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<hr /> When <a target="_blank" rel="noopener noreferrer" href="https://karpathy.ai/">Andrej Karpathy</a> coined the term “vibe coding” last year, it felt like a joke. Memetic, even. “Embrace the exponentials,” he said in a <a target="_blank" rel="noopener noreferrer" href="https://x.com/karpathy/status/1886192184808149383?lang=en">Tweet heard ‘round the tech world</a>.The co-founder of <a target="_blank" rel="noopener noreferrer" href="https://openai.com/">OpenAI</a> – who famously called English the “hottest new programming language” – evangelized in that post about giving in to the vibes. He said LLMs were getting so good that he could simply talk to <a target="_blank" rel="noopener noreferrer" href="https://cursor.com/blog/composer">Cursor Composer</a> via <a target="_blank" rel="noopener noreferrer" href="https://superwhisper.com/">SuperWhisper</a> and build while barely touching his keyboard.Little did he know that he was tearing at the fabric of modern development. In the nearly 18 months since its casual inception, vibe coding is now an accepted discipline. Today, a software developer rarely builds anything from scratch. They use a prompt window and natural language in almost every step of their work to automatically generate code.  “I just see stuff, say stuff, run stuff, and copy-paste stuff,” Karpathy said. “And it mostly works.”That word mostly is the key, because as miraculous as AI is, it’s not infallible. And therein lies the problem: vibe coding has accelerated development tenfold, but it’s exacerbating technical issues. In other words, the magic is also making a mess.  Since last year, I’ve been tracking the precipitous sprawl of vibe-coded apps. The depth of the problem became material when <a target="_blank" rel="noopener noreferrer" href="https://www.producthunt.com/p/general/a-new-high-watermark-over-600-products-submitted-to-product-hunt-for-today-s-leaderboard?utm_campaign=discussion_thread_created&amp;utm_content=26382172&amp;utm_medium=email&amp;utm_source=notification">Product Hunt’s Chris Messina blasted an email</a> about the explosive increase in new apps to the platform. In a high-watermark moment, over 600 products were submitted in February (the previous record was just over 500 a month before). Chris told me this was a direct result of vibe coding, and competition for new apps on the platform’s leaderboard was intensifying.Sure, Product Hunt attracts the skunkworks, the earliest stages of proving out an idea. This is where vibe coding has been a godsend, enabling teams to deliver a prototype at incredible speeds and with less friction. But it’s not just downstream startups on a wing and a prayer. Vibe coding is now a part of every internal development practice. <a target="_blank" rel="noopener noreferrer" href="https://webdeveloper.com/news/jetbrains-survey-90-percent-ai-adoption/">90% of developers use AI coding assistants</a> at work, and 46% of developers say <a target="_blank" rel="noopener noreferrer" href="https://claude.ai/">Claude Code</a> is their “most loved tool” among the many engines and harnesses.For enterprise teams that utilize AI, there’s a persistent question of reliability. There are countless reasons supporting this – just look at <a target="_blank" rel="noopener noreferrer" href="https://www.wsj.com/tech/ai/how-ai-models-from-openai-and-anthropic-went-rogue-a28e29ee">OpenAI and Anthropic’s recent model mishaps</a>. As such, proving the production safety of an app is becoming a critical requirement, and people are becoming a bottleneck for shipping with confidence. Often, it’s not talent holding back a product launch, but a lack of visibility into the blockers.Now, humans can get real help on this leg of the journey with <a target="_blank" rel="noopener noreferrer" href="https://rda-production-readiness.pages.dev/">RDA’s Production Readiness Review.</a> The digital consultancy – which has been <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/agency-of-change-rdas-world-class-nps-reflects-a-deep-focus-on-digital-and-ai-transformation">building technology solutions at the edge for almost 40 years </a>– recently launched an evidence-based process that provides a diagnostic of your internally vibe-coded app, giving stakeholders a scorecard for their app that reinforces its readiness to ship. The rubric for RDA’s system is a clear set of production requirements. The report identifies the hard blockers, prioritizes the fixes, and traces everything back to your code – so you have line-of-sight to the underlying problems. The report metrics are granular and substantive, so you’re not just getting a vague health check, but a performant roadmap.RDA is also offering the review at no cost. This makes it a no-brainer for any organization that’s driving an idea or application towards a real-world launch.   <img style="width:37.19%" src="https://cmscritic.com/ms-content/uploads/2026/08/image-1786909600683.png" />RDA’s Director of AI Innovation, John Sedlak. Source: LinkedIn I recently spoke to <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/johnsedlak/">RDA’s Director of AI Innovation, John Sedlak,</a> about the gap that their Production Readiness Review addresses in the age of vibe coding, and why products tend to stall. The range of applications – and the state they’re in – underscores the need for a structured, neutral diagnostic.“It could be that a company is building a custom application, or even someone’s husband or nephew vibe coded this this POC for us,” he said, laughing. “Which we run into more often than you would expect. Then it comes down to a question of IT finding out, and now they want control. They want to lock it down, and everything comes to a grinding halt, and they don't know where to go for answers.”<h3 id="what-is-rda’s-production-readiness-review?">What is RDA’s Production Readiness Review?</h3>At its core, the Production Readiness Review answers a simple question: How close are you to done, and what’s left to fix? It provides a complete, in-depth analysis of an application from the inside out, keying in on what graduates a POC to a shippable, production-worthy solution.  The report distills everything into a legible scorecard that identifies the hard blockers and defines a roadmap for remediation. The scoring makes the overall intelligence more accessible for leaders while giving IT and technical teams an actionable path forward.“It gives you a high-level grade,” John explained, “A, B, C, D, E, F, and then breaks down a complete backlog of items that you should take a look at.”The process focuses on key “lenses” into code and architecture, AI/ML components, integration and legacy map, security and compliance, and operability and observability. Each category is weighted on a scale of 0-5, weighing the overall fragility versus robustness. <figure class="image image_resized" style="width:78.72%"><img src="https://cmscritic.com/ms-content/uploads/2026/08/image-1786909600600.png" /></figure>RDA’s Production Readiness Review scorecard. Source: RDA “It’s a composite analysis to understand the hard, technical dependency chain and the composition of your infrastructure,” John added. “It also looks at whether the application is assembled on the right building blocks.”The report details specific ship blockers that can be addressed. For example, if a build is missing vital authentication or authorization layers in the backend, or lacks a durable event store or read model resulting in a critical memory issue.  <img style="width:79.21%" src="https://cmscritic.com/ms-content/uploads/2026/08/image-1786909600680.png" />RDA’s Production Readiness Review ship blockers. Source: RDA What I like is that it also prioritizes issues based on severity and classifies the effort needed to fix them as small, medium, or large. This remediation plan allows teams to cogently strategize around developer resources and utilization. Case in point: addressing LLM resilience issues could require a bigger lift than a basic problem with an MCP call – but both are ranked as high-severity issues. <img style="width:84.33%" src="https://cmscritic.com/ms-content/uploads/2026/08/image-1786909600666.png" />RDA’s Production Readiness Review remediation plan. Source: RDA Finally, the report provides backlog alignment, comparing any findings against documented GitHub issues to define what’s well-tracked, partially-tracked, and untracked. It also provides a milestone assessment and recommendations for making the app ship-ready. <img style="width:84.56%" src="https://cmscritic.com/ms-content/uploads/2026/08/image-1786909600660.png" />RDA’s Production Readiness Review issue alignment and backlog. Source: RDA The efficacy of the report leans on RDA’s engineering strength and depth. As John said, it’s not just box-checking or cursory oversight. They’ve baked in decades of wisdom to deliver sound outcomes. “I think this is where our 38 years of just pure engineering comes in handy,” he punctuated.<h3 id="who-the-product-readiness-review-is-for-–-and-when-to-use-it">Who the Product Readiness Review is for – and when to use it</h3>While you might not have a nephew vibe coding your prototype for you, there’s still a tremendous amount of risk associated with AI-generated code and assembly. Brands are moving faster than ever to push products into production while running lean teams, and this is where problems emerge. But it’s rarely the fault of AI. Agents are an easy scapegoat, but most problems occur due to a lack of governance and human judgement. <a target="_blank" rel="noopener noreferrer" href="https://www.ruh.ai/blogs/amazon-kiro-ai-outage-ai-governance-failure">Just ask Amazon about its Kiro assistant,</a> which is used by over 80% of its developers. Instead of fixing a minor bug, the autonomous agent decided the most efficient solution was to delete the live production environment and recreate it from scratch. That resulted in a 13-hour outage. RDA’s Production Readiness Review isn’t a silver bullet, but it can help product owners achieve greater confidence across both internal and external customers, and ultimately improve outcomes.“Where it makes the most impact is with the owners of a project who have to report to leadership that this is why we went to this platform, or this is how we're making the best use of all these integrations,” John said. “At the end of the day, they're under a lot of pressure to move fast and leverage these newer, modern systems. But they have to tell their leaders, ‘Hey, we moved to <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/netlify">Netlify</a> and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/storyblok">Storyblok</a>, and here's why. Here's the proof, and here's the report that says we're ready to go.’”From a practical perspective, the Production Readiness Review is designed to help engineering leads with complex builds or POCs that are facing real traffic and scrutiny. Obviously, you want to run the check before your product launches. When and where in your development cycle comes down to your prototype or MVP and how close it is to real-world delivery. The best bet is to <a target="_blank" rel="noopener noreferrer" href="https://www.rdadigital.com/contact">talk to RDA’s team</a> about where you are in your journey. Governance is perhaps the most urgent imperative. Tack on the complexity of AI sprawl, overlapping tools, a multitude of integrations, and sticky compliance requirements, and suddenly a new app is a powder keg waiting to ignite. That’s the most compelling reason to run this review.“It feels like overnight, everybody's using the terms ‘governance’ and ‘observability,’” John added. “Those come up everywhere. They're a part of our daily life now, because you have to prove that the systems and experiences you're creating meet a certain standard. That’s especially true with AI and generated content on a factual, quantitative level. Whether that's compliance with ADA, HIPAA, or just branding standards.”<h3 id="building-is-easier-than-ever-–-but-shipping-safely-is-hard">Building is easier than ever – but shipping safely is hard</h3>If you type in “Vibe Coding Cleanup Specialist” on LinkedIn, you'll find a long list of developers pitching that description. I'm not making it up. Here's what a quick search surfaced for me: <figure class="image image_resized" style="width:75.25%"><img src="https://cmscritic.com/ms-content/uploads/2026/08/image-1786913662858.png" /></figure>Source: LinkedIn The listings go on for a few pages. It's funny. But also telling. AI has radically transformed our development practices, and we’re moving at a breakneck pace. At the same time, vibe coding has democratized app creation for citizen developers, checking code at the door and allowing almost anyone to stand up a working prototype using a wide range of tools. It’s not surprising that problems have surfaced, but we don’t always see them. That goes for novice builders and seasoned coders alike. Further, we’re not standardizing the right governance processes to address these issues before we ship our products – and that’s resulting in everything from bad CX to brand damage to legal liability.RDA’s Production Readiness Review is a triumphant step in closing this loop. It’s a safer bridge from POC to production, providing the missing, evidence-based step between “this works” and “this will hold up under real-world pressure.” It gives human judgement a shot in the arm, so organizations have a more solid foundation before they ship.“I think at the end of the day, it’s all about trust and confidence,” John said. Now that's a vibe we can all give in to.<hr /><a target="_blank" rel="noopener noreferrer" href="https://rda-production-readiness.pages.dev/">Learn more</a> about getting your own Production Readiness Review. <h3 id="upcoming-events">Upcoming Events</h3> <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> <a target="_blank" rel="noopener noreferrer" href="https://www.storyblok.com/joyconf"><img style="width:34.57%" src="https://cmscritic.com/ms-content/uploads/2026/07/joyconf-2026-logo.png" /></a><h4 id="storyblok-joyconf-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.storyblok.com/joyconf">Storyblok JoyConf 2026</a></h4>October 28 - 29, Rheingoldhalle, Mainz (Frankfurt)JoyConf 2026 is where developers, marketers, and digital innovators come together from all around the world, united by one powerful idea: great content isn’t built by tools alone – it’s built by people who rely on systems to deliver their best work to the world. In an era where technology is increasingly shaped by AI, Content Confidence becomes your competitive advantage. When you can create, manage, and scale content that performs seamlessly across channels, platforms, and AI, you don’t just keep up – you win. <a target="_blank" rel="noopener noreferrer" href="https://www.storyblok.com/joyconf">Book your seats today.</a> <a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/"><img style="width:36.36%" src="https://cmscritic.com/ms-content/uploads/2026/07/sitecore-symposium-2026.png" /></a><h4 id="sitecore-symposium-2026"><a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/">Sitecore Symposium 2026</a></h4>November 10 - 12, Orlando, FloridaWelcome to “Marketing Rewired” at Sitecore Symposium 2026! Sitecore's annual flagship global conference brings together customers, partners, developers, marketers, and digital experience leaders to explore the latest innovations in digital experience, content management, AI, personalization, and customer engagement. This year's event features keynote presentations from Sitecore executives and industry experts, product announcements, hands-on learning, technical sessions, customer success stories, and networking opportunities focused on helping organizations build more intelligent, connected, and AI-powered digital experiences. <a target="_blank" rel="noopener noreferrer" href="https://symposium.sitecore.com/">Book your seats today.</a>

Is your AI app ready to ship? A new diagnostic can help validate your vibe coding with confidence

matt-garrepy

Diving Deep with Palmata: Contentful Uplevels AEO to Help Brands Understand and Influence AI Discoverability

<hr /> To borrow from poker: In 2026, AI is already becoming table stakes in the enterprise software game. And while many of the high-utility agentic capabilities I'm seeing are aimed at value, many features are converging – and in some cases, looking the same.One area that’s still nascent is the flourishing new class of app builders (think <a target="_blank" rel="noopener noreferrer" href="https://base44.com/">Base44</a> or <a target="_blank" rel="noopener noreferrer" href="https://replit.com/">Replit</a>). In the realm of vibe coding, they provide a great resource for prototyping by lowering the barrier for development. Now, almost anyone can build a software or business application with just an idea and a prompt, and that's becoming a popular marketing mantra.The problem? Many of these conjured experiments fall off the tracks before they ever reach production – stymied by underperforming code, poor maintainability, and a lack of alignment with enterprise data and security standards.During my recent keynote at the <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">Boye &amp; Company CMS Kickoff 26</a> in St. Petersburg, I talked about the final frontier of adaptable UX in enterprise software – specifically in <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/what-is-a-content-management-system-cms">content management</a> and digital experience platforms. We’re beginning to see this take shape as some platforms are giving users more control and customization over things like visualization. In certain tools, there's even the presence of handy app studios for building curated dashboards and experiences. At the same time, they’re leveraging a performant, scalable, and secure foundation of an authoritative platform – ensuring compliance and accountability where it matters. This is where <a target="_blank" rel="noopener noreferrer" href="https://www.domo.com/app-catalyst">Domo’s new App Catalyst</a> is making waves. Most of today’s AI app builders are optimized for speed, but miss the mark when it comes to managing data, logic, and governance across multiple systems. App Catalyst is designed for what happens after – when applications must be maintained, trusted, and scaled across an enterprise.As Domo’s Chief Technology Officer and EVP of Product <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/darenthayne/">Daren Thayne</a> said, vibe coding showed us how fast ideas can turn into software. But speed alone doesn’t create the durable value that enterprises need. <figure class="image image-style-align-center image_resized" style="width:38%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769704595338.png" /></figure>Domo’s Chief Technology Officer and EVP of Product Daren Thayne “The next evolution is moving from raw code generation to composing applications that are governed by design and grounded in trusted data,” he said. “App Catalyst is an important step in that direction. It gives teams a production-ready foundation they can extend confidently, instead of starting from code that was never meant to scale.”App Catalyst is a reflection of Domo’s broader vision for the future of the intelligent enterprise, where AI does more than accelerate experimentation. It helps people and organizations compose scalable, governed applications that connect data, workflows, and people in a single, trusted platform. But AI is nothing if it can’t support the people using it. In my recent conversation with <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/backoff-on-the-ai-layoffs-domos-chris-willis-on-the-future-of-work-in-2026">Domo’s Chief Design Officer, Chris Willis</a>, we discussed the importance of human judgment when using AI tools and technologies. “The hard part is judgment, and that's an essential human skill," he told me. "I don't see models as possessing that.”At least not yet. But until then, Domo is powering its users with AI tools that are designed to give them more domain than ever before while easing the journey.Here’s a bit more on how App Catalyst works.<h3 id="rapid-app-building-for-the-enterprise">Rapid app building for the enterprise</h3>Unlike tools that focus solely on raw code generation, App Catalyst is really designed for enterprise applications. It helps you compose production-ready app frameworks that integrate with your existing data, governance, and security standards – ensuring that your apps are scalable, compliant, and ready to grow with your business. It also avoids the trap of accruing copious amounts of tech debt or tapping additional engineering resources.To be clear, App Catalyst is Domo-centric, leveraging its performant backbone. Users can describe the kind of app they want to build using natural language and instantly generate a functional framework that runs directly on their existing data in Domo. The resulting app foundation seamlessly integrates with Domo datasets and is deployed through Domo’s <a target="_blank" rel="noopener noreferrer" href="https://www.domo.com/automation/low-code-app-development">App Studio</a> – which is designed for building analytics apps with low-code, drag-and-drop tools. It automatically inherits Domo’s governance and security model, including per-user data access permissions. If real data isn’t available yet, App Catalyst generates placeholder data so teams can start building immediately.At 50,000 feet, App Catalyst is telegraphing a shift in how organizations are building with AI in 2026 and beyond. Early vibe coding approaches might have focused on generating raw code quickly, but real enterprise impact requires a move toward composition over generation. App Catalyst is a foundation for that future, one where AI helps teams assemble governed, production-ready app frameworks that align with data access, security, and operational standards from the start. This evolution moves organizations away from fragile experiments and toward scalable app building that can actually grow with your business.<h3 id="from-prompt-to-production">From prompt to production</h3>Rather than attempting to deliver a finished application in one step, App Catalyst provides a strong, production-ready starting point. Teams can iterate quickly with live code generation, preview changes instantly, and publish apps with a single click, then continue refining and customizing the application to meet evolving requirements.As you might guess, App Catalyst brings real AI efficiency to its building experience. It’s frictionless prototyping, allowing you to rapidly ideate and iterate using natural language prompts – and move an idea to a functional app framework in minutes.The entire experience is self-service, so you can build a pro-code app foundation without extensive upfront engineering to get there. That means almost anyone, even users with no technical skills, can bring an app to life.Most importantly, App Catalyst provides fierce governance. This is a big one, as most enterprises have to ensure that their apps meet their internal compliance requirements. With App Catalyst, whatever you create automatically respects user-level data access and security policies.<figure class="image image-style-align-center image_resized" style="width:86.2%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769703695369.png" alt="A screenshot of a computer

AI-generated content may be incorrect." /></figure>Source: Domo website Getting started is super easy. Like other AI interfaces, you use a basic prompt to describe the app you’re looking to build. You’re then moved to a split-screen view as it renders before your eyes.On the left side, you get a breakdown of what App Catalyst generated. On the right, you can see what it created. And it's not just a dashboard or a view, but a true application – complete with models, text fields, and check boxes. Brass tacks: It usually takes two to five minutes to generate an app using App Catalyst, although times may vary. On <a target="_blank" rel="noopener noreferrer" href="https://www.domo.com/app-catalyst">Domo’s website,</a> there’s a great demo video that walks you through the step-by-step process, but jumps over the rendering lag. So keep that in mind when you're test-driving the experience.  <figure class="image image-style-align-center image_resized" style="width:78.12%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769703695361.png" alt="A screenshot of a computer

AI-generated content may be incorrect." /></figure>Source: Domo website You can also expand and build complete Domo App Studio apps, which can fit in with any other Studio components. If you’re more technical and you’re looking to customize your app further, you can make edits using Pro Code, which gives you direct access to the underlying HTML. <figure class="image image-style-align-center image_resized" style="width:76.86%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769703695406.png" alt="A screenshot of a computer screen

AI-generated content may be incorrect." /></figure>Source: Domo website The finished product (in this case, a marketing intelligence command center) reflects the speed and efficacy of the App Catalyst framework. By removing the need for complex setups – or starting from scratch – you can focus on delivering value and avoid the morass of complex logistics. And you can keep on optimizing and refining your layouts and visualizations using the same natural language prompts. <figure class="image image-style-align-center image_resized" style="width:82.27%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769703695336.png" alt="A screenshot of a computer

AI-generated content may be incorrect." /></figure>Source: Domo website As I already mentioned, you can connect to live datasets in Domo or play with dummy data to experiment with the capabilities. App Catalyst ensures your apps are functional and compliant, and automatically respects enterprise-grade governance and security controls. This includes per-user data access permissions, row-level permissions, and column-level masking, ensuring your apps are compliant and secure from the start.App Catalyst might initially appeal to product managers, developers, and savvy practitioners – enabling them to visualize requirements, demonstrate concepts to stakeholders, and prototype digital products quickly. But over time, Domo plans to expand these capabilities to empower business users to validate ideas, test market hypotheses, and explore what is possible with data-driven applications, all while reducing dependency on IT teams.<h3 id="the-verdict">The verdict</h3>Domo has always understood the value of data and how we, as individuals and teams, use and experience it. Making it actionable is the key – and with App Catalyst, they’re moving beyond the barriers of studio-grade customization tools and into the realm of true AI app creation. You can describe your app vision in plain language, and the AI handles all the heavy lifting.My recommendation: While App Catalyst will likely appeal to more technical users (particularly those who are already customizing aspects of their Domo experience), its natural language interface will make it accessible to ambitious low-code/no-code users. That said, enterprise teams should build testing and experimentation paradigms to ensure performant outcomes – and develop general policies and best practices around app generation within their organization’s environment. The big upside: as Domo expands these capabilities, App Catalyst will likely become even more reliant and user-friendly for business users who want to build apps without burdening IT. Definitely worth a test-drive.  <hr /><h3 id="upcoming-events">Upcoming Events</h3> <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:40.76%" 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>

From AI idea to production-ready app in minutes? Meet Domo’s new App Catalyst

Backoff on the AI Layoffs: Domo’s Chris Willis on the Future of Work in 2026

<hr /> These days, marketers have more data than ever at their disposal. Too much? I'll let you be the judge. But that’s not the pressing issue. The problem is making sense out of the sheer volume and complexity. As humans, we can’t possibly weed through it all – which means we’re left with messy data, and even messier insights. It doesn’t take much to see an opportunity for AI to help mitigate these obstacles. But some of the same challenges exist: we end up with messy outcomes if the inputs aren’t clean and well-structured. On top of that, marketing data often exists in disconnected places, and that includes disparate platforms used to store data and run campaigns. Bridging these gaps requires some AI-juiced, Buzz Lightyear-level heroics, and that’s where <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/amplitude">Amplitude</a> comes in. The company already has a proven track record of helping companies build better products and digital experiences, imbuing its tools with AI agents to help teams analyze, test, and optimize UX faster than ever.Now, with the acquisition of <a target="_blank" rel="noopener noreferrer" href="https://infinigrow.com/">InfiniGrow</a> – a Tel Aviv-based AI analytics platform that helps teams measure, forecast, and optimize a marketing team’s impact on revenue – Amplitude is bringing a centralized platform approach to the problem by adding the <a target="_blank" rel="noopener noreferrer" href="https://infinigrow.com/company/">“new science of revenue marketing”</a> to its ecosystem. As I said, a big source of pain is that insights and decisions often live in separate places, but the combined resources of Amplitude and InfiniGrow will give stakeholders more actionable insights from their data. InfiniGrow’s agentic AI features can “fix” data foundations in a way that makes it more trustworthy, so it doesn’t sabotage your metrics, AI models, and decision-making.By unifying marketing, sales, and financial data, InfiniGrow can provide real-time visibility into what’s working – and why – across channels and customer journeys. Its analytics, attribution, and forecasting capabilities have been vital resources for understanding what drives results. It also provides a tableau for planning and optimizing budgets, evaluating scenarios, and making data-driven decisions with confidence.<a target="_blank" rel="noopener noreferrer" href="https://investors.amplitude.com/news-releases/news-release-details/amplitude-acquires-infinigrow-bring-revenue-analytics-marketers">According to the company’s press release,</a> InfiniGrow will help Amplitude evolve analytics from reporting on what already happened into insights that help teams measure, forecast, and optimize the impact of marketing on revenue. It brings both parts into a single, unified system, transforming analytics from a “backward-looking” snapshot to a “forward-looking” decision-making resource that turns data into actionable marketing recommendations. “InfiniGrow built AI to answer the hardest questions marketers face, and that’s exactly what Amplitude does,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/spenserskates/">Spenser Skates</a>, co-founder and CEO of Amplitude. “Together, we’re turning complex data into clear decisions teams can act on confidently."<h3 id="powering-session-based-analytics">Powering session-based analytics</h3>Part of Amplitude’s stock in trade is its focus on session-based insights. Last year, it launched enhanced features like its <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/replay-it-again-sam-amplitudes-session-replay-everywhere-rocks-with-analytics-visualizations">Session Replay Everywhere,</a> which builds on its solid Session Replay capabilities. It closes the gap between quantitative and qualitative understanding, allowing users to go beyond a funnel and unpack the why behind the metrics to diagnose product issues and improve conversions. Within an enterprise marketing team’s DNA, analysts play a critical role in defining sessions, connecting customer journeys, and maintaining trust in the data. To strengthen that foundation, Amplitude is reinforcing its session-based analytics by elevating sessions to first-class citizenship across the platform and preserving session context over time. This ensures marketing actions are fortified by accurate insights and clearly tied to real business outcomes – which further eliminates the guesswork. With InfiniGrow, Amplitude can now provide marketing teams with more enhanced session-based analytics, starting with improved insights into context around user sessions – which provides the clearest view into customer behavior. Armed with this clarity, marketers can move faster and more confidently.InfiniGrow’s AI-powered marketing analytics will build on Amplitude’s foundation, helping teams measure, forecast, and optimize how marketing drives revenue. With advanced “what-if” analysis and scenario modeling, marketers can explore tradeoffs, test assumptions, and iteratively plan and allocate budgets using AI-driven forecasts. “We built InfiniGrow to apply AI to the real decisions marketers face every day, grounded in clean and contextual customer journey data,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/danielmeler/">Daniel Meler, </a>co-founder and CEO of InfiniGrow. “Joining Amplitude allows us to scale that work and contribute to a broader AI analytics vision that empowers teams to act with confidence.”<h3 id="the-verdict">The verdict</h3>Amplitude continues to make sage moves in the battle for better insights. InfiniGrow’s AI-powered offering is a slick complement and builds on Amplitude’s session-based capabilities in a potentially meaningful way. By smoothing out the hard data challenges, the combined power of both tools gives marketers even more control and confidence over the value of their data – and in a more proactive way. Analytics tools can’t be passive anymore. They have to be decision engines that help marketers move with confidence. Together, Amplitude and InfiniGrow are bridging session data with revenue outcomes, modeling future scenarios, unifying disconnected datasets, and empowering marketers to make choices based on informed predictions – not just guesswork.Amplitude was on a tear in 2025. Last July, the company <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/press/amplitude-acquires-kraftful">acquired Kraftful,</a> which culminated in the introduction of its new <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/read-the-feed-amplitudes-next-gen-ai-transforms-customer-feedback-into-actionable-product-insights">AI Feedback service</a> – which also pairs with its Session Replay capabilities. The company also introduced new <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/amplitudes-new-web-experimentation-upgrade-gives-marketers-3x-faster-testing-and-more-control">Web Experimentation features</a> and a new <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/amplitudes-new-mcp-server-and-open-beta-for-ai-agents-bring-behavioral-data-into-ai-tools">MCP server and open beta for AI agents</a> in October, giving companies access to its trusted behavioral data from within the AI environments they're already using.My recommendation: Sure, there’s always buzz with any new acquisition. But the value of this one isn’t lightyears away. Data volume will continue to explode, and making sense of it all is an enterprise imperative for 2026 and beyond. Teams need the best insights possible to make crystal decisions, and revenue analytics are fast becoming a key component. If you’re looking to better unify your insights and unlock the potential of revenue marketing, keep an eye on how this combined offering unfolds.  <hr /><h3 id="upcoming-events">Upcoming Events</h3> <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>

To InfiniGrow and Beyond: Amplitude’s Latest Acquisition Promises Intelligent Revenue Analytics for Marketers

<hr /> Feedback is the lifeblood of product optimization. Without it, we’re trapped in an echo chamber, tossing ideas at the wall and hoping the right stuff sticks.Of course, there are many ways now to collect feedback in 2025. Too many? Maybe. I’ll let you decide. The more important measure is just how much customer data we’re collecting across a myriad of channels – and it’s in tonnage territory. One might think that more is better, but it’s the firehose dilemma. Try drinking before you drown. Along with the sheer amount of it, brands are having to stitch together fragmented feedback components from siloed or disconnected tools – and there hasn’t been a unified way to analyze everything and extract meaningful insights. There’s a lot at stake. Without good feedback to optimize on, your products and customer experiences will suffer. In fact, according to <a target="_blank" rel="noopener noreferrer" href="https://www.pwc.com/us/en/services/consulting/library/consumer-intelligence-series/future-of-customer-experience.html">PwC</a>, 32% of customers stop doing business with a brand after just one bad experience.<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/amplitude">Amplitude</a> has its own feedback to the feedback conundrum, and – you guessed it – it’s relying on AI to cut through the noise. Last week, the digital analytics leader unveiled its new <a target="_blank" rel="noopener noreferrer" href="http://amplitude.com/ai-feedback">AI Feedback</a> service. They’re billing it as the industry’s first customer feedback engine with a proprietary LLM process that automatically turns raw input into prioritized, actionable insights.AI Feedback is the culmination of <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/press/amplitude-acquires-kraftful">Amplitude’s July acquisition of Kraftful</a>, a rapidly growing AI platform that delivered insights from reviews, surveys, support tickets, and more – all analyzed in minutes. Kraftful boasted patent-pending, hallucination-free output, transforming feedback into a trusted resource for Google, Kayak, Netflix, and other global brands.Given Amplitude’s focus on product analytics, this was a sage move. Now, this added AI muscle could give Amplitude customers a more robust picture that’s augmented by the other features in its broader ecosystem.It's worth noting that Kraftful’s founder and CEO, <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/ywelinder/">Yana Welinder</a>, is now Head of AI at Amplitude, bringing an astute Harvard legal background and a stint at Y Combinator to the mix. Her impressive run put Kraftful on the map, and made it an attractive target as part of Amplitude’s push to deliver a native Voice of Customer feature set with automated insights and personalization (fitting snugly with its breadth of existing tools). Yana has a great feed on what customers are looking for and how AI unlocks it, so adding her leadership skills to the innovation engine within Amplitude is also a solid win. Kraftful’s proprietary LLM technology was purpose-built for product teams, so it complements Amplitude’s own AI roadmap and target user focus. “The hardest part of building great products isn’t writing code,” Yana said. “It’s hearing what customers are saying across thousands of sales calls, reviews, and support tickets. AI Feedback provides clarity into what customers really want – all in one place.”Here she is, talking about AI Feedback: <figure class="media"><div data-oembed-url="https://www.youtube.com/watch?v=x_nPbObb_Vo"><div style="position:relative;padding-bottom:100%;height:0;padding-bottom:56.2493%"><iframe src="https://www.youtube.com/embed/x_nPbObb_Vo" style="position:absolute;width:100%;height:100%;top:0;left:0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe></div></div></figure><h3 id="enhancing-feedback-with-amplitude">Enhancing feedback with Amplitude</h3>As I mentioned, the secret sauce to AI Feedback could be its pairing with Amplitude’s <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/web-analytics">Analytics</a>, <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/session-replay">Session Replay</a>, and <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/guides-and-surveys">Guides &amp; Surveys</a>. As part of a cohesive, unified platform, the scope of these capabilities will now enable brands to instantly access customer input, cut through to what matters most, and make it all actionable. By integrating Kraftful’s capabilities, Amplitude is combining the power of quantitative user behavioral data with qualitative user feedback. For example, you won’t just see users dropping off at checkout – you’ll be able to watch session replays, hear their own words describing problems or frustrations, run experiments to apply fixes, and send targeted surveys to see if the problem is resolved – all in a single platform. That last point is key. As we've been saying with other tools and platforms, marketers are experiencing a fair bout of cognitive overload as they struggle with the “swivel chair” balancing act of jumping between tools. With AI Feedback, everything lives in one central location, so you don't lose context (or your mind).With Amplitude’s AI Feedback, organizations will be able to surface and quantify the most requested features from customers, enabling them to develop a product roadmap that delivers maximum impact. They’ll also be able to better position their products by gaining insight into how customers actually talk about their needs. As with any listening technologies, being able to gauge and analyze customer complaints is key. Now, with AI Feedback, brands will be able to proactively target the biggest customer pain points, so they can mitigate problems before they become cancellations and automatically identify bugs and frustrations that turn customers off. Churn is another key factor, and AI Feedback meets it head-on by monitoring the most at-risk signals. You can map dissatisfaction to key accounts and reveal which issues need immediate attention. You can also generate product requirement documents (PRDs) quickly and easily, turning customer insights into user stories with a simple prompt.<a target="_blank" rel="noopener noreferrer" href="https://replit.com/">Replit</a>, a cloud-based platform for writing, running, and collaborating on code, has been using AI Feedback. The company was a customer of Kraftful before the acquisition, and has used the tool as one of several agentic AI capabilities. “I think the aha moment was truly when I first connected all the sources to AI Feedback, and it did its magic and analyzed all of our user feedback,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/jainamol/">Amol Jain,</a> Head of Product Engineering at Replit. “In the past it was so much work to pull data, look through each source, and manually combine them – the fact that AI Feedback just did it with a few clicks? That was fairly magical.”<h3 id="pricing-and-availability">Pricing and availability</h3>According to Amplitude, AI Feedback is now fully integrated and available across all its plans, with the option to purchase larger volumes of feedback analysis as an add-on to its Growth and Enterprise plans.Amplitude does offer a free tier, as well as a Plus plan for $49/month. Growth and Enterprise are custom plays, and pricing is based (in part) on MTU volume. You’ll need to contact sales for an estimate, but you can explore the <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/pricing?siteLocation=nav">full packages here.</a> <h3 id="the-verdict">The verdict</h3>I’ve been watching Amplitude for several years with a keen eye, and it continues to push innovation to enrich its bench of analytics tools. Adding Voice of Customer and AI-powered features to sift through the tidal wave of customer data is smart – and should augment what brands and enterprises are looking for from a unified platform. The Kraftful acquisition was another brilliant move, allowing Amplitude to catapult ahead with its roadmap with a performant, respected, and highly impactful platform in growth mode. What intrigues me most is Kraftful’s patent-pending solution to prevent hallucinations, which could effectively be a game-changer when it comes to trusted insights. All of that said, this was a quick integration. That might smell like a bolt-on in some product ecosystems, but Amplitude has a reputation for delivering quality products, so we expect good things from AI Feedback and its interoperability across Amplitude’s products.We’re looking forward to some deeper dives into performance, but our feedback is simple: Try it. <hr /><h4 style="text-align:center" id="looking-for-more-guidance-on-amplitude?-talk-to-an-expert.">Looking for more guidance on Amplitude? <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:29.67%" src="https://cmscritic.com/ms-content/uploads/2025/10/image-1761136749603.png" /><h4 id="live-webinar:-can-we-ever-get-composable-without-complexity?"><a target="_blank" rel="noopener noreferrer" href="https://umbraco.com/webinar-cmscritic">Live Webinar: Can We Ever Get Composable Without Complexity?</a></h4>November 20, 2025 – 6 PM (CET) / 5 PM (GMT) / 12 PM (EST)Composable architecture promised to simplify digital experience creation by giving organizations the flexibility to combine the technologies that met their needs. But for many enterprises, it’s done the opposite, which has led to complex integrations, spiraling costs, and what some are now referring to as composable regret. In this live conversation, Umbraco CEO Mats Persson joins Matt Garrepy, Chief Content Officer at CMS Critic, for a candid exploration of what went wrong in the first wave of composable and what needs to change. <a target="_blank" rel="noopener noreferrer" href="https://umbraco.com/webinar-cmscritic">Register for the webinar.</a> <img style="width:29.08%" src="https://cmscritic.com/ms-content/uploads/2025/10/image-1761594434824.png" /><h4 id="typo3-conference-2025"><a target="_blank" rel="noopener noreferrer" href="https://t3con.typo3.com/">TYPO3 Conference 2025</a></h4>November 25–27, 2025 – Düsseldorf, GermanyT3CON is the premier annual event for web professionals, developers, marketers, and decision-makers. Much more than just a TYPO3-focused conference, T3CON spotlights the latest trends, innovations, and leaders shaping the future of content management, covering everything from grassroots initiatives to new technologies, strategies, and success stories. The event is designed to empower businesses and organizations with the knowledge and tools they need to thrive in the evolving digital landscape. The conference culminates in an awards ceremony celebrating the best TYPO3 projects across various industries. <a target="_blank" rel="noopener noreferrer" href="https://t3con.typo3.com/">Get your ticket.</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>

Read the Feed: Amplitude’s Next-Gen AI Transforms Customer Feedback into Actionable Product Insights

<hr /> <a target="_blank" rel="noopener noreferrer" href="https://modelcontextprotocol.io/docs/getting-started/intro">MCP</a> (that’s “Model Context Protocol” if you have an aversion to acronyms) is becoming a posh objective for technology vendors up and down the stack – and digital analytics platforms are no exception. In the past few weeks, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/umbraco-accelerates-ai-transformation-by-appointing-senior-software-engineer-to-focus-on-mcp">I’ve already covered MCP</a> in multiple places. But my proximity goes back to late last year, when the noise around agentic AI and agentic commerce was steadily increasing. In a matter of months, we went from a handful of early-stage MCP servers (based on the standards created by <a target="_blank" rel="noopener noreferrer" href="https://www.anthropic.com/">Anthropic</a>) to tens of thousands. And there’s no slowdown in sight.The hype is well-founded. Along with the engineers I’ve connected with across CMS, DXP, CDP, and other platform categories, I personally competed in an AWS hackathon in July that required harnessing MCP for enterprise agent applications – so I know firsthand what the potential represents.This week, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/amplitude">Amplitude</a> joined the growing chorus of Model Context Protocol believers with the release of its <a target="_blank" rel="noopener noreferrer" href="https://2b78cec6.streaklinks.com/Cn_nauWNjVaTJuhqDwH11l85/https%3A%2F%2Famplitude.com%2Fdocs%2Fanalytics%2Famplitude-mcp">Amplitude MCP Server</a> – and it sounds spot on. By leveraging MCP, the analytics leader is making its real-time behavioral insights available directly inside AI environments like <a target="_blank" rel="noopener noreferrer" href="https://claude.ai/">Claude</a>, the ever-popular <a target="_blank" rel="noopener noreferrer" href="https://cursor.com/">Cursor</a>, or any MCP client. The benefits here are almost self-explanatory, but here’s a great use case: A marketer queries in natural language something like “What features drove the most retention this month?” or “What caused the drop in sign-ups last week?” Based just on that, you can get instant answers via live Amplitude data. As Amplitude's Co-Founder and CEO <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/spenserskates/">Spenser Skates</a> said, MCP was made for data analytics. You can ask a vague question and have an AI model iteratively query Amplitude to find insights. Amplitude's MCP exposes all of its functionality so an agent can interact with it directly, allowing you to use Amplitude without having to know anything about its user interface or your data taxonomy.By having everything consolidated in one place, users can also reduce that dreaded “swivel chair” effect and the immense cognitive overload of switching between dashboards. With this heightened consolidation and control, teams can focus their time and energy on drilling into what customers like, where the bottlenecks are, and what actions might streamline the experience.“Behavioral context is one of the most critical inputs behind every great product and digital experience. The problem is, AI tools are only as good as the context they leverage,” explained <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/wadechambers/">Wade Chambers</a>, Chief Engineering Officer at Amplitude. “Amplitude already captures and organizes behavioral data across the full user journey. So by extending this into MCP-enabled environments like Claude, we’re giving AI direct, governed access to that data. This makes the context instantly available and marks a major step toward the insights-to-actions loop becoming automatic.”According to Amplitude, one of its customers, <a target="_blank" rel="noopener noreferrer" href="https://zip.co/us">Zip,</a> is already seeing results – scaling expertise, accelerating analysis, and uncovering opportunities that were previously hidden.“Amplitude’s MCP is a real game-changer,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/mpauly/">Moss Pauly,</a> Technical Product Manager, Data &amp; AI at Zip. “We’ve been able to embed our internal domain knowledge – how certain events are used to drive complex analysis – directly into an LLM’s context and have it interact seamlessly with Amplitude. It’s opening up access to cross-domain insights that previously only a few specialists could uncover. It’s a genuine step change in democratizing data across the organization.”<h3 id="building-an-agentic-strategy-to-power-analytics">Building an agentic strategy to power analytics</h3>Amplitude has been on an innovation tear as of late, adding <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/amplitudes-new-web-experimentation-upgrade-gives-marketers-3x-faster-testing-and-more-control">new web experimentation</a> capabilities with low-code, drag-and-drop editing, group cohort targeting, and self-service control.Earlier this summer, the company teased its forthcoming AI agents, which complement its MCP trajectory. This included a limited beta for its first series of AI Agents – intelligent assistants that continuously monitor product data, detect anomalies, and surface insights before teams even ask. With agents, teams can move faster, scale decision-making, and transform analytics into an ever-present system that drives growth proactively.Back in August, I connected with Amplitude’s <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/nithya-r-2a72794/">Nithya Rajendran,</a> a project manager working on the Web Experimentation and AI initiatives, about the frontier of Amplitude’s agentic investment. She provided some insight as to what kinds of functionality we can expect and the benefits. “Our Agents work in parallel with teams to tackle essential but tedious activities like monitoring data, spotting patterns and changes, watching user sessions, forming hypotheses, running experiments, shipping changes, and monitoring impact,” Rajendran said. “Our AI Agents are built directly into the platform to help automate these tasks, meaning work that used to take weeks can now take minutes."<h3 id="new-ai-agents-are-now-available-to-all-customers-">New AI agents are now available to all customers </h3>Last week, Amplitude’s AI agent beta program was opened to all Amplitude customers, with two AI Agents available at launch. The first is its Dashboard Agent, which analyzes dashboards and summarizes meaningful changes in trends, metrics, and issues proactively. With it, you can surface trends that require immediate attention and detect key week-over-week or month-over-month shifts.Amplitude’s Dashboard Agent also performs high-utility actions like root-cause analysis to identify segments or behaviors driving metric changes, giving marketers even more granular insight. It also enables follow-up analysis using natural language, generating new charts and answers automatically. You can also push these insights to Slack, email, or directly within Amplitude – so you have multiple channels to access the results.  <figure class="image image-style-align-center image_resized" style="width:82.77%"><img src="https://cmscritic.com/ms-content/uploads/2025/10/image-1761595961580.png" /></figure>Amplitude's new agents will provide automated actions and insights. Source: Amplitude website The other agent that’s now available is targeted at Amplitude’s popular <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/replay-it-again-sam-amplitudes-session-replay-everywhere-rocks-with-analytics-visualizations">Session Replay</a> capabilities, a handy resource that I’ve written about previously. The new Session Replay Agent automatically analyzes session replays across funnels or event paths at scale. It also surfaces behavioral patterns, drop-offs, and friction indicators like rage clicks, dead clicks, and user errors.The Session Replay Agent provides end-to-end qualitative analysis, backing insights with a curated playlist of relevant replays for faster investigation. And like its Dashboard Agent companion, it shares insights proactively via Slack, email, or directly within Amplitude.<h3 id="availability">Availability</h3>According to the company’s press release, its MCP is now available to all Amplitude customers. One thing we can watch for as its AI Agents roll out is the introduction of deeper MCP integrations, which the company says we can expect over the coming months. You can <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/ai">learn more on their website.</a> <h3 id="the-verdict">The verdict</h3>Observability and insight are becoming paramount in the tidal wave of data and connected systems. AI is amplifying the volume of everything, and brands need more insight than ever – not only to assess and optimize their product performance, but to understand customer behavior as it responds to changes and market pressures. As buyers move to different channels like answer engines, marketers need to make sense of these seismic shifts.Amplitude continues to reinforce its position as a leading voice in the digital analytics space, providing self-service visibility throughout the customer journey. This is precisely the space where agentic automation and MCP are right at home, and can potentially impact productivity and improve outcomes in profound ways.I like the dimensions of these initial agents. Marketers need to be closer to their data than ever, so they can make meaningful decisions; there's just so much of it, and it's impacting their strategic agility. As such, these tools are focused on key challenges that marketing teams face – and if they deliver as promised, could provide significant value. We’ll be watching to see how the roadmap unfolds for other agents within the ecosystem, and how a deeper integration with MCP brings additional capabilities to the table.  <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>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> <figure class="image image-style-block-align-left image_resized" style="width:28.08%"><img src="https://cmscritic.com/ms-content/uploads/2025/10/image-1759840698475.png" /></figure><h4 id="raise:-lifting-content-into-the-future-with-agentic-cms"><a target="_blank" rel="noopener noreferrer" href="https://kontent.ai/events-and-webinars/raise/">RAISE: Lifting Content into the Future with Agentic CMS</a></h4>November 11, 2025 – London, UKJoin Kontent.ai at RAISE: Lifting Content into the Future with Agentic CMS, a premier free event for forward-thinking marketing and technology leaders shaping the way today’s most ambitious brands create and deliver content. Expect bold ideas, discover innovative strategies, engage with industry leaders, and gain insights that will lift your content strategy to new heights. At RAISE, you'll learn how to deliver faster, more engaging content experiences while AI does the busywork of audits, compliance, and localization with Agentic CMS, built to give you and your teams more time on creativity that matters. <a target="_blank" rel="noopener noreferrer" href="https://kontent.ai/events-and-webinars/raise/">Reserve your seat today.</a> <img style="width:29.67%" src="https://cmscritic.com/ms-content/uploads/2025/10/image-1761136749603.png" /><h4 id="live-webinar:-can-we-ever-get-composable-without-complexity?"><a target="_blank" rel="noopener noreferrer" href="https://umbraco.com/webinar-cmscritic">Live Webinar: Can We Ever Get Composable Without Complexity?</a></h4>November 20, 2025 – 6 PM (CET) / 5 PM (GMT) / 12 PM (EST)Composable architecture promised to simplify digital experience creation by giving organizations the flexibility to combine the technologies that met their needs. But for many enterprises, it’s done the opposite, which has led to complex integrations, spiraling costs, and what some are now referring to as composable regret. In this live conversation, Umbraco CEO Mats Persson joins Matt Garrepy, Chief Content Officer at CMS Critic, for a candid exploration of what went wrong in the first wave of composable and what needs to change. <a target="_blank" rel="noopener noreferrer" href="https://umbraco.com/webinar-cmscritic">Register for the webinar.</a> <img style="width:29.08%" src="https://cmscritic.com/ms-content/uploads/2025/10/image-1761594434824.png" /><h4 id="typo3-conference-2025"><a target="_blank" rel="noopener noreferrer" href="https://t3con.typo3.com/">TYPO3 Conference 2025</a></h4>November 25–27, 2025 – Düsseldorf, GermanyT3CON is the premier annual event for web professionals, developers, marketers, and decision-makers. Much more than just a TYPO3-focused conference, T3CON spotlights the latest trends, innovations, and leaders shaping the future of content management, covering everything from grassroots initiatives to new technologies, strategies, and success stories. The event is designed to empower businesses and organizations with the knowledge and tools they need to thrive in the evolving digital landscape. The conference culminates in an awards ceremony celebrating the best TYPO3 projects across various industries. <a target="_blank" rel="noopener noreferrer" href="https://t3con.typo3.com/">Get your ticket.</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>

Amplitude’s New MCP Server and Open Beta for AI Agents Bring Behavioral Data into AI Tools

<hr /> I’ve been following <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/amplitude">Amplitude</a> for several years, specifically throughout this promising (if not tumultuous) period of AI disruption. The company has continuously pedaled the innovation wheels, exploring new ways to improve insights for marketers and brands as the digital world furiously changes around us. For example, we covered the introduction of its <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/replay-it-again-sam-amplitudes-session-replay-everywhere-rocks-with-analytics-visualizations">Session Replay Everywhere</a> earlier this year, which expands on the company’s initial launch <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/amplitude-expands-platform-capabilities-with-session-replay-and-simplified-pricing">in 2023</a>. This new approach incorporates the replay feature into every workflow to capture broader user engagement, minus the labor-intensive setup and rigid event taxonomies.Bridging this gap between qualitative and quantitative understanding is a powerful salve to what I call The Analytics Blues. It enables marketers to diagnose product issues, improve conversions, identify UX behaviors, innovate faster, and generally build better digital experiences.Experimentation is critical for marketers, and time is always the enemy. They simply can’t afford to wait weeks (or longer) to test an idea. Experimentation is the lifeblood of optimization, and when you run fewer tests, you get fewer learnings – and, ultimately, fewer conversions.In most cases, the holdup rests with the tooling. Many legacy experimentation platforms struggle with visual editors that break when used on modern sites, and marketers can’t address the fixes themselves. That means filing a ticket, waiting for engineering, and praying that the page doesn’t break once their changes go live. All these delays can impact a campaign’s effectiveness. And even when a test is finally running properly, the resulting metrics aren’t always useful.Tests need to work. And they need to be simple. Last year, Amplitude endeavored to solve these problems with its novel <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/web-experimentation">Web Experimentation</a> solution, and the company says that marketing and growth teams using the service have realized strong gains in testing velocity and conversion optimization. I’ve seen it in action, and there’s real value for marketers.That said, Amplitude has been listening to its customers and evolving the platform’s capabilities. This week, they announced a major update of Web Experimentation, including four new features designed to help marketers and growth teams do more. These features – drag-and-drop visual editing, control variant editing, group cohort targeting, and out-of-the-box widgets – show great promise. And according to Amplitude, users could test three times faster and build with greater autonomy via these enhancements.As part of this announcement, Amplitude is also teasing the launch of its own <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/ai">AI Agents,</a> which will give marketers and web PMs some slick capabilities like auto-generating experiment ideas based on conversion trends or drop-off points, or draft variant copy and layouts based on behavioral data.  <figure class="image image-style-align-center image_resized" style="width:30.19%"><img src="https://cmscritic.com/ms-content/uploads/2025/08/image-1756482273106.png" alt="A person smiling at the camera

AI-generated content may be incorrect." /></figure>Nithya Rajendran, Principal Product Manager, Amplitude I connected with Amplitude’s <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/nithya-r-2a72794/">Nithya Rajendran,</a> a project manager working on the Web Experimentation and AI initiatives, about the frontier of Amplitude’s agentic investment. She provided some insight on what kinds of functionality we can expect and the benefits. “Our Agents work in parallel with teams to tackle essential but tedious activities like monitoring data, spotting patterns and changes, watching user sessions, forming hypotheses, running experiments, shipping changes, and monitoring impact,” Rajendran said. “Our AI Agents are built directly into the platform to help automate these tasks, meaning work that used to take weeks can now take minutes."<h3 id="giving-marketers-more-control-for-expanded-use-cases-">Giving marketers more control for expanded use cases </h3>Marketers are dealing with a lot these days. With dozens of tools to balance in their expanding toolkit – not to mention the diminishing realities of search traffic and the advent of GEO – they need enhanced observability and better analytics to manage the chaos. And when it comes to testing, they need to reduce the friction to make the juice worth the squeeze.Amplitude Web Experimentation has always been geared towards helping marketers run faster, easier, and more impactful tests, so they can optimize and improve their outcomes. With this major update and new features, it promises to deliver marketing and growth teams with more power for building and running experiments in a truly self-service motion – giving them the control they need to be successful. As the company stated in its press release, there are four new features in Web Experimentation. The first is the ability to rearrange elements with true drag-and-drop editing, where you can shift a headline from below a form to above it in seconds. We take these things for granted in CMS and DXP ecosystems, but having an easy-to-use visual editor at the testing level has been elusive. Now, with Web Experimentation, you can move page components around visually instead of relying on an engineering team to do the heavy lifting. With its new out-of-the-box widgets, Web Experimentation now supports more test types. This means simplifying the time and complexity involved with adding banners, CTAs, or pop-ups without custom code.With freshly added group cohorting capabilities, you can target by account, allowing B2B teams to personalize experiments for specific companies or account lists. You can also edit control variants directly, allowing you to update your “default” experience without waiting for developers to push changes.<h3 id="a-seamless-add-on-for-cms-and-dxp-platforms">A seamless add-on for CMS and DXP platforms</h3>Web Experimentation’s new features are designed to give marketing and web PMs a much faster and streamlined pathway to testing. It’s also CMS agnostic, making it much more extensible and easier for organizations to onboard. “It works anywhere you can add a simple script tag, whether that is a traditional CMS or a headless CMS,” Rajendran said. “Once the script is installed, marketers can use a no-code, drag-and-drop Visual Editor to launch experiments directly on their site without developer support.”Amplitude also offers official plugins for <a target="_blank" rel="noopener noreferrer" href="https://c67dcd9a.streaklinks.com/CjlzcGqbWy6jkUcbTQdlL3tq/https%3A%2F%2Famplitude.com%2Fdocs%2Fdata%2Famplitude-wordpress-plugin">WordPress</a><a target="_blank" rel="noopener noreferrer" href="https://c67dcd9a.streaklinks.com/CjlzcGuKCuDX0DOR4QDezJ9N/https%3A%2F%2Famplitude.com%2Fdocs%2Fdata%2Famplitude-shopify-plugin"> and Shopify</a> that make it easy to install Web Experimentation – along with other solutions like Analytics and Session Replay – with minimal setup.Amplitude has also cozied up with the customer data layers across stacks, all the way down to the warehouse layer, where it offers self-service analytics capabilities. As Nithya explained, this connection to CDPs also enhances the overall flow. “Because Amplitude also integrates with CDPs like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/twilio-acquires-segment-for-3-2b-adds-market-leading-cdp-for-building-data-driven-apps">Segment</a> and <a target="_blank" rel="noopener noreferrer" href="https://tealium.com/">Tealium</a>, experiments are tied to consistent customer data that already flows through the rest of the stack,” she said.From a feedback perspective, Amplitude is touting its success with <a target="_blank" rel="noopener noreferrer" href="https://crometrics.com/">Cro Metrics</a>, where its drag-and-drop editor is having a notable impact. According to Co-CEO <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/gwen-hammes/">Gwen Hammes</a>, it’s giving Cro Metrics a new level of agility for its clients, allowing them to spin up high-impact experiments like banners and modals within their marketing and product teams – so they can move from concept to customer faster than ever.“That’s the sweet spot,” Hammes said. “Empowering our clients to iterate quickly to see measurable lift, while freeing up their valuable time for us to collaborate on larger strategic initiatives and integrate test learnings cross-functionally for even greater impact.”<h3 id="amplitude-ai-agents-are-entering-the-stack-">Amplitude AI Agents are entering the stack </h3>As I mentioned, this update also framed Amplitude’s foray onto the agentic AI scene, where we’re likely to see a great deal of automation surrounding various use cases. Analytics is one area where AI is already demonstrating its immense value to glean meaningful insights from large data sets and provide more actionable intelligence. I suspect we’ll see that value translated here. I’ve been watching a lot of demos from vendors in different categories, and the use cases for agentic AI and the harnessing of MCP are yielding some spectacular results. According to Amplitude, we’ll see their applications come to life this fall, with the foundation being laid through these Web Experimentation updates. When put to work, <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/blog/ai-agents?siteLocation=ai-agents-spotlight-cards">Amplitude’s AI Agents </a>will take testing velocity to new levels, simplifying tasks and reducing workloads that used to take weeks into hours. While it’s still early days, Amplitude said its agents will have a huge impact on a myriad of functions, like autonomously prioritizing tests that are most likely to drive lift or interpreting results and automatically recommending actions. AI agents can also assist with some of the more “nefarious” challenges that exist in a flow, like creating better checkout experiences to reduce abandoned carts or improving products by driving users toward their preferred behaviors (think signups or upsells). <figure class="image image-style-align-center image_resized" style="width:85.66%"><img src="https://cmscritic.com/ms-content/uploads/2025/08/image-1756482272869.png" alt="A screenshot of a computer

AI-generated content may be incorrect." /></figure>Source: Amplitude website Here’s where the connection to Web Experimentation comes in: Because these AI agents are built into the broader Amplitude platform, AI Agents won’t just analyze experiments in isolation – they’ll learn from the same analytics, session replays, and surveys you do, and act on them instantly. And the new drag-and-drop editor, widgets, and control features represent three critical channels that Amplitude's AI Agents will use on your behalf.Amplitude has also worked to make these agents as accessible as possible to marketing teams across all skill levels by harnessing a natural language interface. “While marketers will benefit from huge time-savings, they still stay in control,” Rajendran said. “They decide the level of autonomy their Agents have, and as they build trust, they can adjust these guardrails. So that means you can rely on an Agent to recommend content variants, but a marketer approves them before an experiment is rolled out. After the experiment runs, an Agent will analyze the results and recommend next steps, but a marketer makes the final call."<h3 id="pricing">Pricing</h3>Amplitude <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/amplitude-expands-platform-capabilities-with-session-replay-and-simplified-pricing">introduced simplified pricing</a> early last year as part of its Sesson Replay launch, and there’s some decent guidance on their website. I like the inclusion of a free tier as a “jumping off” point, and the Plus plan starts at $49/month for 300K MTUs.Those dreaded MTUs. This is where the challenges exist, and hence why Amplitude offers a Growth tier with custom volumes. But all of its plans feature Web Experimentation, and hence, a gateway for experiencing these new features at any level. You can explore the full breadth of the packages on their <a target="_blank" rel="noopener noreferrer" href="https://amplitude.com/pricing">pricing page. </a>According to Rajendran, there aren’t any pricing details for the Amplitude AI Agents as of yet. In her words, the company is focused on enhancing the overall experience for customers and not monetizing the capabilities.<h3 id="the-verdict">The verdict</h3>Amplitude continues to establish its leadership through innovation, and these new features are aimed at giving marketers even greater control over their experimentation and testing, and that’s a win. Doing it faster – and with stable tools – is the name of the game, and Amplitude is delivering on that front with its easy drag-and-drop capabilities and out-of-the-box widgets.Based on preliminary positioning, the roadmap for Amplitude’s AI Agents looks exciting. Data and analytics are prime real estate for converting value around agentic investments, and the gains in automation could be significant. We’ll have to monitor feedback once we see them in play and assess how these capabilities measure up to other competitive AI enhancements across the stack. There are already AI agents farming analytics from platforms like <a target="_blank" rel="noopener noreferrer" href="https://beam.ai/integrations/mixpanel">Mixpanel</a> to enhance operations efficiency and strategic growth. It’s worth a few demos and some homework on the AI roadmaps as you evaluate options, but Amplitude has a clear vision – and they’re executing for success.  <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>

Amplitude’s New Web Experimentation Upgrade Gives Marketers 3x Faster Testing and More Control

Power your CMS on AWS

Manage your websites & apps in the most trusted cloud.

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<hr /> I’ve written about CDPs quite a bit. The category is rapidly evolving, particularly as data and context become more critical to the CMS and broader DXP ecosystem. There's also been the periodic acquisition of a CDP by an enterprise digital experience platform – think <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/optimizely-acquires-customer-data-platform-zaius">Optimizely buying Zaius,</a> <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/sitecore-acquires-boxever-and-four51">Sitecore absorbing Boxever</a>, and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/contentstack-just-acquired-lytics-a-real-time-customer-data-platform-heres-why-it-matters">Contentstack adding Lytics</a> to its menu. These purchases were separated by time, but they speak to the critical need for data within their integrated offerings, especially when powering the “Holy Grail” of personalization. And as we know, that last piece is taking on a whole new urgency in the age of AI.On a more architectural level, I’ve personally been crawling through the underbelly of CDPs for years now, connecting all kinds of apps and sources, inspecting JSON packages, and worrying incessantly about MTUs – those monthly tracked users that we care so much about. Most recently, when I was working on a big cloud-based SaaS product, it was breathtaking to watch the real-time events passing into our customer data platform. But it was also alarming as you considered the scale of users and the associated price tag. Ouch.In every stack, there are multiple cost dimensions to consider, and CDPs bring their own unique challenges to the mix. Some platforms are focusing less on MTUs and zeroing in on active users, while others are embracing event-based pricing. There are also the processing resources that come in the form of compute. This is where overruns are a persistent and pesky concern. But <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/treasure-data">Treasure Data</a> is trying to change that. The intelligent customer data platform, which is built for enterprise scale and super-charged by AI, just unveiled a groundbreaking “No Compute” pricing model that completely decouples cost from processing resources. This could be the unearthing of buried treasure for users in a hunt for more efficient data solutions. This “No Compute” model is made possible by Treasure Data’s <a target="_blank" rel="noopener noreferrer" href="https://www.treasuredata.com/product/hybrid-cdp/">Hybrid CDP</a> architecture. It primarily charges for the number of unified customer profiles stored and the behavioral events associated with them. This enables brands to run unlimited queries, segmentations, and activations – all without fear of runaway bills.I caught up with Treasure Data’s co-founder and CEO, <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/kazukiohta/">Kaz Ohta,</a> who provided a bit more context. In his mind, predictable costs in a CDP should be a right, not a luxury.“Our ‘No Compute’ pricing removes the biggest barrier to full CDP adoption – cost anxiety – so every team can activate data and AI agents with confidence.”Here’s some of Ohta’s vision from 2023, which is worth a listen. He lays out the challenge surrounding loyalty during periods of economic uncertainty (which takes on a more pressing urgency today), and where a CDP can unlock potential around personalization and customer experience: <figure class="media"><div data-oembed-url="https://www.youtube.com/watch?v=88nTuVXSJ6o"><div style="position:relative;padding-bottom:100%;height:0;padding-bottom:56.2493%"><iframe src="https://www.youtube.com/embed/88nTuVXSJ6o" style="position:absolute;width:100%;height:100%;top:0;left:0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe></div></div></figure> A lot has changed in two years, but it provides a foundation for how Ohta is steering Treasure Data towards success in an increasingly competitive market. He’s a compelling figure in the customer data landscape, and this disruptive new approach to pricing could be another element that elevates the company’s preference.<h3 id="solving-the-cdp-industry’s-cost-dilemma">Solving the CDP industry’s cost dilemma</h3>When it comes to selecting a CDP, it’s fair to say that enterprises have been in a pricing pickle. On one side, DXPs have been consuming CDP players into their pre-ordained stacks with integrated capabilities. Meanwhile, pure play solutions have been energizing their feature sets to enhance their independent relevance. Composed solutions with built-in customer data layers have some obvious advantages. But do they deliver as intended? I asked Ohta about the nuances between the DXP strategy and pure-play solutions like Treasure Data and where his company might have the upper hand. “DXPs such as <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/adobe-experience-manager">Adobe</a>, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/acquia">Acquia</a>, and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/optimizely">Optimizely</a> take a different approach,” Ohta said. “They want to provide the complete stack. They bundle CDPs in their stack. However, we see many failed implementations of their CDP, just because leading DXPs mostly acquired their CDPs as a bolt-on solution. They are not really integrated. While I see the vision of DXPs, the execution of DXPs are poor: they, in reality, are Frankenstein stacks and a collection of different businesses – and that’s why buyers are not happy with them.”Within these shifting business dynamics, pricing is a key consideration and fraught with challenges. Buyers are faced with a choice between packaged CDPs that focus on metering the number of profiles and compute, or composable-only CDPs that primarily meter the number of profiles and shift the processing burden to a cloud data warehouse, creating potentially unpredictable query charges.Treasure Data’s new pricing model attempts to end this trade-off by separating economics from compute location. Customers get transparent pricing based primarily on the number of real-time, resolved customer profiles managed and the volume of associated behavioral events – think website visits, mobile app usage, email activities, and the like. “The true value is no longer just in data storage and movement, but in the intelligence you apply to it,” said Ohta. “Treasure Data is infused with AI everywhere, and now our customers pay for the value they get from AI-driven outcomes like better personalization, predictive insights, and campaign optimization – not for the underlying compute cycles.”In an age where CDPs and data warehouses need to align in all the right ways, Treasure Data is providing an optimal solution. Whether workloads are running in its high-performance database engine or inside a customer’s CDW environments, enterprise teams get the same consistent experience without having to consider infrastructure or cost complexities. In this way, it’s a bit of a godsend.I asked Ohta how this new approach to Treasure Data’s pricing model came about and how users are receiving it thus far. “Our largest customers have trillions of records and hundreds of millions of profiles managed with Treasure Data,” he said. “We pioneered this pricing model with them in the last few years and renewed their contracts under these terms. It’s worked well and now we’re rolling it out to other customers.”<h3 id="powered-by-hybrid-cdp-architecture">Powered by Hybrid CDP architecture</h3>Flexibility is a keystone attribute for any software solution. Composability can deliver on this promise, but there are instances where customers might want a hybrid approach over purely composable architectures based on specific use cases. Treasure Data conducted some research around the preference for a hybrid CDP architecture, where IT teams can choose the optimal processing environment to meet their needs. Based on its global survey of CDP buyers, 65% wanted a hybrid approach (edging up to 69% in the US). In the same report, a much smaller portion opted for packaged or composable architectures.I asked Ohta how this reinforces Treasure Data’s position.“While people talk a lot about the composable stack, the majority of buyers want choice and flexibility,” he said. “An enterprise has multiple brands, businesses, regions, and departments where they have different levels of martech and data maturity. Customers are asking to have choice over their architecture, anchored in a CDP or in a data warehouse, per brand, region, etc. Composability on its own requires the right engineering resources around, but hybrid lets you have the best of both worlds.”How does Treasure Data’s unique Hybrid CDP architecture empower IT teams with choice? In two ways: First, they can leverage its Complete Mode, where Treasure Data provides the complete CDP solution – journey orchestration, segmentation and activation, ID unification, batch and real-time connectors, storage and compute – so you can implement it as a single source of truth.There’s also a Composable Mode. Designed for more mature data engineering organizations, where a cloud data warehouse already exists as a single source of truth, Treasure Data builds a real-time cache of the customer 360 view from the CDW for instant customer data activations.One of Treasure Data's key advantages is implementing the optimal processing environment based on preferences and use case suitability. This dual-mode approach helps preserve governance, maximize CDW ROI, and guarantee sub-second performance for time-sensitive engagement. All solid benefits.<h3 id="availability-and-pricing">Availability and pricing</h3>According to Treasure Data, the new “No Compute” pricing model is generally available today for new customers and existing ones who want to make the move. It’s worth noting that there are multiple options for deploying Treasure Data, including <a target="_blank" rel="noopener noreferrer" href="https://aws.amazon.com/marketplace/pp/prodview-jrcyyln5ecfgi">through the AWS Marketplace.</a> How do the pricing benefits translate in the real world? That’s the real question. The mechanics of the model make sense, and as Ohta said, they’ve seen success with existing users. Those metrics could be part of an upcoming webinar on <a target="_blank" rel="noopener noreferrer" href="https://www.brighttalk.com/webcast/15379/650390">The Power of a Hybrid CDP: Connected Experiences with Predictable Costs</a>, which is being held on September 8th.Obviously, a CDP’s total cost is a product of its usage, and this new model presents a big shift in how that functions. As far as assessing just how impactful this might be in your own stack, you’ll need to contact Treasure Data for a personalized cost analysis. There are different features composed into various packages across the CDP product landscape, so be sure to specify your goals when engaging with their pricing team – and do your homework on available integrations and warehouse options.From a security and compliance perspective, Treasure Data has a <a target="_blank" rel="noopener noreferrer" href="https://trust.treasuredata.com/">trust and security center</a> that includes all of its artifacts. It’s robust, but it’s always worth a look to ensure that you’re meeting the proper data privacy and regulatory requirements. There’s also an option to conduct a security review.<h3 id="why-it-matters">Why it matters</h3>The CDP space is heating up as the market evolves and data warehouses take on an elevated role. Organizations are struggling to turn these resources into action, and leverage CDPs to power their personalization and customer 360 efforts. Despite the consolidation within the DXP category, pure play solutions are finding value with new features – and now, new pricing models that are strengthening their posture within the composable stack.  With Treasure Data’s new “No Compute” pricing, customers are more empowered to utilize their CDP. It allows them to explore and assemble multiple segments, run various queries, and leverage its on-board AI agents – all without compute costs weighing them down. That means they’re free to align around outcomes that really matter to them, like the number of unified profiles and the behavioral events resulting from their marketing efforts.On that topic, marketers using Treasure Data will also have more latitude to keep their existing CMS or DXP and their data warehouse – and still get real-time, AI-powered engagement at a predictable cost with a CDP that integrates with all these tools. This core flexibility is a key competitive advantage for Treasure Data within the pantheon of customer data platforms. As Ohta said, AI is a big part of the feature set for marketers and enterprises. But cost anxiety is a major pain point – and they’re helping to overcome that challenge.“Our hybrid architecture blends historical depth with live behavioral data for sub-second personalization, all in a no-code, self-service environment for marketing teams,” he explained. “It’s about giving marketers the speed, insight, and freedom to act on every moment of opportunity without budget surprises.” <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>

Treasure Hunt: 'No Compute' Model from Treasure Data Promises More Predictable Pricing with Hybrid CDP 

<hr /> <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/contentsquare">Contentsquare</a> has never fit into a round hole. The leading digital experience analytics vendor has been innovating along a very clear horizon, building a robust ecosystem around meaningful insights across the customer journey. This includes the <a target="_blank" rel="noopener noreferrer" href="https://www.crunchbase.com/acquisition/content-square-acquires-hotjar--df2a8f88">acquisition of HotJar</a> in 2021, an analytics tool that gives website owners greater clarity around user behavior via heatmaps and session recordings. I’ve long been a fan of this product, and I thought this was a shrewd move at the time.<a target="_blank" rel="noopener noreferrer" href="https://www.cooley.com/news/coverage/2023/2023-09-28-contentsquare-agrees-to-acquire-heap">Heap followed two years later</a>, representing Contentsquare’s largest acquisition to date. This tool really injected the customer journey layer to the overall analytics composition, giving Contentsquare a complete vision – and stronger market position against competitors like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/replay-it-again-sam-amplitudes-session-replay-everywhere-rocks-with-analytics-visualizations">Amplitude</a>, which we’ve followed extensively over the years. Now, Contentsquare has signed a definitive agreement to acquire <a target="_blank" rel="noopener noreferrer" href="https://loris.ai/">Loris AI</a>, a leading conversation intelligence platform. This acquisition brings together two innovative companies with one shared goal: to give business leaders a deeper, more accurate view of the full customer journey, from click to conversation. “Customer experience is shifting fast, and conversations are becoming an essential part of how people interact with businesses,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/jonathancherki/">Jonathan Cherki</a>, CEO &amp; Founder of Contentsquare. “With Loris, we’re giving our customers the capabilities they need to lead this transformation – to understand and optimize conversations, and connect them to the broader digital journey. It’s not just about improving support: it’s about giving brands the competitive edge in a world where conversations are the next frontier of customer experience.”<h3 id="ai-powered-insight-at-the-conversational-layer">AI-powered insight at the conversational layer</h3>The Loris acquisition comes at a time when AI-powered interactions are becoming essential to the customer journey. According to <a target="_blank" rel="noopener noreferrer" href="https://www.gartner.com/en/newsroom/press-releases/2025-02-10-traditional-customer-service-channels-are-losing-ground-to-mobile-and-ai-innovations#:~:text=As%20GenAI%20becomes%20further%20embedded,built%20into%20their%20mobile%20devices.">Gartner</a>, by 2028, 70% of customer interactions will begin and end within conversational, third-party assistants. It’s abundantly clear that conversations are fast becoming the new interface of brand engagement. That said, most companies still lack visibility into these critical exchanges. Loris fills that gap by analyzing 100% of interactions to help improve both AI and human agent performance, reduce friction, and deliver more seamless, personalized experiences at scale. “That’s the most exciting aspect about combining Loris and Contentsquare, the ability to connect digital interactions, AI responses, and customer conversations seamlessly with real business outcomes like satisfaction, retention, and lifetime value," said Etie Hertz, CEO of Loris AI. This predictive intelligence can transform how businesses understand and optimize their customer experience.” <figure class="image image_resized" style="width:27.42%"><img src="https://images.ctfassets.net/gwbpo1m641r7/581Hcwj5BmBYmgohc5xGk2/0c182bde334595fc1539fc3edb794886/1706497479673.jpeg?w=1920&amp;q=100&amp;fit=fill&amp;fm=avif" alt="Etie Hertz - CEO - Loris.ai" srcset="//images.ctfassets.net/gwbpo1m641r7/581Hcwj5BmBYmgohc5xGk2/0c182bde334595fc1539fc3edb794886/1706497479673.jpeg?w=828&amp;q=100&amp;fit=fill&amp;fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/581Hcwj5BmBYmgohc5xGk2/0c182bde334595fc1539fc3edb794886/1706497479673.jpeg?w=1920&amp;q=100&amp;fit=fill&amp;fm=avif 2x" width="800" /></figure>Etie Hertz, CEO, Loris.ai Loris combines proprietary AI models and large language models to surface sentiment, intent, and quality signals that generic tools miss. It was designed specifically for analyzing customer engagement across conversation-based interactions, giving CX, product, tech, and support teams a deeper view into every conversation. Armed with this visibility and automation, Loris enables users to more easily spot performance patterns, catch emerging issues early, predict trends, and make smarter decisions across the customer journey. <h3 id="why-it-matters">Why it matters</h3>AI is driving almost every technology decision across the stack. While Contentsquare has been steadily investing in AI innovation to drive insights for over 1.3 million websites and 3,700 customers, the addition of Loris brings an added dimension of functionality that reflects the consumer’s behavioral shift to conversational engagements.Customer feedback and support interactions are gold. By capturing insights from these rich sources – fueled by the power and scale of AI – Loris adds a critical new intelligence layer to Contentsquare’s digital analytics suite, bridging traditional web journeys and human and AI-powered conversations.Contentsquare already enjoys a top spot in the analytics landscape, serving large-scale global customers like Toyota, Visa, and Bose. Its experience analytics, voice of the customer, and product analytics panels are all dynamite and rich with features. From a usability perspective, it sports an intuitive UX and easy-to-harness capabilities that can juice any team at almost any stage in their lifecycle. It's hard to predict how Loris' features might be integrated or if it will maintain its own sub-brand identity (like HotJar and Heap). We'll also be looking for guidance on pricing. It’s worth noting that Contentsquare offers a free starter plan, all the way up to an enterprise package for large-scale organizations, and its other products provide independent pricing. <hr /><h4 style="text-align:center" id="looking-for-guidance-on-contentsquare?-talk-to-an-expert.">Looking for guidance on Contentsquare? <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:31.83%" src="https://cmscritic.com/ms-content/uploads/2025/01/cms-connect-2025-logo.png" alt="" /><h4 id="cms-connect-25"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmsconnect25">CMS Connect 25</a></h4>August 5-6, 2025 – Montreal, CanadaSee Agility CMS at the second annual summer edition of our signature global conference dedicated to the content management community! CMS Connect will be held again in beautiful Montreal, Canada, and feature a unique blend of masterclasses, insightful talks, interactive discussions, impactful learning sessions, and authentic networking opportunities. Join vendors, agencies, and customers from across our industry as we engage and collaborate around the future of content management – and hear from the top thought leaders at the only vendor-neutral, in-person conference exclusively focused on CMS. Space is limited for this event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmsconnect25">so book your seats today.</a>

Contentsquare ‘Squares Up’ to Acquire Loris AI, Expanding AI Agent Analytics and Conversational Intelligence 

Replay it again, Sam: Amplitude’s ‘Session Replay Everywhere’ rocks with analytics visualizations

<hr /> If you’ve ever watched the TV game show Family Feud (I’m dating myself with this reference, but it’s been through multiple reinventions over the years), then you know how heated the competition can get. Sure, it’s all in good fun. But I think a few members of the losing teams have been unceremoniously “left out” of their family wills – all for missing one stubborn survey question.Some of those questions were strange, to be sure. But surveys have long been a key tool for unlocking the hidden gems of our cultural sentiment. And in these hallowed halls of CX, relevant feedback is the prize every brand is after, giving them essential customer insight to enhance products and drive growth.But let’s be honest: A lot of traditional customer feedback methods are broken. Brands pump out survey after survey, soliciting responses that rarely show up. And when they do, the substance can be shallow at best. In an era where customers interact across countless digital touchpoints, why are we still relying on old-school tactics to understand them? Isn’t this something to feud about?This is where CX tools like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/callminer">CallMiner</a> have carved out a niche with AI-powered conversation intelligence. The company’s <a target="_blank" rel="noopener noreferrer" href="https://callminer.com/products/eureka">Eureka Platform</a> helps connect the dots between interactions, insights, and action – providing deeper, more holistic customer intelligence to deliver better experiences. Eureka analyzes a wide range of omnichannel interactions (think phone, email, social, and more) with its advanced AI, and turns it all into organization-wide insights that power contact center experiences. This includes everything from real-time guidance to brand sentiment. It also covers features like call center speech analytics, where CallMiner has shown up as a <a target="_blank" rel="noopener noreferrer" href="https://learning.callminer.com/us/col/lc/forrester-wave-23">Leader on the Gartner MQ</a> for that category.Now, the company is adding another layer of “smart” to its family of tools. <a target="_blank" rel="noopener noreferrer" href="https://callminer.com/products/outreach">CallMiner Outreach</a> is a new feature built on advanced analytics and AI that enables businesses to connect with customers in more meaningful ways. That extra punch of power can help strengthen relationships, tap the voice of the customer, and uncover actionable insights that drive enterprise-wide benefits.CallMiner Outreach leverages its AI capabilities to deliver personalized, contextual surveys and customer engagement campaigns. With it, users can gain a deeper understanding of each interaction through CallMiner’s conversation intelligence – providing impactful CX insights to improve customer journeys, strengthen loyalty, and increase customer satisfaction. “Today’s survey vendors are stuck in the past, only thinking about the traditional way to execute surveys,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/brucekmcmahon/">Bruce McMahon</a>, CallMiner’s Chief Product Officer. “They are not considering whether those surveys are valuable to and personalized for customers, and if responses are providing meaningful business insights. CallMiner Outreach goes beyond simple surveys and traditional feedback methods by leveraging AI-driven insights from customer interactions to improve the quality, relevance, and efficiency of feedback collection and analysis.”<h3 id="is-there-a-customer-feedback-crisis?">Is there a customer feedback crisis?</h3>Maybe. The answer to that question hinges on how brands weigh the value of their solicited and unsolicited feedback and whether the juice is worth the squeeze. CallMiner has been studying this question with deep interest for quite some time, distilling and publishing their research annually.According to the company’s <a target="_blank" rel="noopener noreferrer" href="https://learning.callminer.com/us/c/whitepaper-us-cx-landscape-24?pflpid=45098&amp;pfsid=TCP_QZd1YS&amp;pfsfc=false">2024 CX Landscape Report</a>, 64% of global organizations said that all – or in some cases, the majority – of the customer feedback they collect is solicited. They also uncovered that organizations are collecting an equal amount of unsolicited and solicited feedback: About 25% in 2024 versus 20% in 2023. How are they doing this? Survey says: Surveys. That’s right – CX leaders are still relying primarily on traditional survey tools to solicit feedback from customers. On one hand, that makes total sense, as many organizations have invested significantly in their survey infrastructure. However, according to CallMiner, the persistent reality of low response rates and a lack of meaningful insights isn’t translating into a worthwhile ROI.<h3 id="reaching-out-with-outreach">Reaching out with Outreach</h3>As part of CallMiner’s robust Eureka Platform, Outreach is the industry’s first AI-powered customer feedback tool that triggers outreach based on specific interaction characteristics. This is a novel approach, as it does not rely on general interaction alone. Rather, it combines insights from unsolicited interactions – like those in a contact center – with solicited feedback for more intelligent, targeted surveys and customer engagement initiatives.How does it work? Just as you might expect, given the scope of CallMiner’s other products. Outreach analyzes phone calls, social media, online reviews, emails, and other interactions, empowering CX and contact center leaders to personalize the outreach mechanisms. This can be expressed in the form of surveys, quick-response forms, marketing offers, and more – all aimed at addressing and resolving exact customer issues. Outreach’s real potential lies in its AI-powered insights, which provide unmatched customer connections. Its AI-powered surveys and campaigns can be tailored based on specific customer interactions and triggered by specific events. Closed-loop feedback also enables more personalized, insight-driven experiences that build trust and loyalty – as well as improve issue resolution and reduce churn.By unifying CX measurement across multiple channels, CallMiner Outreach gives you a complete, holistic view of your customer. This allows you to tap into sentiment from all your touchpoints and take action. You can also more fluidly connect what’s happening in your contact center with your broader CX initiatives.Along with the benefits of automating your outreach initiatives and analysis, it also activates your ability to make faster decisions with AI fueling your efficiency. Taken together, Outreach ensures relevance, timeliness, and improved customer outcomes.CallMiner’s CPO McMahon calls this “The future of CX.” “CallMiner has always enabled organizations to combine unsolicited and solicited feedback in a single platform to gain a comprehensive view of the customer,” McMahon said. “With CallMiner Outreach, we’re delivering the native capabilities needed to execute faster, more intelligent feedback campaigns directly within the CallMiner platform.”<h3 id="availability-and-pricing">Availability and pricing</h3>CallMiner Outreach is in early availability for both new and existing customers. You can register to watch a new <a target="_blank" rel="noopener noreferrer" href="https://callminer.com/c/callminer-outreach">product overview video</a> or request a demo from their website.In terms of pricing, CallMiner plays it close to the chest. This is enterprise contact center and CX analytics software, so it’s going to be calculated on a number of variables. According to its G2 page, there’s some flexibility based on a volume or seat-based paradigm. For more information or to contact a representative, <a target="_blank" rel="noopener noreferrer" href="https://callminer.com/">visit their website.</a> <h3 id="why-it-matters">Why it matters</h3>With the evolution of Outreach, both CX and contact center leaders can now seamlessly integrate customer feedback with an industry-leading conversation intelligence platform.On the customer experience side of the ledger, Outreach delivers a holistic understanding of the customer’s behaviors – something we’re paying close attention to across other analytics and CDP platforms as well. It effectively streamlines feedback loops and improves key engagement metrics to impact retention and loyalty. This includes things like your net promoter score (NPS) and customer satisfaction (CSAT) rating.For contact centers, there are a multitude of benefits. Outreach enhances the connection between operational efficiency and customer satisfaction, improving key metrics such as average handle time and first contact resolution, as well as agent performance and productivity.Viewed through our CMS lens, customer feedback is an essential component in the omnichannel landscape. Contact centers are critical touchpoints, and facilitating feedback to maximize value is key – particularly if it might influence content and digital experiences on any level. CallMiner is right at home with CRM platforms like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/salesforce">Salesforce</a> and experience management tools that are essential layers in the digital stack. The company's leadership with AI-powered conversation intelligence could be a key evaluation point if you’re integrating contact center services as part of your overall strategy. It also plays nicely with other call tracking and analytics platforms like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/ringcentral">RingCentral</a> and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/callrail">CallRail</a>. One more point: I like how CallMiner is driving thought leadership and innovation around <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/its-an-ai-agent-world-is-agent-experience-the-secret-weapon-for-controlling-the-chaos">agentic AI</a> in the call center, trailblazing solutions to streamline analytical tasks. Call centers are an area where AX is having a profound impact, and CallMiner is shaping <a target="_blank" rel="noopener noreferrer" href="https://learning.callminer.com/us/col/lc/whitepaper-us-agenticai">a strong position</a> with its thinking in this area. Definitely something to consider in your evaluation process. Surveys are still a relevant part of the customer feedback family. But with tools like CallMiner Outreach, there might be a little less to feud about. <hr /><h3 id="upcoming-events">Upcoming Events</h3>  <img style="width:24.53%" src="https://cmscritic.com/ms-content/uploads/2025/03/image-1742910054704.png" /><h4 id="the-composable-conference-2025"><a target="_blank" rel="noopener noreferrer" href="https://machalliance.org/events/composable-conference-25">The Composable Conference 2025</a></h4>April 22-24 – Chicago, USAExperience the future of composable and MACH principles in “The Windy City” and dive even deeper into the innovative world of MACH architecture and its benefits for your business. Building on the momentum of MACH THREE, this conference will provide your teams with the expert, impartial guidance needed to craft a winning transformation strategy and leverage the latest advancements in automation and Al to maximize efficiency and drive your organization forward. This event is ideal for executives, business leaders, technologists, and everyone in between who is looking to harness the power of composable. <a target="_blank" rel="noopener noreferrer" href="https://machalliance.org/events/composable-conference-25">Secure your spot today.</a> <img style="width:30.46%" src="https://cmscritic.com/ms-content/uploads/2024/11/cms-summit-25.png" alt="" /><h4 id="cms-summit-25"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit25">CMS Summit 25</a></h4>May 13-14, 2025 – Frankfurt, GermanyDon't miss the first European edition of our prestigious international conference dedicated to the global content management community! CMS Summit 25 will bring together top-notch speakers, our renowned learning format, and engaging social events. Hear from leading practitioners like Deutsche Bahn, Dr. Oetker, and more – and join customers, agencies, and CMS vendors as we discuss current trends and what's ahead for the content and digital experience fields. Connect and network at the only vendor-neutral, in-person conference focused on CMS. Space is limited for this exclusive event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit25">so book your seats today.</a> <img style="width:31.83%" src="https://cmscritic.com/ms-content/uploads/2025/01/cms-connect-2025-logo.png" alt="" /><h4 id="cms-connect-25"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmsconnect25">CMS Connect 25</a></h4>August 5-6, 2025 – Montreal, CanadaWe are delighted to present the second annual summer edition of our signature global conference dedicated to the content management community! CMS Connect will be held again in beautiful Montreal, Canada, and feature a unique blend of masterclasses, insightful talks, interactive discussions, impactful learning sessions, and authentic networking opportunities. Join vendors, agencies, and customers from across our industry as we engage and collaborate around the future of content management – and hear from the top thought leaders at the only vendor-neutral, in-person conference exclusively focused on CMS. Space is limited for this event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmsconnect25">so book your seats today.</a>

Survey Says? CallMiner Rings the CX Bell with New AI-Powered Customer Feedback

<hr /> Ah… personalization. Like it or not, it’s still the Holy Grail. And we’re still in search of its full potential. While the promise of scalable personalization remains a bit elusive for many companies (there are a bevy of reasons for this), CMS and DXP platforms have discovered some finely cut diamonds in the rough – making it much more attainable. Some of that success can be credited to the force-multiplying effects of <a target="_blank" href="https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-generative-ai">generative AI</a> on things like variant testing. But it’s also due to having more of the right tooling, analytics, and best practices in place to shepherd the journey. The impact of AI can't be understated. At some point, it seems entirely feasible that we'll arrive at completely autonomous hyper-personalization, so every customer has a fully curated experience without batting an eyelash. For now, we’ll settle for the incremental gains – and how a new breed of innovative tools is helping marketers achieve success with their personalization efforts. Case in point: <a target="_blank" href="https://cmscritic.com/products/umbraco">Umbraco</a>, an open-source .NET <a target="_blank" href="https://cmscritic.com/what-is-a-content-management-system-cms">content management system</a> provider, recently announced the general availability of <a target="_blank" href="https://umbraco.com/products/add-ons/engage/">Umbraco Engage</a>. Born three months after the company’s acquisition of the Dutch-based <a target="_blank" href="https://www.umarketingsuite.com/">uMarketingSuite</a>, Engage is a new add-on for Umbraco CMS that instantly provides organizations with meaningful analytics around visitor interactions with web content.At its core, Umbraco Engage enables marketers to take a “learn, adapt, convert” approach to personalizing their digital experiences and optimizing content to boost conversion rates and improve ROI across their digital platforms. It has the potential to help businesses create dynamic digital content that’s continuously informed by real customer interactions. Engage is packed with power in all the right channels. It provides server-side analytics and customer 360° profiling to surface deep insights, stats, and heatmaps on critical metrics like pageviews. It also provides real-time A/B testing, enabling teams to adapt content to the needs of diverse audience segments. Having this layer of intelligence right at your fingertips will undoubtedly give marketers quick and relevant data around content engagement, allowing them to optimize more fluidly.“Engage provides businesses with intuitive tools, all within their familiar CMS platform, and we’re thrilled to now offer this powerful set of content optimization tools as a first-party solution,” said <a target="_blank" href="https://www.linkedin.com/in/mats-persson-296a66/">Mats Persson</a>, CEO at Umbraco. “This launch brings immediate value for our partners and end-clients, empowering them to meet the growing demand for tailored digital experiences. Personalization and content optimization, that work in practice, are now essential for driving conversion rates and ROI – a trend we’re excited to support with Umbraco Engage.”<h3 id="powering-personalization-for-marketing-teams">Powering personalization for marketing teams</h3>The benefits of personalization – and its impact on customer experience – are ubiquitously evident, and there's ample research to support a brand's investment in personalization technologies and strategies. A <a target="_blank" href="https://www.mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/the-value-of-getting-personalization-right-or-wrong-is-multiplying">McKinsey &amp; Company study</a> found that 76% of consumers were more likely to purchase from brands that personalize their experiences, and 78% were more likely to refer friends and family to those brands. Beyond the tangible effects on purchase conversion, personalization can also improve other business and financial dimensions for brands. In fact, the same study found that personalization can reduce customer acquisition costs by up to 50%, lift revenues from 5% to 15%, and increase marketing ROI by 10% to 30%. McKinsey also reported that digitally native direct-to-consumer brands – ones that own the customer transaction and put first-party data at the heart of their marketing decision-making – derived approximately 25% of their revenue from personalization. Not too shabby. Umbraco is clearly driving more focus and attention around personalization based on the company’s innovation roadmap. As noted, the launch follows the announcement of Umbraco’s acquisition of uMarketingSuite, a content personalization tool that has become popular in key industries like financial services, healthcare, and the public sector, where privacy regulations restrict the use of third-party data. Existing uMarketingSuite customers will continue to benefit from the product's A/B testing, 360° profiling, analytics, and content personalization. Because Engage is now part of Umbraco, organizations also have the confidence and reassurance that ongoing product development and support will be delivered by a larger team at Umbraco HQ.According to <a target="_blank" href="https://www.linkedin.com/in/hemraker/">Rune Strand</a>, Umbraco’s Product Communications Manager, marketing teams can immediately gain value from these new content personalization and optimization tools within its CMS.“As soon as Engage is installed on existing or new sites, marketing teams can instantly see how well web content is performing,” he said. “Pageview analytics and statistics are all at their fingertips within the Umbraco CMS interface. Being able to see heat maps that show precisely how users interact with your site can be game-changing for identifying which content is working well and which needs to be retired, refreshed, or personalized.”<h3 id="out-of-the-box-insights">Out-of-the-box insights</h3>Umbraco has scored a win by making this level of data more accessible to marketing professionals, content editors, and CRO specialists. With the add-on, users can gain actionable insights based on interactions with existing content and more effectively personalize and optimize information for new and returning website visitors and customers.Additionally, teams will be able to make data-informed decisions and take swift marketing actions within the Umbraco editing environment. They can proactively improve content performance using the tool’s real-time A/B content variant testing to improve digital experiences and boost conversion with more relevant, custom-tailored content. <figure class="image image-style-align-center image_resized" style="width:85.09%"><img src="https://cmscritic.com/ms-content/uploads/2024/11/umbraco-engage-screenshots.png" alt="" /></figure>Umbraco Engage provides clear analytics and performance metrics “People who create web content should be able to see how well it performs and make necessary tweaks, all within the CMS,” said <a target="_blank" href="https://www.linkedin.com/in/leondewildt/">Leon de Wildt</a>, the Commercial Product Manager for Umbraco Engage and the founder of uMarketingSuite. “Umbraco Engage is designed to help organizations tailor digital experiences in response to their own interaction data. Using the in-app reports, marketing teams can make changes that measurably improve engagement. Businesses can use Umbraco Engage to continuously improve the digital experience and boost conversion rates, whether that means more people filling out a form, buying a product, engaging with content or signing up for a webinar.”Umbraco is also addressing regulatory and data privacy considerations – something the company has long been a fierce proponent of. With Engage, marketers will be able to use server-side analytics and first-party data to satisfy compliance with data and privacy laws while accessing the platform's benefits.Umbraco Engage works out-of-the-box with other platform add-ons like <a target="_blank" href="https://umbraco.com/products/add-ons/forms/">Umbraco Forms</a> and <a target="_blank" href="https://umbraco.com/products/add-ons/commerce/">Umbraco Commerce</a>. For example, integrating Umbraco Commerce and Umbraco Engage enables digital marketers to view order history on the visitor profile level. This can help power eCommerce sites that recognize returning customers, serve personalized product information, and interact immediately with abandoned shopping carts to help boost sales. Umbraco Engage is available now, and Umbraco digital agency partners can access discounts, exclusive webinars, and free demo licenses based on their partnership agreements. If you’re a uMarketingSuite customer, there’s also a path for upgrading to Engage by February 24th, 2025. <a target="_blank" href="https://umbraco.com/products/add-ons/engage/">You can learn more about Umbraco Engage here</a>. <h3 id="why-it-matters">Why it matters</h3>Umbraco continues to drive a unique position as an open-source .NET content management system. With a fervent community of over 220,000 active members worldwide, they’re benefitting from a wide bench of innovation as more contributors participate in advancing the CMS and its capabilities.Personalization remains a challenge for all parties, from vendors to customers. It’s no longer the “undiscovered country,” but it needs to be defined around a brand’s specific goals. Further, there are many challenges associated with executing and maintaining a successful strategy. Having access to the right tooling – specifically around analytics and insights – can help provide a solid foundation for marketers and deliver better outcomes. AI will further disrupt the landscape, but Umbraco has a distinct advantage with a proven and “friendly” brand that will be key to cementing loyalty. By all accounts, the uMarketingSuite acquisition was a smart move as it looks to expand features, remain in competitive parity, and drive greater agility for marketing teams. UX is also pivotal. Having meaningful data closer to the CMS – and integrated within the editing workflow – will enable users with more control and faster decision-making, which could ultimately improve conversions and grow the bottom line.And that’s the real Holy Grail. <hr /><h4 style="text-align:center" id="looking-for-guidance-on-umbraco?--talk-to-us.-">Looking for guidance on Umbraco?  <a target="_blank" href="https://cmscritic.com/contact">Talk to us. </a></h4><hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:29.58%" src="https://cmscritic.com/ms-content/uploads/2024/01/cms-kickoff-2025-logo.png" /><h4 id="cms-kickoff-2025"><a href=" https://www.boye-co.com/conferences/cmskickoff25">CMS Kickoff 2025</a></h4>January 14-15, 2025 – Tampa Bay Area, FloridaJoin us next January in the Tampa Bay area of Florida for the third annual CMS Kickoff – the industry's premier global 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" href="https://www.boye-co.com/conferences/cmskickoff25/tickets">so secure your tickets today.</a> <img style="width:30.46%" src="https://cmscritic.com/ms-content/uploads/2024/11/cms-summit-25.png" alt="" /><h4 id="cms-summit-25"><a target="_blank" href="https://www.boye-co.com/conferences/cmssummit25">CMS Summit 25</a></h4>May 13-14, 2025 – Frankfurt, GermanyDon't miss the first European edition of our prestigious international conference dedicated to the global content management community! CMS Summit 25 will bring together top-notch speakers, our renowned learning format, and engaging social events. Hear from leading practitioners like Deutsche Bahn, Dr. Oetker, and more – and join customers, agencies, and CMS vendors as we discuss current trends and what's ahead for the content and digital experience fields. Connect and network at the only vendor-neutral, in-person conference focused on CMS. Space is limited for this exclusive event, <a target="_blank" href="https://www.boye-co.com/conferences/cmssummit25">so book your seats today.</a>

Umbraco Engage Enhances Digital Personalization to Drive Higher Conversion Rates

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