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artificial intelligence Article

Not All Heroes Wear Capes. Here's Why CMS Is Your 'Unsung Hero' in 2025

janus-boye

Optimizely Opal Gets Supercharged for Agentic AI, Powering Infinite Use Cases for Marketers

matt-garrepy

<hr /> <a target="_blank" rel="noopener noreferrer" href="https://en.wikipedia.org/wiki/Independence_Day_(1996_film)">Independence Day</a> destroyed the box office in the summer of 1996. It was a bona fide Hollywood blockbuster, ushering in a decades-long fascination with large-scale disaster and sci-fi films.I was there when it opened. I remember sitting in a chilled theater, a sticky layer of Coke-infused popcorn crunching beneath my feet, holding my breath as mile-long flying saucers cast long shadows across entire cities. What happened next was the stuff of VFX legend: Manhattan melted under a massive laser. F-14 Tomcats picked dogfights with alien spaceships. There were heroes and sacrifices. It was all visually glorious. If you haven’t seen this masterpiece, there’s a big spoiler ahead. The film reaches its climax on the morning of July Fourth, just as Earth’s ransacked military is launching a final assault against these technologically advanced invaders. As he’s rallying the troops for a final speech, President Whitmore (played by the ever-gruff <a target="_blank" rel="noopener noreferrer" href="https://en.wikipedia.org/wiki/Bill_Pullman">Bill Pullman</a>) says:“We will not go quietly into the night. We will not vanish without a fight…”Man. I still get goosebumps. <figure class="media"><div data-oembed-url="https://www.youtube.com/watch?v=V16tMmTezFQ"><div style="position:relative;padding-bottom:100%;height:0;padding-bottom:56.2493%"><iframe src="https://www.youtube.com/embed/V16tMmTezFQ" style="position:absolute;width:100%;height:100%;top:0;left:0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe></div></div></figure> Appropriating this iconic holiday was a clever plot mechanism, but it also illustrated how a crisis can unify people around a common cause. In the movie, mankind is on the line, and “Independence Day” transcends its American roots, symbolizing a victory for the entire planet. It feels like our world could use a dose of that unifying spirit right now, but I digress. Digital publishers have also been experiencing an “invasion” by advanced technology. For the last few years, AI crawlers have been infesting the web, harvesting content and repurposing it for answer engines like <a target="_blank" rel="noopener noreferrer" href="https://chatgpt.com/">ChatGPT</a> and <a target="_blank" rel="noopener noreferrer" href="https://www.perplexity.ai/">Perplexity</a>. According to one study, more than <a target="_blank" rel="noopener noreferrer" href="https://www.fastcompany.com/91361611/ai-chatbots-are-breaking-the-web-and-forcing-a-404-makeover">half of Americans use one of these chatbots</a> to search and navigate the web. As people continue to shift their preferences to these tools, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/conductor-ai-revs-up-brand-discoverability-in-generative-ai-answer-engines">zero-click searches</a> are destroying traffic and, consequently, punishing content creators. To understand why this is happening, we have to go back to the dawn of <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/google-cloud-platform">Google</a>, when it established not only its dominance in search, but also the business model for the web. By allowing the “Big G” to crawl and index your site, you effectively traded content for eyeballs. Search generated traffic, which publishers could value against the sale of digital ads, subscriptions, and other merchandise. You get the rest.The entire model is changing, and Google is partly to blame. Setting aside its nefarious ad practices that resulted in an <a target="_blank" rel="noopener noreferrer" href="https://www.justice.gov/opa/pr/department-justice-prevails-landmark-antitrust-case-against-google">antitrust lawsuit</a>, Google’s infamous <a target="_blank" rel="noopener noreferrer" href="https://blog.google/products/search/generative-ai-google-search-may-2024/">AI Overview</a> has cannibalized organic search traffic from websites by answering queries directly. At the same time, the total number of Google searches is declining, and last year, <a target="_blank" rel="noopener noreferrer" href="https://searchengineland.com/google-search-zero-click-study-2024-443869">60% of them ended without a click</a>. In 2025, we could be looking at some dystopian-level declines.  Where does this leave content creators? If there’s no traffic, how can they translate the value of their website and the experiences they produce? And If AI crawlers continue to invade, pillage, and assimilate their content, where’s the incentive to keep producing the quality work that powers the web?<h3 id="cloudflare-declares-‘content-independence-day’-">Cloudflare declares ‘Content Independence Day’ </h3>When deconstructing this AI conundrum, fighting an advanced alien technology might not be the perfect analogy, but it rings some truth. To be fair, AI is astonishing, and it’s having a profound and often positive impact on the way we work. It’s also helping to solve some of the biggest problems we face, from fully unlocking our genomes to accelerating a cure for cancer.But for the creator and knowledge economies – where generative AI and co-pilots have evolved beyond automating tasks to outright deprecating jobs – it’s been a double-edged sword.Now, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/cloudflare">Cloudflare</a> is attempting to fight back with what it calls “Content Independence Day.” The cloud infrastructure provider just announced that it’s changing its default setting to block AI crawlers unless they agree to pay creators for their content. This, of course, requires the employment of Cloudflare as a CDN, but it's a “full stop” moment.As co-founder and CEO Matthew Prince <a target="_blank" rel="noopener noreferrer" href="https://blog.cloudflare.com/content-independence-day-no-ai-crawl-without-compensation/">wrote in his announcement</a> on July 1, content is the “fuel” that powers AI engines. In his mind, it's only fair that content creators are compensated directly for it.This move has a lot of weight behind it. As one of the largest networks on the planet, Cloudflare serves roughly 20% of the web with its cloud infrastructure services, which include content delivery, DDoS protection, load balancing, bot management, and more. In the announcement, the company suggested that it was being joined by a “majority of leading publishers and AI companies." This likely includes media outlets like The New York Times, which has been publicly embroiled in lawsuits with <a target="_blank" rel="noopener noreferrer" href="https://www.nytimes.com/2023/12/27/business/media/new-york-times-open-ai-microsoft-lawsuit.html">OpenAI and Microsoft</a> over content copyright infringement. It’s also worth noting that many large publishers like The Atlantic and Vox have <a target="_blank" rel="noopener noreferrer" href="https://www.axios.com/2024/05/29/atlantic-vox-media-openai-licensing-deal">already struck deals with AI companies</a> to license their content for AI model training.This news isn’t exactly shocking. Cloudflare has been laying the groundwork over the last year, giving publishers <a target="_blank" rel="noopener noreferrer" href="https://techcrunch.com/2024/07/03/cloudflare-launches-a-tool-to-combat-ai-bots/">an array of tools</a> for battling the onslaught of AI crawlers. But the path is leading to what Prince describes as a “marketplace” where publishers can choose to provide access to AI bots and be compensated for it.This week, Cloudflare took the first step in launching its new <a target="_blank" rel="noopener noreferrer" href="https://techcrunch.com/2025/07/01/cloudflare-launches-a-marketplace-that-lets-websites-charge-ai-bots-for-scraping/">“Pay per Crawl”</a> vision, which is in the experimental phases. It works just like it sounds: A website owner can choose to allow individual AI crawlers to index their content for an agreed-upon rate. Alternatively, websites can allow free access or block bots altogether. According to Cloudflare, its customers will have enhanced visibility into how a specific bot is using their content for things like model training.There’s no word yet on what that pricing model will look like, but Cloudflare is endeavoring to put choice fully in the hands of content creators and publishers. It’s asserting what Seth Godin might call a “permission-based methodology,” where the actions are transparent, the intentions are in the sunlight, and the user has the power. Overall, that sounds healthy. In his blog post, Prince also talked about the shift to a new paradigm for scoring and valuing content. Since the beginning of Google, we’ve been hyper-focused on traffic as the end-all, be-all of analytics. As he proposes, this could be a tipping point – a new “golden age” of high-value content creation – that bridges the knowledge gap for AI engines and improves results. Is he right? I’m honestly not sure. Cloudflare is working with experts and economists to map this new marketplace and provide some guidance. There’s already been a swell of positive support for this move, so I’m betting we’ll see traction and adoption over the coming months.The real question is: How will the AI providers adapt? Will they all board the mothership?<h3 id="what-this-could-mean-for-the-cms-industry">What this could mean for the CMS industry</h3>Independence Day painted a terrifying picture of how advanced alien technology could wreak havoc on our planet. But it also demonstrated how human ingenuity – and a mastery of our own tools and technologies – could help us turn the tide. As the engines for content publishing, content management systems are at the foundation of this fight. Nearly every commercial and open source CMS vendor is deploying with a CDN or offers native content delivery controls. That’s even true on the managed open source side (think about how easy it is to flip on a CDN in <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/wp-engine">WP Engine</a>). If Pay per Crawl catches on, there could be a shift of preference towards Cloudflare. Likewise, other CDNs that offer bot management (<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/akamai">Akamai</a> and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/fastly">Fastly</a> come to mind) might also introduce default AI blocking. To that end, we can expect increased scrutiny on CDN partnerships and edge technologies.It’s too early to know how this will all play out, but CMS vendors, customers, and practitioners should keep a weather eye on this storm. In the same manner that regulation has galvanized the rights of website users regarding data privacy, this could result in a free-market solution that insulates content creators from the yoke of AI crawlers and provides fair compensation. As the New York Times said, it’s like a toll road, and bots finally have to pay the piper. As a publisher, they've been vocal and audacious about fortifying their content domain, because the leap to digital hasn't exactly been an easy or profitable transition. AI is just the latest threat to their content-driven model. As Cloudflare suggested, this could ultimately coalesce in a new marketplace, one where the crawler economy collides with the agentic. <a target="_blank" rel="noopener noreferrer" href="https://techcrunch.com/2025/07/01/cloudflare-launches-a-marketplace-that-lets-websites-charge-ai-bots-for-scraping/">As the company outlined,</a> agents could be given “budgets” to hunt down the best and most relevant content – and even leverage an industry-specific stablecoin or token system to transact with. CMSes could become key instruments in this, providing control planes and vectors for how bots can engage with content. If website owners have visibility into the kinds of bots hitting their pages, they can be strategically selective and use permission-based methodologies to allow access. The CDN layer might be the core control point, but the CMS could help simplify that. Via analytics, content creators could also identify which pages are higher-value targets, and thus worth more to a bot.Headless CMSes and composable DXPs might be better positioned to adapt to this new marketplace by leveraging APIs for fine-tuning crawl exposure. We could see the injection of native crawl budgeting or cost-governance tools, as well as dashboards that monitor a variety of dimensions and dynamic indexing based on analytics. This is all pie-in-the-sky, but the potential is ripe for innovation.At the center of this is content strategy, which will likely continue a shift towards “value per crawl.” It’s still all about optimization, but we should expect even smarter tools to help improve site structure and schema – and in this sense, the fundamentals are still sound.There’s a lot more I could speculate on, but it doesn’t change the simple fact that AI needs content, and websites need traffic. Maybe it’s time that there’s a fair transaction between the two. This move is attempting to marry performance with transparency and financial accountability, and CMSes that offer more control could have an advantage.We don’t need to blow up the world to solve this problem, but declaring an “Independence Day” might be a good start. And Cloudflare might be in the best position to help content creators "not go quietly into the AI night.'" <hr /><h4 style="text-align:center" id="looking-for-guidance-on-cloudflare?-talk-to-an-expert.">Looking for guidance on Cloudflare? <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, 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>

We will not go quietly into the AI night: What Cloudflare’s ‘AI Independence Day’ could mean for CMS

<hr /> It’s a data swamp out there, and brands are trudging through it. With customer data sprawled across a multitude of devices, platforms, and identities, enterprises are struggling to unify the chaos, glean meaningful insights, and create more personalized experiences.As people engage via a widening channel of digital touchpoints, unifying disjointed customer records has become a huge blocker. While features in CDPs and data warehouses have provided a salve, the use of <a target="_blank" rel="noopener noreferrer" href="https://hightouch.com/blog/identity-resolution-tools">identity resolution tools</a> – software solutions that link customer data points across different systems – has become an essential resource for keeping the mud off your boots.But when the data picture is incomplete, things get fuzzy. This is where <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/hightouch">Hightouch</a> is sharpening the details with precision and giving marketers more reliable insight. The composable CDP and AI decisioning platform just introduced probabilistic Identity Resolution, an adaptive feature of Hightouch’s powerful warehouse-native customer data platform that combines AI with deterministic logic to fill in the gaps of fragmented profiles. This new capability introduces what Hightouch calls “multi-zone” identity resolution, which enables businesses to jump between high-confidence deterministic matching and higher-reach probabilistic matching within a single project setup. In this sense, it combines the best of both worlds in one unified solution within the CDP.“Most identity resolution tools are either rigid or opaque,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/tejasmanohar/">Tejas Manohar</a>, Co-Founder and Co-CEO of Hightouch. “We’ve built something entirely new, a multi-zone identity engine that lets customers toggle between high-confidence deterministic graphs and higher-reach probabilistic graphs, without sacrificing transparency or control.”<h3 id="determining-the-probabilities-with-ai">Determining the probabilities with AI</h3>We live in an ever-expanding world of digital touchpoints, and consumers are engaging across a litany of devices and channels. With so much data in so many places, brands are struggling to capture clean and accurate customer data from a disjointed mountain of customer records, which is eroding the effectiveness of marketing and personalization.While identity resolution helps cut through the chaos, it has inherent challenges relative to the use case. Transactional emails, for example, perform best with high-confidence deterministic matching. Meanwhile, things like ad targeting work best with high-reach probabilistic matching. With Hightouch, you can use the right method for the right use case. Toggle to deterministic identity resolution to leverage exact matches with identical email addresses or phone numbers. Jump to probabilistic identity resolution and utilize machine learning models to infer connections between similar (but not identical) records. This can include linking a nickname and personal email to a business identity to help fill a gap.<h3 id="powerful-identity-resolution-features">Powerful identity resolution features</h3>While other platforms offer probabilistic matching, Hightouch is the first to make both probabilistic and deterministic resolution fully configurable, transparent, and warehouse-native. This enables brands to control their identity resolution logic, optimize for different downstream use cases, and preserve data ownership at every step. Features of Hightouch's adaptive Identity Resolution include its noted multi-zone matching, which enables users to adjust confidence levels up for precision or down for reach. Now you can shift your deterministic and probabilistic resolution in parallel depending on your use case. It's also highly configurable and transparent, allowing you to fine-tune your matching logic, inspect machine learning decisions, and customize golden record logic without code.Hightouch's warehouse-native architecture also allows users to perform identity resolution on their complete data, directly in the data warehouse. No need to move data into a separate CDP or black box – it's all handled in one place, and it's all configurable and transparent. With Hightouch's real-time activation, you can put merged profiles to work instantly across ads, email, customer success, and more through its deep integration ecosystem. As Hightouch contends, this isn’t a “one-size-fits-all algorithm” they’re applying, but an intelligent, transparent framework that evolves with your business needs. And with AI inside the warehouse, identity resolution steps up from being just a hygiene task to a strategic advantage.<h3 id="the-verdict">The verdict</h3>Identity resolution tools have been around for a while at both a warehouse-native and black box level, providing options that are native and outside an organization’s data stack. Proximity aside, there are implicit limitations that are exacerbated by the growing number of data sources and disjointed customer records. Hightouch is endeavoring to solve this problem with its novel multi-zone identity engine. What’s key is that customers have more power to switch between deterministic and probabilistic graphs to achieve a more complete picture and attain greater confidence. There's more control over use cases for high confidence or high reach, and this could deliver more value to marketing teams as they focus more on personalization.The artificial intelligence piece is also pivotal, unlocking more scale and potential as the lakes of data continue to grow. But this investment in AI-powered solution is precisely what’s putting this platform on the map. Hightouch is still “riding high” as it innovates along its AI decisioning capabilities, which earned it an <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/u-cant-touch-this-cdp-hightouch-nails-80m-series-c-to-power-its-ai-decisioning">$80 million Series C last February.</a>Earlier this year, I spoke with Hightouch’s <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/hightouch-taps-adam-greco-as-product-evangelist-strengthening-its-leadership-in-composable-cdps">Product Evangelist, Adam Greco,</a> about the evolution of the company’s composable CDP and how it’s challenging the category. As I observed at the time, Hightouch is plotting a unique course, and this latest foray into native, AI-powered identity resolution is further evidence of that.  <hr /><h4 style="text-align:center" id="looking-for-guidance-on-hightouch?-talk-to-an-expert.">Looking for guidance on Hightouch? <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, 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>

Hightouch Adds New AI-Powered Adaptive Identity Resolution to its CDP

Conductor AI ‘Revs Up’ Brand Discoverability in Generative AI Answer Engines

Sowing the Seeds of Love: Umbraco's Codegarden 2025 Celebrates 20 Years of Community and Innovation

<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/katie-austin">Katie Austin</a> is the Strategic Awareness and Advocacy Lead for <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/progress-sitefinity">Progress Sitefinity</a> and a CMS Critic Contributor. <hr /> Your <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/what-is-a-content-management-system-cms">content management system (CMS)</a> is more than just a piece of infrastructure; it’s the foundation of your digital presence. It shapes how quickly you can respond to market changes, how effectively you engage your audience, and how seamlessly your teams collaborate. In short, your CMS is a direct lever on customer experience, speed to market, and digital performance.Yet, for many organizations, the CMS that once powered growth is now quietly becoming a source of friction. As digital expectations evolve and AI-driven content operations become the norm, legacy platforms often struggle to keep up. What was once a reliable tool can slowly turn into a bottleneck. Slowing down teams, limiting innovation, and creating hidden inefficiencies across your digital ecosystem.If your CMS feels more like a constraint than a catalyst, it’s time to take a closer look. The signs aren’t always obvious, but they’re there, lurking in your workflows, your analytics, and your team’s frustrations.In this article, we’ll explore five key indicators that your CMS may be holding you back and what you can do to move forward with confidence.<h3 id="1.-your-cms-slows-down-marketing-operations">1. Your CMS Slows Down Marketing Operations</h3>One of the most telling signs that your CMS is no longer serving your business is when it becomes a bottleneck for your marketing team. In today’s digital-first world, marketing agility is non-negotiable. Campaigns need to launch quickly, content must be updated in real time, and teams must be able to respond to trends and customer behavior without delay.Yet, in many organizations, marketers are still dependent on developers for even the simplest tasks. Take the following examples of updating a homepage banner, creating a landing page, or publishing a blog post. This dependency creates friction, slows down execution, and often leads to missed opportunities.The problem isn’t your team—it’s your tools. A CMS that lacks marketer-friendly features forces creative teams to work through IT, creating unnecessary backlogs and reducing overall productivity. Worse, it can stifle innovation, as teams avoid experimenting with new formats or channels due to technical constraints.What to look for:<ul><li>Manual content publishing processes that require developer intervention</li><li>Lack of WYSIWYG (what-you-see-is-what-you-get) editing or real-time preview tools</li><li>Inflexible templates that require code changes for layout or design updates</li><li>Delays in campaign launches due to technical bottlenecks</li></ul>What to do about it:Modern CMS platforms like <a target="_blank" rel="noopener noreferrer" href="https://www.progress.com/sitefinity-cms?utm_source=cmscritic&amp;utm_medium=content-paid&amp;utm_campaign=sf_ww_sponsored_article_1_cmscritic">Sitefinity</a> are built to eliminate these barriers. With intuitive drag-and-drop interfaces, reusable content blocks, and built-in workflow automation, Sitefinity empowers marketers to take control of the content lifecycle. Teams can launch campaigns faster, iterate more freely, and maintain brand consistency without relying on developers for every change.The result? Faster time-to-market, more agile marketing operations, and a CMS that truly supports your growth strategy.<h3 id="2.-you’ve-outgrown-the-platform">2. You’ve Outgrown the Platform</h3>Growth is a good problem to have, until your CMS can’t keep up. As your organization expands into new markets, launches additional brands, or scales its digital footprint, the demands on your content infrastructure increase exponentially. What once worked for a single site or region can quickly become a tangled web of inefficiencies.If your CMS wasn’t built with scale in mind, you may find yourself duplicating content across multiple sites, struggling to maintain consistent branding, or relying on disconnected tools to manage what should be a unified experience. This not only wastes time and resources but also introduces risk—especially when it comes to compliance, localization, and governance.What to look for:<ul><li>Difficulty managing multi-brand, multi-region, or multilingual content</li><li>Lack of centralized governance, permissions, or approval workflows</li><li>Fragmented user experiences across websites, apps, and channels</li><li>Inconsistent branding or messaging due to siloed content systems</li></ul>What to do about it:Sitefinity is purpose-built for organizations that need to scale without sacrificing control. Its <a target="_blank" rel="noopener noreferrer" href="https://www.progress.com/documentation/sitefinity-cms/multisite-manage-multiple-sites?utm_source=cmscritic&amp;utm_medium=content-paid&amp;utm_campaign=sf_ww_sponsored_article_1_cmscritic">multi-site management capabilities</a> allow you to oversee dozens—or even hundreds—of digital properties from a single interface. Granular permissions ensure the right people have access to the right content, while built-in localization tools make it easy to tailor experiences for global audiences.Whether you're expanding into new markets, consolidating legacy systems, or simply trying to bring order to digital chaos, Sitefinity provides the structure and flexibility to grow with confidence<h3 id="3.-ai-isn’t-embedded-(or-is-missing-altogether)">3. AI Isn’t Embedded (or Is Missing Altogether)</h3>Artificial intelligence is no longer a futuristic concept. It’s a foundational element of modern digital experience platforms. From content creation and personalization to SEO optimization and workflow automation, AI is transforming how marketing and IT teams operate. If your CMS doesn’t support AI or requires complex, custom integrations to do so, you’re likely falling behind.Today’s digital leaders are using AI to do more with less. They’re automating repetitive tasks, delivering hyper-personalized experiences, and gaining real-time insights that drive smarter decisions. Without AI, your team is left to manually tag content, guess at what will resonate with audiences, and spend hours on tasks that could be handled in seconds.What to look for:<ul><li>Manual tagging, categorization, or SEO optimization</li><li>No personalization or predictive content capabilities</li><li>Lack of automation in content workflows</li><li>Inability to analyze content performance in real time</li></ul>What to do about it:With <a target="_blank" rel="noopener noreferrer" href="https://www.progress.com/blogs/ai-digital-modernization-limitless-data-connectivity-sitefinity-15?utm_source=cmscritic&amp;utm_medium=content-paid&amp;utm_campaign=sf_ww_sponsored_article_1_cmscritic">AI-powered digital modernization</a>, Sitefinity integrates AI directly into the content lifecycle, making it accessible and actionable for both marketers and developers. From AI-powered content recommendations and automated SEO enhancements to intelligent segmentation and performance analytics, Sitefinity helps teams work smarter—not harder.By embedding AI into your CMS, you unlock new levels of efficiency, agility, and customer relevance. It’s not just about keeping the pace, it’s about leading the way.<h3 id="4.-it-doesn’t-integrate-with-your-stack">4. It Doesn’t Integrate with Your Stack</h3>Your CMS doesn’t operate in a vacuum. It needs to connect with your CRM, marketing automation platform, analytics tools, and more. If it doesn’t, you’re left with siloed data, manual handoffs, and limited visibility.Disconnected systems not only slow down operations but also make it harder to deliver cohesive, data-driven experiences. In today’s omnichannel world, integration isn’t optional, it’s essential.What to look for:<ul><li>Manual data transfers between systems</li><li>Inconsistent customer profiles or reporting</li><li>Limited API or connector support</li></ul>What to do about it:Sitefinity’s open architecture and <a target="_blank" rel="noopener noreferrer" href="https://www.progress.com/sitefinity-cms/integration?utm_source=cmscritic&amp;utm_medium=content-paid&amp;utm_campaign=sf_ww_sponsored_article_1_cmscritic">robust integration capabilities</a> makes it easy to connect with the tools you already use. Whether you’re syncing with Salesforce, integrating with Power BI, or connecting to a custom ERP, it ensures your CMS is part of a unified digital ecosystem.<h3 id="5.-security-and-compliance-gaps-are-emerging">5. Security and Compliance Gaps Are Emerging</h3>Security and compliance are non-negotiable. Especially for enterprises operating in regulated industries or handling sensitive customer data. Unfortunately, many legacy CMS platforms struggle to keep up with evolving standards.From outdated authentication protocols to limited audit trails, these gaps can expose your organization to risk. And with regulations like GDPR, HIPAA, and CCPA tightening, the stakes are higher than ever.What to look for:<ul><li>Frequent security patches or workarounds</li><li>Difficulty meeting compliance requirements</li><li>Lack of role-based access or audit logging</li></ul>What to do about it:Sitefinity is built with <a target="_blank" rel="noopener noreferrer" href="https://www.progress.com/sitefinity-cms/platform/security?utm_source=cmscritic&amp;utm_medium=content-paid&amp;utm_campaign=sf_ww_sponsored_article_1_cmscritic">enterprise-grade security and compliance</a> in mind. It supports role-based access control, secure hosting, and detailed audit trails, helping you protect data, meet regulatory requirements, and keep customer trust.<h3 id="conclusion:-don’t-let-your-platform-be-the-problem">Conclusion: Don’t Let Your Platform Be the Problem</h3>Your CMS should be a strategic enabler and not a source of friction. If it’s slowing down your teams, limiting your growth, or failing to keep up with modern demands, it’s time to take a closer look.The good news? You don’t have to settle. Platforms like Sitefinity are purpose-built to support today’s digital experience leaders—combining marketer-friendly tools, developer flexibility, AI-powered insights, and enterprise-grade security. <a target="_blank" rel="noopener noreferrer" href="https://www.progress.com/sitefinity-cms?utm_source=cmscritic&amp;utm_medium=content-paid&amp;utm_campaign=sf_ww_sponsored_article_1_cmscritic">Discover how Sitefinity powers content-driven digital experiences.</a> <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, 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>

Is Your CMS Holding You Back? 5 Signs It’s Time to Rethink Your Platform

katie-austin

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Accelerating the Agentic Future: Sitecore.ai Gives Marketers an Inspiring Roadmap for Their AI Journey

Adapt + Thrive: Contentstack’s ContentCon25 Energizes Attendees with an AI-Powered Vision

<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/eric-feige">Eric Feige</a><a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/dan-drapeau"> </a>is Managing Director, Strategy at <a target="_blank" rel="noopener noreferrer" href="https://www.vshift.com/">VShift</a> and a CMS Critic contributor. <hr /> Digital transformations are about business reinvention. Success requires aligned leadership, cultural adaptation, implementable strategy, and constant evolution. Disconnect between functional leaders (e.g., CFOs, CIOs, and CMOs) and their consultants, systems integrators, and agencies is a key reason why digital transformations fail.Often, we find that organizations are unable to quickly launch new sites or digital products required for growth and prioritized as urgent by leadership. Their content supply chain is bottlenecked and incapable of supporting personalized content experiences. And their customer data is just not usable despite years of marketing technology investment. If only there were a magic cure that could turn back time and ensure that strategies are implementable, digital technologies flexible, and campaigns effective – and able to drive growth at scale.Strategies created by management consultants with little to no digital program implementation experience yield “pie in the sky” roadmaps. Digital ecosystems implemented by global systems integrators and shaped by outdated IT principles deliver monolithic technologies that make business stakeholders dependent on vendor-certified consultants. Go-to-market (GTM) campaigns deployed by marketing specialists can only be launched by using non-enterprise MarTech (aka “shadow tech”) that circumvents blockers. Many organizations struggling to execute are increasingly self-aware that misalignment and lack of integration between strategy, technology, and marketing have left them with what developers call “a ball of mud” – a mess of an operating model that is hard to understand, difficult to maintain or evolve, and resistant to change.Can AI magically address organizational and third-party consultant dysfunction? Could a team of skilled AI agents, instead of humans, possess enough depth of specialized knowledge to seamlessly develop implementable strategies, flexible digital platforms, and winning GTM campaigns? No. AI will not be a magic cure – particularly if it is divorced from people, culture, and processes. That said, AI-enabled and integrated strategy, technology, and marketing will deliver business reinvention outcomes and will help course-correct transformations that have gone awry. <h3 id="ai-enabled-organizations-will-lead-the-way">AI-enabled organizations will lead the way</h3>According to IDC, <a target="_blank" rel="noopener noreferrer" href="https://my.idc.com/getdoc.jsp/?containerId=prUS52305724">$3.9 trillion will be spent</a> on digital transformation by 2027. Now is an opportune time to utilize AI – along with the right team of associates and consultants – to AI-enable and align key aspects of digital strategy, technology, and marketing so these four key issues are addressed:<ol><li>Lack of leadership support </li><li>Ineffective cross-functional governance</li><li>Stakeholders not being “on the same page”</li><li>Expanding the scope broadly rather than narrowing the focus</li></ol>Instead of executing a traditional management consultant strategy, AI-enabled organizations can shorten expensive multi-month strategy projects into mere days by systematically conducting competitive analysis, by ingesting stakeholder feedback and other relevant input into large language models, and by leveraging synthetic users for CX research and solution validation. Furthermore, AI tooling can render transformation roadmaps along with solution models to help stakeholders and cross-functional governance team members develop a common, aligned vision.<h3 id="the-benefits-of-a-composable-ai-approach">The benefits of a composable AI approach</h3>Rather than putting all your IT investments in a single vendor's digital technology, AI tools can help compose and intelligently assemble diverse digital experience modules. This way, the aligned vision can be progressively launched into production, with the more important aspects of the roadmap taking priority. Modularity and componentization are key in this new world of AI-supported development and integration. GTM leaders can more easily and flexibly trial-run digital technology using AI while platforms are not yet in production – a clever way of eliminating “shadow” systems.Lastly, by using AI to match customer profiles and critical needs, creative team members can more quickly fill the content supply chain with relevant copy/messages, images, videos, and tools to increase open rates, click-throughs, time-on-page engagement, and ultimately campaign conversion. AI can bridge the divide between strategy, technology, and growth, which are currently major impediments to successful digital transformation. By integrating AI enablement into these domains, sustained business reinvention is made possible while rewarding functional leadership for collaboration and for driving innovation and reinvention forward. <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, 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>

Aligning and Integrating Strategy, Technology, and Market Growth with AI

eric-feige

<hr /> If you’re as old as I am, you might remember that the biggest hit on <a target="_blank" rel="noopener noreferrer" href="https://en.wikipedia.org/wiki/Use_Your_Illusion_I">Guns N’ Roses’ Use Your Illusion</a> was the iconic rock ballad, “November Rain.” It was cold. It was sweet. And that Slash solo? Fire. It was the soundtrack of 1991.What you might not recall (or choose to forget) was that the same album offered a cover of the McCartney/Wings ode to James Bond, <a target="_blank" rel="noopener noreferrer" href="https://en.wikipedia.org/wiki/Live_and_Let_Die_(song)#Guns_N'_Roses_version">Live and Let Die.</a> It turned out to be a sleeper hit, ranking near the top of a double album that went platinum seven times. I bring this up because, sometimes, there’s no logic to predicting human behavior. It’s an illusion. You can try to explain why a cover of a weird post-Beatles tune – soaked with an appropriate layer of pre-Grunge acid – appealed to the kids of my generation. But it ended up being one of the most popular songs on an album that sold 39 million copies. <a target="_blank" rel="noopener noreferrer" href="https://www.apple.com/">Apple</a> also knows a lot about music. And phones. And movies. Heck, they seem to have all media caught in their intrepid net of tech domination. Case in point: At their annual <a target="_blank" rel="noopener noreferrer" href="https://developer.apple.com/wwdc25/">Worldwide Developers Conference (WWDC)</a> – which kicked off today and runs through June 13th – they introduced some stunning enhancements across nearly every one of their products.I watched most of the opening, and I could spend a lot of time conveying how breathtaking the new Vision Pro UI is, how it brings flat 2D images to life with dramatic depth. I could wax philosophically about the emergence of spatial content, and how Apple is altering the fabric of reality with drag-to-life capabilities for retail products (try adding a couch to your living room from a web page and seeing it appear IRL).Instead, I’m going to zero in on everyone’s favorite subject: AI. Because there’s not enough fatigue around a subject that everyone wants to bank their future roadmaps on. If I sound cynical, it’s because I’m subjected to a lot of demos in our CMS and DXP corner of the software world, and I’m always trying to splice the hype from the hope. So here's the deal: Coinciding with WWDC, <a target="_blank" rel="noopener noreferrer" href="https://machinelearning.apple.com/research/illusion-of-thinking">Apple just released some new research</a> that casts doubt on advanced AI models. The study sharply reveals a truth that many have already suggested: AI isn’t that smart, and it’s a long way from pulling any sentient, Skynet-level shenanigans.Good news? Maybe for those who were concerned about its propensity to go all self-aware Terminator on us. But for hype machines promoting AI’s grand promise of higher-order thinking and logic, this might sour the apples, so to speak. The research paper, <a target="_blank" rel="noopener noreferrer" href="https://machinelearning.apple.com/research/illusion-of-thinking">The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity</a>, is a comparative study of <a target="_blank" rel="noopener noreferrer" href="https://medium.com/@fahey_james/large-reasoning-models-lrms-an-overview-19837b72540f">Large Reasoning Models (LRMs).</a> It validates that they show promise on a variety of reasoning benchmarks, and there's clear evidence of that. But when the rubber meets the road, their limitations are, as Apple surmises, “insufficiently understood.”Said another way: Not good. In the open salvo of the research, the authors explain how they have systematically investigated the gaps that exist around mathematical and coding constraints, which impact the accuracy of a model’s output as the challenges become more difficult. Through some extensive experimentation, they arrived at a core problem:LRMs face a complete accuracy collapse beyond certain complexities. Wow. And a deeper dive into the paper's content – a 30-page railgun of diagrams comparing failure tracks along a horizon of problem complexity – fires a cannon of chaos, illuminating just how real these limitations might be.<h3 id="bad-apples">Bad Apples</h3>BTW, that’s actually a song title on Use Your Illusion I. So, what’s all the fuss about this research? Well, if you believe the doomsayers, it describes a “total collapse” scenario, suggesting that leading frontier LRMs from <a target="_blank" rel="noopener noreferrer" href="https://openai.com/">OpenAI</a>, <a target="_blank" rel="noopener noreferrer" href="https://www.anthropic.com/">Anthropic</a>, and DeepSeek (there's a <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/trust-and-verify-when-internet-drama-meets-ai-reality">great article on that one here</a>) fall apart when trying to solve really complex problems – and they don’t yield any remarkable benefits over LLMs that operate downstream.This scenario is based on the paper’s conclusion that these models aren’t, in fact, able to “think” or reason for themselves. They’re simply mimicking whatever they’ve been trained on. When given new and highly complex problems, even the most advanced LRMs perform less reliably than the standard LLMs on basic tasks. This is a “big pause” moment given the untamed investment in LRMs, which claim superior logic and reasoning for solving mathematical proofs, making decisions, and processing diverse data types with multi-modal capabilities. We’ve known about their heftier computational requirements – more tokens, slower response times – but those limitations were poopooed in light of their potential to handle higher-order problems.  To conduct its tests, Apple employed a series of “puzzles” that allowed for greater control over the granularity of complexity dimensions (they also designed them to minimize contamination that’s common in other relative benchmarks). It then compared reasoning-level responses from LRMs (such as o3-mini, DeepSeek-R1, Claude-3.7-Sonnet-Thinking) against a non-reasoning LLM. The paper provides more specifics, but what they discovered is that frontier LRMs experience a “complete accuracy collapse,” which results in a kind of logic bedlam. As observed, there were surprising limitations in the LRMs’ ability to perform exact computations, including a failure to benefit from explicit algorithms and their inconsistent reasoning across the different puzzle types.There’s a weird phenomenon at play here. Given the increased complexity of the puzzles, the models should have engaged in more detailed chain of thought computations, thus consuming more resources. But instead, they consumed less, effectively giving up. Throwing in the towel, so to speak.Not knowing the “why” in this case is particularly harrowing. As Apple states in the paper, they believe the lack of systematic analyses investigating these questions is due to “limitations in current evaluation paradigms.” In other words, we don’t even know how to test for the problem. And that’s a problem.<h3 id="knockin’-on-heaven’s-door?">Knockin’ on Heaven’s Door?</h3>This all might seem a little morose, but no one’s saying the future of AI is DOA. Well, not me, anyway. Still, the plague of inaccuracies has been scaling as of late, and Apple has been at the center of it. In January, shortly after launching its shiny new <a target="_blank" rel="noopener noreferrer" href="https://www.apple.com/apple-intelligence/?cid=wwa-us-kwgo-features-AIBrand-AppleIntellligence--AppleIntelligence-Brand-AppleIntelligence-apple%20intelligence&amp;aosid=p240&amp;ken_pid=go~cmp-21372186377~adg-168674639212~ad-757331429164_kwd-833708590225~dev-c~ext-~prd-~mca-~nt-search&amp;token=f8ed3188-10e0-4de1-9527-7c1db3c81d53">Apple Intelligence</a> feature on late-model iPhones, the company temporarily pulled the feature after the technology <a target="_blank" rel="noopener noreferrer" href="https://www.cnn.com/2024/12/19/media/apple-intelligence-news-bbc-headline/index.html">produced fake and misleading</a> summaries of news headlines that appeared almost identical to regular push notifications. The reversal was jarring, given the heavy holiday marketing they had done to promote their new AI capabilities. But this isn’t just an Apple problem. AI hallucinations are as prevalent as ever. A <a target="_blank" rel="noopener noreferrer" href="https://www.arxiv.org/abs/2407.17468">July 2024</a> study from Cornell, the University of Washington, and the University of Waterloo revealed that top AI models still can’t be fully trusted, given their propensity for making stuff up.No doubt, the timing of this research release was carefully orchestrated. With so many new product upgrades and announcements – and a gnarly video of <a target="_blank" rel="noopener noreferrer" href="https://www.apple.com/leadership/craig-federighi/">Craig Federighi</a>, Apple’s SVP of Software Engineering, circling the roof of the Cupertino saucer in a Formula 1 racer – there was ample cover. This was comms strategy at its finest, stimulating just the right amount of public discourse.There are, of course, those who might suggest Apple’s delayed arrival in the “Big AI Game” might be a key motivator. While Apple has forged a reputation for innovation, they have also been known to lag on trends like TV, autonomous vehicles, and other initiatives that fizzled. Given every player’s struggles with AI accuracy, a vilification of LRMs might provide cannon fodder to blow up the competitive matrix in an already tight race.So was it an illusion? Was this the LRM hype machine in overdrive, with Slash shredding outside the chapel on a dusty plain? I think we can safely say that some of it was. And herein lies the problem: With AI, we’re moving to product so quickly, we don’t always have the answers. We’re often not even asking the right questions. This research might be the best example of that.For the CMS and DXP industries, Apple is blazing some interesting trails with its portal to spatial content. There's a lot to unpack regarding the storage and structure of that content and expressing it in three dimensions, and that's exciting stuff that companies like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/first-look-cloudinarys-new-ai-vision-brings-brand-safe-gen-ai-capabilities-to-its-dam">Cloudinary</a> are already preparing for. At the same time, this AI research is offering us a moment of clarity that can't be overstated. As I said earlier this year in my <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/in-a-fast-and-furious-tech-world-cms-kickoff-25-was-a-love-letter-to-slow-down">CMS Kickoff 25 wrap,</a> we need to slow down and be more thoughtful in this race to harness AI. The risks and consequences are simply too great, and the accuracy of content is in the crosshairs. Maybe we can use the illusion as a signal – and find better pathways to test, analyze, and validate what we’re building.Slowing down is hard advice to follow, especially in this hyperactive digital marketplace. But it might be the best prescription for writing the next hit. That – and making sure Slash gets his solo.  <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, 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>

Lose Your Illusion: Apple Sings a Sad Ballad About the Limitations of Reasoning Models

<a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/critics/dan-drapeau">Dan Drapeau </a>is Managing Director at <a target="_blank" rel="noopener noreferrer" href="https://dxpcatalyst.com/">DXP Catalyst Consulting</a> and a CMS Critic contributor. <hr /> Search is changing. Instead of typing keywords and clicking through ranked pages, users increasingly expect fast, relevant answers, often delivered through conversational tools like <a target="_blank" rel="noopener noreferrer" href="https://chatgpt.com/">ChatGPT</a>, <a target="_blank" rel="noopener noreferrer" href="https://www.perplexity.ai/">Perplexity</a>, or intelligent site search. They’re landing on your website “from the side,” bypassing the homepage, and expecting to ask questions in natural language and get immediate responses.This shift, accelerated by the rise of <a target="_blank" rel="noopener noreferrer" href="https://blog.google/products/search/generative-ai-search/">Search Generative Experience (SGE)</a> and the emergence of <a target="_blank" rel="noopener noreferrer" href="https://searchengineland.com/what-is-generative-engine-optimization-geo-444418">Generative Engine Optimization (GEO),</a> is reshaping how digital platforms are selected and structured. Traditional SEO practices are no longer sufficient. Content must now be discoverable by both search engines and generative AI systems.To keep pace, organizations are reevaluating their digital architecture. Some are adopting full-featured Digital Experience Platforms (DXPs), while others are building their own solution ecosystems using best-of-breed tools like CMS, enterprise search, analytics, and more. Regardless of the approach, the same principles apply: content must be structured for reuse, delivered intelligently across channels, and trackable at every touchpoint.Here are three key areas I focus on when helping organizations evaluate the readiness of their digital experience ecosystem, which is what a modern DXP truly represents, in the era of conversational search.<h3 id="1.--structured-content-and-findability-by-design">1.  Structured Content and Findability by Design</h3>At the heart of any DXP or composable solution is the content layer, powered by a <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/what-is-a-content-management-system-cms">content management system (CMS).</a> It governs how content is created, structured, and published. To support SGE and GEO, this layer must do more than manage pages. It needs to produce structured, reusable content that systems can understand and deliver in context.Generative AI tools require predictable, well-modeled inputs. Content trapped in PDFs, inconsistent formats, or unstructured blobs is unlikely to be surfaced accurately. Structured content models, semantic tagging, and field-level metadata are essential for discoverability.When evaluating a DXP or CMS, look for:<ul><li>API-accessible metadata and structured content elements</li><li>Support for semantic models and content relationships</li><li>Schema markup applied consistently across content types</li><li>Editorial workflows for FAQs, summaries, or step-by-step formats</li><li>Extensibility for AI use cases like conversational grounding or previews</li></ul>Findability starts with how content is modeled. If it cannot be accessed or interpreted by AI, it will be excluded from conversational experiences.<h3 id="2.--search-integration-that-supports-conversational-interfaces">2.  Search Integration That Supports Conversational Interfaces</h3>Conversational search is not limited to <a target="_blank" rel="noopener noreferrer" href="https://aws.amazon.com/what-is/chatbot/">chatbots.</a> It can be delivered through a standard search bar, as long as the system can interpret natural language, understand context, and return more tailored responses. The interface may look familiar, but the experience is far more dynamic.Delivering on that promise requires search capabilities that extend beyond CMS indexing. Your architecture should support:<ul><li>API-based indexing of structured content and product data</li><li>Multi-source search across support content, blogs, product catalogs (if applicable), and more</li><li>Fine-tuned ranking, filtering, and fallback logic</li><li>Compatibility with conversational UX, such as voice or natural language input</li></ul>Some DXPs are starting to offer search integrations with conversational overlays or even <a target="_blank" rel="noopener noreferrer" href="https://aws.amazon.com/what-is/retrieval-augmented-generation/">RAG (retrieval-augmented generation)</a> frameworks. Even if you’re not enabling full conversational search today, the technical foundation should be ready.<h3 id="3.--governance-and-observability">3.  Governance and Observability</h3>As generative interfaces become the first point of interaction for many users, governance and observability are no longer optional. Teams must control what is published, how it is indexed, and how it performs in real-world usage.Your CMS or DXP should provide access controls, publishing workflows, preview tools, and the ability to manage visibility through scoped indexing, robots.txt, or noindex tags. While you cannot always prevent AI from referencing public content, you can influence how and where it appears.Beyond control, your team needs visibility. Modern platforms should offer analytics that go beyond traffic and conversions to include:<ul><li>User search queries and failed results</li><li>AI interpretation of structured content</li><li>Behavioral patterns that reveal content gaps</li><li>Metadata performance insights and tuning opportunities</li></ul>These feedback loops help you identify what users are looking for, where they are not finding it, and how to improve content delivery. Observability is critical for adapting to shifting search behavior.<h3 id="what-to-do-next">What to Do Next</h3>You do not need to solve for every edge case today. But as SGE and conversational interfaces gain traction, platform evaluations must evolve.Use this checklist to guide your next discussion:<ul><li>Is your content layer structured to support AI-ready delivery?</li><li>Can your systems surface and connect that content across search, personalization, and chat interfaces?</li><li>Do you have insight into how users are interacting with content, including intent signals and discovery gaps?</li></ul>Search is no longer just a feature. It is becoming the interface between your users and your brand. Whether you are investing in a traditional DXP or building a best-of-breed composable stack, choose an architecture that is structured, discoverable, and observable – one that supports GEO from day one. <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, 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>

3 Things to Look for in a DXP as Conversational Search Changes the Game

dan-drapeau

Sorry, Eurovision. The real music was at CMS Summit 25. Here’s what made it a hit

<a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/yanghan11/">Yang Han</a> is the Co-Founder and CTO at StackAdapt and a CMS Critic contributor. <hr /> Marketers are drowning in tools but starving for connection. Over the past decade, martech stacks have ballooned, crammed with platforms for everything from email automation to customer journey mapping. Yet instead of making teams faster and smarter, too many disconnected tools create workflow silos, data inconsistencies, and signal loss. Context gets scattered, collaboration slows down, and customer experiences suffer.Tool fragmentation isn’t just inconvenient—it’s a serious barrier to marketing performance. Integrated ecosystems make it possible to connect signals across channels, deliver more cohesive customer journeys, and move faster in an increasingly real-time world. Below, I explore why reducing tool overload is critical for long-term success and offer practical strategies for unifying fragmented martech stacks without throwing everything out and starting from scratch.<h3 id="understanding-the-problem:-what-is-‘tool-fragmentation’?">Understanding the Problem: What is ‘Tool Fragmentation’?</h3>Martech tool fragmentation happens when companies use too many isolated technologies that don’t easily connect. Instead of working as a streamlined system, the stack becomes a patchwork of apps, platforms, and databases. Each tool might serve a purpose, but without integration, they create more friction than flow.In practice, fragmentation leads to disjointed workflows, inconsistent customer data, and campaign delays. Teams scramble to manually move data between systems, while insights stay trapped in silos. Over time, strategies drift, decision-making stalls, and customer experiences feel disconnected.The problem is widespread. According to <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/adobe-experience-manager">Adobe</a>, the average enterprise now uses over <a target="_blank" rel="noopener noreferrer" href="https://business.adobe.com/blog/perspectives/rationalizing-your-marketing-technology-stack-an-imperative-for-it-leaders">130 different marketing technologies</a>. Rather than boosting performance, this bloated ecosystem often drags teams down, making it harder to stay agile, personalize effectively, or see the full customer journey.<h3 id="why-integration-matters-more-than-ever">Why Integration Matters More Than Ever</h3>In a world where marketing moves at the speed of the customer, integration has shifted from a nice-to-have to a must-have. When tools work together, teams gain stronger signal continuity with fewer blind spots across channels and customer touchpoints. Unified systems make it easier to deliver consistent messaging and personalized experiences that feel seamless rather than stitched together. Integration also cuts down the hours wasted on manual syncing and patchwork reporting, giving marketers faster access to the insights they need to make smarter decisions. <a target="_blank" rel="noopener noreferrer" href="https://www.stackadapt.com/resources/blog/how-to-prepare-for-ai-strategy">With AI</a>, automation, and real-time personalization becoming core parts of marketing strategies, a connected martech stack sets the foundation for the agility and innovation that today’s brands demand.<h3 id="key-strategies-to-tackle-fragmentation">Key Strategies to Tackle Fragmentation</h3> <h4 id="1.-audit-your-martech-stack">1. Audit Your Martech Stack</h4>The first step toward solving fragmentation is understanding where you stand. Create a full inventory of every marketing tool in use, from major platforms to niche plugins. Assess each tool's core purpose, how often it’s used, and whether it integrates smoothly with other systems. Pay close attention to redundancies—tools that overlap in function—or technologies that don't "talk" to the rest of your stack. A clear view of your ecosystem will make it easier to spot what’s helping and what’s quietly holding you back. <h4 id="2.-prioritize-integration-first-solutions">2. Prioritize Integration-First Solutions</h4>When evaluating new technologies, integration should still be non-negotiable, but smart integration matters more than sheer volume. Too many loose or flawed connections within the same martech stack can create just as many issues as isolation. Focus on platforms that offer open APIs, strong native integrations, and robust partner ecosystems, but also think beyond marketing. Look for tools that connect seamlessly to adjacent areas of your business, like finance, CRM, and sales systems. While integration within martech is critical, overloading your stack with patchy internal connections can lead to complexity without real gains. Unified platforms can offer a better foundation, as long as they are strong enough not to compromise on capability. <h4 id="3.-build-an-integration-roadmap">3. Build an Integration Roadmap</h4>Once you know what needs fixing, map out a plan. Set clear goals for which connections matter most to your workflows—whether that's syncing customer data between your CRM and email platform or aligning analytics across paid media channels. If direct integrations aren’t available, consider middleware like Integration Platform as a Service (iPaaS) tools, which can act as the connective tissue between systems. A phased approach will make integration manageable instead of overwhelming. <h4 id="4.-train-teams-to-work-across-systems">4. Train Teams to Work Across Systems</h4>Even the best-integrated stack can fall short if people aren’t trained to use it effectively. Integration isn’t just a technical problem; it’s a collaboration challenge. Run cross-team workshops to show how tools are connected, why certain processes are in place, and what best practices to follow. Developing clear standard operating procedures (SOPs) helps teams move more confidently across platforms and reduces the risk of knowledge gaps dragging down performance.<h3 id="conclusion">Conclusion</h3>Fragmentation isn’t just a tech issue—it’s a barrier to marketing success. A disconnected martech stack slows down workflows, scatters customer insights, and weakens every campaign's impact. Small, practical steps like auditing your tools, choosing integration-first solutions, building a clear roadmap, and training teams to work across systems can make a big difference. <hr /><h4 style="text-align:center" id="looking-for-guidance-on-stackadapt?-talk-to-an-expert.">Looking for guidance on StackAdapt? <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:33.07%" src="https://cmscritic.com/ms-content/uploads/2025/05/contentcon25-logo-1747412490394.png" /><h4 id="contentstack-contentcon-25"><a target="_blank" rel="noopener noreferrer" href="https://www.contentstack.com/contentcon">Contentstack ContentCon 25</a></h4>June 3-5, 2025 – Chicago, USAThe future of digital is waiting for you! Contentstack presents ContentCon, the premier event for digital teams and industry leaders who are reimagining the future of digital experiences. Join us for two days of transformative presentations and workshops designed to help you put personalization and AI strategies into action. <a target="_blank" rel="noopener noreferrer" href="https://contentcon2025.site.zuddl.com/">Register 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>

Tackling Tool Fragmentation for Martech Success

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