successful deployments shared three traits: they empowered line managers to drive adoption, integrated tools into existing workflows rather than requiring wholesale changes, and built distinct enablement strategies for different parts of the organization. They treated AI adoption as an organizational problem, not a technical one.This is the core premise behind Pilots to Scale™: scaling AI is not about model performance, but about aligning people, workflows, and metrics so experimentation becomes sustained execution.This distinction matters in software development. Consider<a target="_blank" rel="noopener noreferrer" href="https://v0.app/"> Vercel’s v0,</a> now used by over 3.5 million people. The tool is impressive—describe what you want, and the agent plans, builds, and deploys. But even Vercel has acknowledged the emerging challenge: vibe coding is quickly becoming “the world’s largest shadow IT problem.” Employees ship security flaws alongside features, credentials get copied into prompts, and company data goes public with no audit trail.That’s not a Vercel problem. That’s what happens when powerful tools get adopted faster than organizations can absorb them.<h3 id="where-engineering-teams-actually-get-stuck">Where Engineering Teams Actually Get Stuck</h3>Across hundreds of organizations in the Pilots to Scale™ research, a consistent pattern emerges: the failure point lies between the tool and the team. Organizations fail to recognize that their workforce doesn’t adopt new technology as a monolith. Across any organization—including engineering teams—you find roughly four segments with fundamentally different relationships to AI tools.<ul><li>Champions (about 20%) are already experimenting. They’ve been using Copilot since day one. </li><li>Explorers (about 40%) are curious but stuck. They’ve seen the demos but don’t know how to go from “that’s cool” to “this is how I work now.” </li><li>Skeptics (about 25%) aren’t irrational. They’ve watched previous tooling waves come and go, and they’re waiting for proof. </li><li>Experts (about 15%) have deep technical fluency but may focus on custom builds when off-the-shelf tools would scale faster. </li></ul>Recognizing and enabling these segments differently is one of the central design principles of Pilots to Scale™. It’s also where most enterprise rollouts quietly fail.Most engineering leaders treat all four groups the same. Universal rollouts. One training program. A single Slack channel. Then they wonder why adoption stalls at 15%—exactly the size of the group that was going to adopt anyway.The 40% in the middle—the Explorers—is where scale comes from. Reaching them requires structured experimentation with guardrails, protected time to learn, and clear definitions of success beyond “ship faster.” Exhibit 1: The four workforce segments that determine AI adoption outcomes. Most organizations treat their teams as a single population. The Pilots to Scale™ research identifies four distinct cohorts—each requiring a different enablement strategy. The 40% in the middle is where scale breaks through or stalls.<figure class="image image_resized" style="width:78.99%"><img src="https://cmscritic.com/ms-content/uploads/2026/02/image-1771348091753.png" /></figure>Source: Independent research by Geetha Rajan, including quantitative survey data (n=100) and in-depth interviews (n=200) with operational leaders responsible for AI implementation.<h3 id="what-the-5%-do-differently">What the 5% Do Differently</h3>The organizations that successfully scale AI build three capabilities that have nothing to do with model selection or infrastructure.First, they translate AI capabilities into actual workflow changes. They don’t bolt Copilot onto existing processes and hope for improvement. They redesign how work gets done—code review, testing, deployment—around what AI makes possible. Most teams skip this entirely.Second, they mandate cross-functional coordination. AI-powered development touches security, compliance, product, and design. Successful deployments had cross-functional governance from day one, not bolted on after a security incident. As <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/cgnorthcutt/">Cleanlab’s CEO, Curtis Northcutt </a>put it: the moment you think you’ve figured it out is the moment you fall behind. That’s an organizational insight, not a technical one.Third, they invest in segment-specific enablement. Champions become peer coaches. Explorers get structured 30-day experiments with weekly check-ins. Skeptics are paired with champions who demonstrate concrete value. One enterprise software company I studied segmented its team this way and saw adoption jump from 12% to 73% in one quarter. Same tools. Same org. Different strategy.<h3 id="the-agentic-refactoring-loop">The Agentic Refactoring Loop</h3>Cleanlab’s data about constant stack refactoring is real—and it creates a vicious loop. Teams build an agent; it breaks on messy enterprise data. They refactor. A better LLM drops. They rebuild. Workflows shift. They refactor again. Between 60% and 70% of executives surveyed were swapping out their entire AI stack every three months. That’s not iteration. That’s a treadmill.The organizations that break out of this loop aren’t the ones with more stable technology. They’re the ones that built organizational infrastructure to absorb churn—teams that evaluate, adopt, and sunset tools in structured ways. When your people trust that AI adoption is being managed, not just mandated, they refactor faster and flag problems earlier. The constraint isn’t the technology’s speed. It’s the organization’s ability to metabolize it.<h3 id="the-bottom-line">The Bottom Line</h3>The tools are here. Vercel’s v0, Cursor, Copilot, <a target="_blank" rel="noopener noreferrer" href="https://windsurf.com/">Windsurf</a>—capable and improving rapidly. The 95% failure rate isn’t a verdict on the technology. It’s a verdict on how organizations adopt it.If you’re a development leader wondering why your team’s AI adoption looks great in demos and stalls in production, stop looking at the stack. Start looking at your people—who they are, what they need, and whether you’re building the organizational muscle to let them actually use these tools. The code problem is largely solved. The organizational problem is just getting started. <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:34.15%" src="https://cmscritic.com/ms-content/uploads/2026/01/logo_jday_hor.png" /><h4 id="joomladay-usa-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/">JoomlaDay USA 2026</a></h4>April 29 - May 2, 2026 – Delray Beach, FloridaBe part of the Joomla community in one of the most iconic cities in the world! JoomlaDay USA 2026 is coming to Delray Beach, and you can join us for a dynamic event packed with insights, workshops, and networking opportunities. Learn from top Joomla experts and developers offering valuable insights and real-world solutions. Participate in interactive workshops and sessions and enhance your skills in Joomla management, development, design, and more. And connect with fellow Joomla enthusiasts, developers, and professionals from across the world.<a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/"> Book your seats today.</a> <img style="width:30.06%" src="https://cmscritic.com/ms-content/uploads/2026/01/cms-summit-26-logo.jpg" alt="" /><h4 id="cms-summit-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26">CMS Summit 26</a></h4>May 12-13, 2026 – Frankfurt, GermanyThe best conferences create space for honest, experience-based conversations. Not sales pitches. Not hype. Just thoughtful exchanges between people who spend their days designing, building, running, and evolving digital experiences. CMS Summit brings together people who share real stories from their work and platforms and who are interested in learning from each other on how to make things better. Over two days in Frankfurt, you can expect practitioner-led talks grounded in experience, conversations about trade-offs, constraints, and decisions, and time to compare notes with peers facing similar challenges. Space is limited for this exclusive event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26/tickets">so book your seats today.</a> <img style="width:30.13%" src="https://cmscritic.com/ms-content/uploads/2025/12/image-1765546475634.png" /><h4 id="umbraco-codegarden-2026"><a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Umbraco Codegarden 2026</a></h4>June 10–11, 2026 – Copenhagen, DKJoin us in Copenhagen (or online) for the biggest Umbraco conference in the world – two full days of learning, genuine conversations, and the kind of inspiration that brings business leaders, developers, and digital creators together. Codegarden 2026 is packed with both business and tech content, from deep-dive workshops and advanced sessions to real-world case studies and strategy talks. You’ll leave with ideas, strategies, and knowledge you can put into practice immediately. <a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Book your tickets today.</a> <img style="width:36.69%" src="https://cmscritic.com/ms-content/uploads/2026/01/open-source-cms-26.jpg" /><h4 id="open-source-cms-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26">Open Source CMS 26</a></h4>October 20–21, 2026 – Utrecht, NetherlandsJoin us for the first annual edition of our prestigious international conference dedicated to making open source CMS better. This event is already being called the “missing gathering place” for the open source CMS community – an international conference with confirmed participants from Europe and North America. Be part of a friendly mix of digital leaders from notable open source CMS projects, agencies, even a few industry analysts who get together to learn, network, and talk about what really matters when it comes to creating better open source CMS projects right now and for the foreseeable future. <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26/tickets">Book your tickets today.</a>

Why AI-Powered Development Tools Fail After Launch

geetha-rajan

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