Articles

News about Artificial Intelligence

<a target="_blank" href="https://cmscritic.com/critics/michael-spenceley">Michael Spenceley</a> is Leader, Learning &amp; Content Standards - Innovative Medicine at <a target="_blank" href="https://www.jnj.com/">Johnson &amp; Johnson</a> and a CMS Critic Contributor. <hr />If you're a content professional, you've likely spent much of your career focused on how to govern the accuracy and quality of content. As Generative AI (Gen AI) has entered our collective corporate consciousness, our content is now under a microscope. If you have outdated or inaccurate content, Gen AI will bring it into focus for all to see. On one hand, this will lead to uncomfortable conversations for those who are responsible for the accuracy of content, but this also presents a significant opportunity for content professionals. Here's a conversation I’ve had a few times lately: Business Leader: “We have all this content, if we put it in a Gen AI tool, won’t that make it easier for people to get answers, reduce call center volume and create a better experience for our employees and customers?”Technologist: "Yeah, we can do that. We can integrate your CMS or knowledgebase with our Gen AI platform."Business Leader: “Michael, what do you think?”Me: "Well, I think there are more questions we need to ask. Do we have quality content to feed into the Gen AI experience? Do we have the right level of governance to ensure accuracy? Do we have clear roles and responsibilities for those who own content feeding into Gen AI? Is the ROI sufficient to invest the time and money to do this right?”  Business leaders are now recognizing the importance of good content to enable an effective Gen AI experience for employees and customers. Getting content governance right, especially in large organizations, takes lots of people, rigorous processes, clear roles and responsibilities and accountability. Here are three things all content professionals should focus on as Gen AI initiatives take center stage: <h3 id="1.-keep-moving,-even-when-it's-not-perfect">1. Keep moving, even when it's not perfect</h3>Be agile and be okay with imperfection. If you wait to use Gen AI until you've solved all your content governance problems, you will never start. Come up with an approach that works for your organization.  I see it as a two-pronged approach. First, what steps do you take right now to keep Gen AI moving? At this stage, you don't know what will work so keep it simple. Second, while you're doing that, plan for the long-term. To scale your approach, what tech do you need, what integrations and what processes need to be in place? Here’s a real example of what I’ve tried in my organization:When we need content for a new Gen AI use case, we follow this process:<ul><li>Identify – Identify relevant content that already exists. </li><li>Validate – Analyze content to ensure we have the most current version and it’s the correct level of detail.</li><li>Remediate – Work with subject matter experts to update content that is out of date and create new content to fill any gaps.</li><li>Extract – Technical team extracts content from our source system to ingest into Gen AI. </li><li>Monitor &amp; Update – Leverage existing reporting and processes to determine when content needs to be updated in the Gen AI tool.</li></ul>This is a largely manual process, but it works for now and as we refine it, we're planning for how best to scale it in the future and reduce manual effort through integrations and automation. <h3 id="2.-get-the-right-people-involved-">2. Get the right people involved </h3>If you're a content professional or a SME who owns content, speak up and get involved in Gen AI initiatives. You know things that are important to this process that others may not know. If you're not a content professional and you're on the technical side of Gen AI, don't go it alone. While you can probably get your hands on some content to start, there is a chance that there's a lot you don't know about the content. When assessing content for accuracy and relevance, there can be many nuances, especially in large global organizations. Additionally, content teams already have processes in place to source and update content, and they have relationships with the subject matter experts who can validate content. Rely on content professionals and SMEs to tell you which content is ready for Gen AI and what steps need to be taken to prepare content. Here’s a real example of what I’ve tried in my organization:We established weekly touchpoints that include a combination of content, IT and business process owners. The content team drives the identify, validate, remediate, extract, and monitor process. The content team works with SMEs and content owners to validate content accuracy and remediate gaps. Our IT partners ingest content into the Gen AI tool and train the model. This ensures that this work is connected to our existing content governance process and isn't seen as additional work for content and process owners. We have one source of truth, one process and one governance model for content. Gen AI is just an additional channel where the content is being consumed. This could change in the future, but leveraging existing processes and infrastructure is an effective way to get things moving quickly.    <h3 id="3.-seize-the-opportunity-to-get-resources-and-support">3. Seize the opportunity to get resources and support</h3>In large organizations, content governance has often not gotten the time and attention it deserves, beyond a small group of content professionals. In the short time I've been working on this, I have learned that this connection between content and the success of Gen AI, is logical but isn't always obvious. It's on us, as content professionals, to speak up, get involved and make the case. Here’s a real example of what I’ve tried in my organization:We engaged with leaders and content owners to help them understand how our content will make or break our journey with Gen AI and are weaving Gen AI into our strategic vision for the future of content. We’re defining requirements for how our content needs to be structured and stored in the future to enable a good Gen AI experience.  Specifically, how to simplify and componentize content with component-level metadata. We’re also defining future-state content governance and what that takes from a resource standpoint. This includes how we drive greater accountability and create clearer roles and responsibilities for our content professionals and content owners to ensure content accuracy. <h3 id="conclusion">Conclusion</h3>As with anything new, there are still more questions than answers. Here are a few questions that content professionals should be thinking about:<ul><li>I’ve been on a mission to promote the idea that less content is more. Will a minimalist approach to content work in the age of Gen AI? </li><li>Many people challenge the accuracy of information coming from Gen AI. What role might content professionals play to change that perception? </li><li>Will content structure, metadata and governance still matter as Gen AI gets more advanced?</li></ul>I’m sure we’ll continue to debate these questions in the coming years. This space is evolving quickly, and I'm confident there will be advancements to make it easier in the future. Given the technology and resource constraints that all organizations are dealing with, these are some practical things to consider as you embark on your Gen AI journey. For now, it’s going to be messy, and that’s okay. Seize this opportunity to elevate your role as a content professional in your organization.    <hr /><h3 id="upcoming-events">Upcoming Events</h3> <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> <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" 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" href="https://www.boye-co.com/conferences/cmsconnect25">so book your seats today.</a>

Generative AI is Making Content King Again

michael-spenceley

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

matt-garrepy

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

<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

<hr /> The martech landscape is, in a word, messy. And we don’t need <a target="_blank" rel="noopener noreferrer" href="https://chiefmartec.com/2025/05/2025-marketing-technology-landscape-supergraphic-100x-growth-since-2011-but-now-with-ai/">Scott Brinker’s 2025 Supergraphic</a>, now a breathtaking pointillist painting of 15,384 discrete solutions, to tell us how confusing this morass has become.Marketers know this truth all too well. Data lives everywhere, scattered across CRMs, analytics dashboards, customer data platforms, CMSes, and dozens of other tools. Getting a complete view of their customers and campaigns has become a struggle, if not impossible.Along comes AI, and with it, the promise of finally unlocking personalization at scale with automated variants and streamlined workflows. But despite the eagerness of non-technical marketers to tap the fabric of AI, the lack of unified data has been a barrier to success. As such, their efforts are falling flat, and their content strategies feel more reactive than revolutionary.But <a target="_blank" rel="noopener noreferrer" href="https://www.databricks.com/">Databricks</a> might have an answer to this conundrum. The cloud-based data and AI company recently announced the launch of its new Data Intelligence for Marketing solution, which combines its popular <a target="_blank" rel="noopener noreferrer" href="https://www.databricks.com/product/data-intelligence-platform">Data Intelligence Platform</a> with a library of out-of-the-box integrations – connecting its capabilities to an ecosystem of leading marketing solution providers. Data Intelligence for Marketing leverages the proven power of Databricks to amplify and accelerate successful outcomes. By weaving AI across a bench of trusted marketing partners like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/adobe-experience-manager">Adobe</a> and <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/salesforce">Salesforce</a>, anyone can access insights, personalize experiences, and run more effective marketing – all from a single, unified platform. “We’re launching Data Intelligence for Marketing to ensure every marketer, regardless of technical background, can get the data they need to make smarter decisions faster and run relevant, efficient campaigns,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/rischultz/">Rick Schultz</a>, CMO at Databricks. “By unifying customer and campaign data and using AI to reason on that data, this platform enables real-time, conversational analytics for marketers. This empowers marketers to make financially impactful decisions faster and drive more effective and efficient campaigns. It’s what marketers need to compete in today’s data-driven era.”Already deployed in global brands as the data and AI foundation for their broader martech stack, Data Intelligence for Marketing is giving teams an AI pathway that’s bolstered by Databricks. By combining customer and campaign data in real time, marketers can sidestep the complexities, self-serve deeper insights, and develop more relevant and efficient campaigns at scale. <h3 id="powered-by-an-ai-“brick-house”">Powered by an AI “brick house”</h3>Over the last few months, we've been covering the data frontier extensively, focusing on some big moves that vendors like <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</a> and <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">Hightouch</a> have made in purchasing or expanding their data capabilities at the DXP and CDP levels. In a composable world, increasingly more tools are being leveraged to augment digital experience stacks. And as <a target="_blank" rel="noopener noreferrer" href="https://chiefmartec.com/2025/05/2025-marketing-technology-landscape-supergraphic-100x-growth-since-2011-but-now-with-ai/">recently codified on Martech Day</a>, AI has been a catalyst for significant growth in multiple dimensions, and data is the elemental fuel for the fire.Databricks is part of the growing <a target="_blank" rel="noopener noreferrer" href="https://www.databricks.com/product/data-lakehouse">data lakehouse</a> and <a target="_blank" rel="noopener noreferrer" href="https://docs.databricks.com/aws/en/sql/">data warehouse</a> ecosystems, and the company has been on a meteoric rise. Founded in 2013 by the original creators of <a target="_blank" rel="noopener noreferrer" href="https://aws.amazon.com/what-is/apache-spark/">Apache Spark</a> – an open-source, distributed processing system used for big data workloads – Databricks is a unified analytics platform for building, deploying, sharing, and maintaining enterprise-grade data, analytics, and AI solutions at scale. Why all the fuss? Because data systems are big – and only getting bigger. Enterprises are struggling to keep up, and marketers are drowning in the overflow. Databricks helps to unify and simplify this riptide of complexity by providing a fast, cost-effective, and highly scalable solution. There’s also the inherent flexibility. Databricks lives on top of existing cloud infrastructure, whether it’s <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/aws">AWS</a>, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/microsoft-azure">Azure</a>, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/google-cloud-platform">GCP</a>, or even a multi- or hybrid cloud combination. The Databricks Data Intelligence Platform integrates with cloud storage and security in a user’s cloud account, and automates the management and deployment of cloud infrastructure. The Apache Spark heritage is also a key asset, providing both speed and efficiency for large-scale data processing. Databricks is a clear innovator in the expanding AI landscape, and its Data Intelligence Platform is unlocking possibilities for leading global brands. Now, with the advent of its new marketing integrations, it’s making the promise of AI more attainable. <h3 id="unlocking-the-ai-potential">Unlocking the AI potential</h3>Marketers are hungry for AI. But they’re also cautiously optimistic – and sometimes, downright resistant. According to a <a target="_blank" rel="noopener noreferrer" href="https://www.brafton.com/ebooks/state-of-ai-adoption-in-marketing-teams/?utm_campaign=Saturday&amp;utm_medium=email&amp;_hsenc=p2ANqtz--48LEY4V7WS3TcqHusrz9uJnUfJvH4bm3wYAx3hp-ielN7erV5V2wcizL8Uj3799cBZDwg_w2BJDU4owusHJWCG2UU6JFEKW2HxlMkN9NjMoXNhnw&amp;_hsmi=361878176&amp;utm_content=361870430&amp;utm_source=hs_email">recent survey conducted by Brafton</a>, AI tools are creating a lot of difficulty, even if the potential for value is clearly understood. This is especially true for marketers, who have mixed feelings about the role of AI in their content and marketing operations. On the upside, there’s been an abundance of adoption for streamlining manual tasks. But the struggle is real: Over half of Brafton’s respondents admit to challenges with content personalization, and a quarter find it difficult to generate specific content formats. Some of the friction with onboarding and managing AI tools is also a contributing factor. It can take time to assess AI platforms from a usability and performance perspective, and fully leveraging the capabilities can take time. There’s also the need to create the right internal policies and governance for marketing teams – and how they should use AI-powered resources or generated content. This also includes navigating the complexities of external regulatory requirements for data privacy. Finally, there’s the soft challenge: marketers are underwater. <a target="_blank" rel="noopener noreferrer" href="https://www.marketingweek.com/career-overwhelmed-emotional-exhaustion/">According to a recent survey</a>, over half of them feel overwhelmed, undervalued, and emotionally exhausted. While AI has the propensity to complicate the matter, it could also be part of the solution.This is where simplification is essential, and Databricks stands to make its greatest impact. By connecting marketing data substantively, marketers can streamline processes and insights in new ways, giving them greater confidence in their strategies. Adding conversational analytics further eases the complexity of engaging with data and cutting through the noise. <h3 id="leveraging-key-partnerships-to-scale-ai">Leveraging key partnerships to scale AI</h3>Along with unifying marketing data, Databricks is democratizing broad insights for everyone. Now, marketers can easily access a complete view of customers and campaigns to improve segmentation, personalization, and conversion. With on-board AI that reasons on your customer and campaign data and understands the semantics of your business, enterprises can empower every marketer – not just technical teams – with tools to explore and act on data in real time. And by integrating with meaningful tools, Databricks can help streamline and accelerate the overall AI horizon.Built with open standards and out-of-the-box integrations, Databricks allows marketing teams of all sizes to maximize the value of their existing martech tools and services. The company has partnered with industry-leading technology platforms across multiple categories like analytics, customer data platforms, data management, customer engagement, data privacy, and more:<ul><li><a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/adobe-experience-manager">Adobe</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://amperity.com/">Amperity</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.braze.com/">Braze</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.getcensus.com/">Census</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://deepsync.com/">DeepSync</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.epsilon.com/us">Epsilon</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/hightouch">Hightouch</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.onetrust.com/">OneTrust</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/salesforce">Salesforce</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://snowplow.io/">Snowplow</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://tealium.com/">Tealium</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.uniphore.com/">Uniphore</a></li></ul>Databricks has also aligned with key integrators to provide custom solutions and consulting expertise in critical areas like data decisioning, data science, customer analytics, and AI solutions for specific industry verticals:<ul><li><a target="_blank" rel="noopener noreferrer" href="https://celebaltech.com/">Celebal Technologies</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www2.deloitte.com/us/en.html">Deloitte</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.latentview.com/">LatentView</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://lovelytics.com/">Lovelytics</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.slalom.com/us/en">Slalom</a></li><li><a target="_blank" rel="noopener noreferrer" href="https://www.tredence.com/">Tredence</a></li></ul>Given the challenges and resistance marketers face in the shift to AI, this partnership model provides a unique asset for marketing organizations. It helps ensure seamless workflows and innovation at scale while helping businesses unlock the full potential of their marketing data.<h3 id="realizing-value-with-data-intelligence-for-marketing">Realizing value with Data Intelligence for Marketing</h3>For marketing professionals, it’s all about efficiency. AI can’t be part of the problem, and Databricks is working to address that. With Data Intelligence for Marketers, teams can adopt AI quickly with fewer barriers––allowing them to run more effective campaigns using real-time, accurate data to power recommendations, triggers, and automation they can trust.Marketing teams at leading global brands are already seeing the impact of Data Intelligence for Marketing while maintaining compliance with global privacy standards like GDPR and CCPA. Based on figures from highly visible customers, the investment appears to be paying off. For example, <a target="_blank" rel="noopener noreferrer" href="https://www.databricks.com/customers/skechers">Skechers</a> – the global footwear brand – uses <a target="_blank" rel="noopener noreferrer" href="https://www.uniphore.com/products/actioniq/">ActionIQ</a>, a composable CDP, with Databricks. The combo helps personalize customer journeys that boost lifetime value, resulting in a 324% increase in CTRs, a 68% decrease in CPC, and a 28% increase in return on ad spend.<a target="_blank" rel="noopener noreferrer" href="https://hightouch.com/customers/petsmart">PetSmart</a>, a leading pet retailer, also tapped Hightouch on Databricks. By juicing the CDP capabilities with AI, the company’s marketing team orchestrates personalized journeys at unmatched scale while powering its broader marketing and loyalty initiatives. “We’re syncing millions of records directly to SFMC every single day to orchestrate personalized journeys for the 65+ million members in our loyalty program,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/tinotomasone/">Tino Tomasone,</a> Senior Manager, Database &amp; Audience Management at PetSmart. “We’re powering thousands of audiences and over four billion emails every year, and that’s not even factoring in what we do across other channels.”<h3 id="why-it-matters">Why it matters</h3>We all live in a data-driven world, and it's getting spicy. Digital leaders are feeling the heat, but data intelligence platforms are providing a life ring of enhanced data management and insights. By employing AI models to deeply understand the semantics of enterprise data, brands and organizations are deriving faster insights, optimizing their decision-making, and scaling data analytics workflows with ease.Marketers stand to benefit significantly from AI-powered systems that unify data. That said, AI fatigue is a real phenomenon. And while marketers are wrestling with the need for more AI, they’re also struggling with onboarding greater complexity. What we need is less confusion, so marketers can do their jobs more efficiently. That’s where Databricks is potentially easing the burden. As an AI pioneer, the company has long focused on the essential layers of data that power effective AI. With its Data Intelligence for Marketing, it now brings the best capabilities of data lakehouse architecture to unify data, analytics, and AI while simplifying the value for marketers. Databricks is also greasing the wheels with purpose-built integrations that align with data-centric platforms and applications. They're also balancing the complexity equation by partnering with SIs and consultancies that can provide a foundation through the journey, which includes the perilous challenges surrounding data privacy and governance. This all translates into greater confidence and fewer limiting concerns when it comes to scaling marketing programs with AI.I have questions about the fabric of the partnership model and the roadmap for future additions, but harnessing AI successfully requires expertise – and this feels like the right approach for delivering product and support.From a content and digital experience perspective, we’re already seeing the potential for evolution. CDPs have been crucial components in the DXP composition, and Databricks is helping to augment their value through tangible use cases. This could have big implications for the CMS and DXP landscape as platforms continue to innovate with AI along a composable edge. One of the things I really like about Databricks is the spectrum of usability. At its core, it's designed to simplify the modern data stack by eliminating data silos and facilitating data access and insights. But it does this for everyone, whether you’re a non-technical marketer or a data scientist immersed in deep learning. This announcement is relatively fresh, so we can anticipate more details to emerge. In the meantime, do the intelligent thing with this data – and check it out.   <hr /><h4 style="text-align:center" id="looking-for-guidance-on-databricks?-talk-to-an-expert.">Looking for guidance on Databricks? <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>

From Data Chaos to Campaign Clarity: Databricks Delivers AI for Marketers

<hr /> At <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=https%3A%2F%2Fmachalliance.org%2Fevents%2Fcomposable-conference-25&amp;esheet=54242130&amp;newsitemid=20250423626378&amp;lan=en-US&amp;anchor=The+Composable+Conference+2025&amp;index=3&amp;md5=43a1cfa7eaa4a3566b2d9ca6d14dae9d">“The Composable Conference 2025”</a> this week, the topic of AI permeated almost every session and sidebar conversation. Based on my connections with attendees, it’s clear that many organizations have already invested heavily in their own strategies with varying results. Meanwhile, some businesses are still searching for the right place to start their journey.Now, the <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/the-composable-conference-2025-takes-shape-as-mach-alliance-announces-speakers-and-new-events">MACH Alliance</a> is providing a helping hand across the lifecycle, built on the terra firma of composability. The Alliance – a not-for-profit industry body dedicated to advocating for open, best-in-class technology ecosystems – just unveiled its new <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=https%3A%2F%2Fmachalliance.org%2Fmach-ai-exchange&amp;esheet=54242130&amp;newsitemid=20250423626378&amp;lan=en-US&amp;anchor=MACH+AI+Exchange&amp;index=2&amp;md5=2db441d6ec823188692b0030ff55277b">MACH AI Exchange</a>, a professional peer network focused on guiding real-world AI implementation for enterprise companies. The program, which was launched during this week’s conference, was inspired by a recent Alliance study that codifies the value of MACH in streamlining and accelerating AI adoption. According to the <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=https%3A%2F%2Fmachalliance.org%2Fglobal-annual-research&amp;esheet=54242130&amp;newsitemid=20250423626378&amp;lan=en-US&amp;anchor=2025+MACH+Alliance+Global+Annual+Research&amp;index=4&amp;md5=8b35e7c9765b71263fa3b549fb481c06">2025 MACH Alliance Global Annual Research</a> report, 77% of organizations well into their composable journey are using AI. That’s compared to only 36% of those new to MACH. The data suggests that MACH's flexible, connected, and open foundation could translate into successful AI outcomes.<h3 id="implementing-ai-solutions-at-scale">Implementing AI solutions at scale</h3>As part of its rollout, the MACH AI Exchange will launch with three founding members who are leaders in their field. This includes <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/karlrh/">Karl Hampson</a>, CTO, Data &amp; AI at <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/company/valtech/posts/?feedView=all">Valtech</a>; <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/vikasjain2007/">Vikas Jain</a>, Director, US Retail &amp; Consumer Ecosystem Portfolio at <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/showcase/google-cloud/posts/?feedView=all">Google Cloud</a>; and <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/thexunwang/">Xun Wang</a>, CTO at <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/bloomreach">Bloomreach</a>.Core to its charter, the network’s mission is to support enterprise businesses as they implement AI solutions at scale. This includes the bleeding-edge realms of generative and agentic AI technologies. The MACH AI Exchange will accelerate a knowledge base of technical insights, architectural patterns, and implementation methodologies that can significantly reduce integration risk and accelerate deployment timelines.“AI thrives on structured, real-time data, and enterprise architectures face heightened challenges as AI workloads dynamically scale,” said Vikas Jain, founding member and Director of Google Cloud’s U.S. Retail &amp; Consumer Ecosystem portfolio. “The MACH AI Exchange will enable the convergence of composable principles and AI capabilities to help technical leaders establish a competitive advantage through architectural innovation.”<h3 id="who-can-join?">Who can join?</h3>According to the press release, the peer-to-peer community is open to those implementing AI in enterprise systems. This includes engineers, architects, and strategists integrating AI into workflows, builders and innovators shaping AI in MACH environments, and problem solvers pushing AI forward in business technology.“Enterprise stacks weren’t built to handle the constant innovation of the AI era, but that also doesn’t mean we need to start from scratch, either,” said Xun Wang, founding member, CTO of Bloomreach. “Just like MACH de-risks change by making technology adaptable, open, and connected, AI adoption requires the same foundation. In the MACH AI Exchange, members will share what works, what breaks, and how to de-risk AI adoption without common AI buzzwords and hype.”<h3 id="why-it-matters">Why it matters</h3>As AI continues to ripple across our roadmaps, enterprises are struggling to separate the hype from the hope. Regardless of where an organization is on its AI maturity lifecycle, guidance continues to be a missing link – and without it, many businesses risk missing the mark on AI’s full potential.Buoyed by a MACH foundation, it’s evident that organizations can leverage a composable posture to accelerate and streamline their plans. But more importantly, the MACH Alliance is providing valuable industry insight to help mitigate risk and guide the journey. This layer of human expertise could be a critical differentiator.To learn more about the MACH AI Exchange, visit <a target="_blank" rel="noopener noreferrer" href="https://cts.businesswire.com/ct/CT?id=smartlink&amp;url=https%3A%2F%2Fmachalliance.org%2Fmach-ai-exchange&amp;esheet=54242130&amp;newsitemid=20250423626378&amp;lan=en-US&amp;anchor=https%3A%2F%2Fmachalliance.org%2Fmach-ai-exchange&amp;index=6&amp;md5=835c89f808371874a54aaa43b71e7f53">https://machalliance.org/mach-ai-exchange</a> <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>

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tom-cranstoun

Explore a wide range of informative articles on Artificial Intelligence, insights, and industry updates. Stay informed and ahead of the curve with our diverse collection of news and posts covering the latest trends and developments in the industry. 