Articles

Generative Engine Optimization Article

<hr /> Traditional internet search, by many accounts, is circling the drain.Blame AI, they say.I can’t argue that SEO is getting pummeled. But not all metrics (depending on your vector) are bellicose. In fact, <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/google-cloud-platform">Google’s </a>own figures – which are surely unbiased – indicate that search as we knew it is adapting and evolving, and the net impact of its own <a target="_blank" rel="noopener noreferrer" href="https://search.google/ways-to-search/ai-overviews/">AI Overviews</a> has resulted in a higher volume of queries.The tech giant also <a target="_blank" rel="noopener noreferrer" href="https://www.searchenginejournal.com/google-search-revenue-grows-14-in-q2-2024/522922/">reported a 14% increase</a> in its year-over-year revenue from search. For investors, that might soften some of the blow from its recent <a target="_blank" rel="noopener noreferrer" href="https://www.justice.gov/opa/pr/department-justice-prevails-landmark-antitrust-case-against-google">antitrust fallout </a>– a kerfuffle that should have us all questioning Google’s transparency and trustworthiness (stay tuned for an upcoming podcast on that subject).I wouldn't count Google out, but let’s face facts: <a target="_blank" rel="noopener noreferrer" href="https://aws.amazon.com/ai/generative-ai/">Generative AI engines</a> are stealing the search thunder, and they continue to eat a precipitous share of the Big G’s lunch. <a target="_blank" rel="noopener noreferrer" href="https://www.gartner.com/en/newsroom/press-releases/2024-02-19-gartner-predicts-search-engine-volume-will-drop-25-percent-by-2026-due-to-ai-chatbots-and-other-virtual-agents">According to Gartner,</a> traditional search engine volume will drop 25% by next year, which is faster than previous prognostications.By the numbers, Google Search is still <a target="_blank" rel="noopener noreferrer" href="https://searchengineland.com/google-search-bigger-chatgpt-search-453142">373 times bigger</a> than ChatGPT. But that margin is getting smaller and smaller. For marketers, this is creating a blind spot in the SERP soup, and SEO technologies are hustling to provide the needed visibility to address these gaps.I first wrote about products like <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/as-ai-generated-search-grows-otterly-is-utterly-awesome-for-marketers-heres-why">Otterly.ai</a> at the beginning of this year, which offered a new breed of tool for the emerging field of <a target="_blank" rel="noopener noreferrer" href="https://searchengineland.com/what-is-generative-engine-optimization-geo-444418">Generative and Answer Engine Optimization</a> (GEO and AEO, respectively, because we need more acronyms). Most recently, I spoke to <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/conductor-ai-revs-up-brand-discoverability-in-generative-ai-answer-engines">Conductor</a> about its platform's evolution for brand discoverability across AI answer engines.The tools are getting better at this AI visibility stuff because they have to. As a larger share of search activity shifts to bots, marketers are adapting to the impact of zero-click searches. The big challenge now is ensuring your brand is discoverable and not invisible. So how do you enable your website – and its content – to be found by answer engines? <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/optimizely">Optimizely</a> might just have the solution, and one that’s baked into its core <a target="_blank" rel="noopener noreferrer" href="https://www.optimizely.com/products/content-management/">CMS</a>. The market-leading DXP just introduced some innovative features designed to help increase discovery in the AI era, positioning its powerhouse content management system as a “GEO-Ready” CMS. With these enhancements, users can effectively transform their websites from content warehouses into visibility engines built for AI discovery – and do it all in one place.Optimizely has been rolling out new AI capabilities across its product ecosystem for some time, and with pretty solid results. I just connected with <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/optimizely-opal-gets-supercharged-for-agentic-ai-powering-infinite-use-cases-for-marketers">CEO Alex Atzberger</a> for a first-hand demo of Optimizely’s new <a target="_blank" rel="noopener noreferrer" href="https://www.optimizely.com/ai/">Opal AI</a> features, where he showed me how the product is empowering his internal teams and his own day-to-day work.“We’re transforming how marketing works,” he said during our chat. “That's the big part. That's what really matters." And now, they're expanding on that mission by addressing a compelling need for AEO and GEO features at the CMS level. <h3 id="from-invisibility-to-ai-visibility">From invisibility to AI visibility</h3>With all the motion towards generative engine search, websites owners must adapt their traditional SEO practices and embrace new strategies that serve AI bots and engines. This means structuring content so it can be surfaced, summarized, and selected by AI agents. “Your website isn’t broken – it’s just invisible,” said <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/shafqat/">Shafqat Islam,</a> President of Optimizely. “The entire business model of the web is being upended, and how marketers generate demand or sell products is being transformed. Marketers need to make sure their websites serve two audiences: humans who demand speed and clarity, and machines that extract and summarize the content."According to Optimizely, a website’s content must be trustworthy, machine-readable, and strategically structured to compete in this new model of answer engine mechanics. Optimizely’s CMS – combined with Opal – makes the journey from invisibility to AI visibility easier by providing the onboard tooling to make your content discoverable.“If your CMS isn’t structured for AI discoverability, your content won’t be found,” Islam continued. “With the combination of our new CMS features and power of Optimizely Opal, we help brands move faster, create content smarter, and scale for a world where machines, not just people, are consuming your content.” <h3 id="being-“geo-ready”-from-optimization-to-analytics">Being “GEO-Ready” from optimization to analytics</h3>So how do these new GEO-centric features work? In a nutshell, the suite of functionality allows Optimizely’s CMS to become a sort of “visibility engine,” providing enhanced capabilities across three core areas: page optimization, site-wide optimization, and GEO analytics. Some of these structural concepts will feel very familiar to SEO experts, with a few critical differences that tap into AI agent mechanics. Here’s a breakdown of each component area: <h4 id="page-optimization-">Page Optimization </h4>As previously mentioned, showing up in AI summaries requires content to be well-structured, trustworthy, and machine-readable. To get there, Optimizely delivers enhanced page optimization with Q&amp;A field generation, which auto-generates question and answer pairs based on page content.It also provides GEO-specific metadata that populates titles, descriptions, and EEAT (Experience, Expertise, Authoritativeness, and Trustworthiness) elements for generative engines, as well as markdown summary generation, which injects page-level summaries for improved AI scanning and indexing.  <h4 id="site-optimization">Site Optimization</h4>At the global level, AI agents don’t browse. They scan. And having a top-down site structure ensures your content gets indexed, summarized, and surfaced. Optimizely simplifies this site-wide optimization with llms.txt auto-generation, which automatically signals which pages should be indexed by LLMs and bots.Optimizely also leverages GEO topic templates to generate topic-specific pages designed to rank in AI-generated summaries and bulk metadata population to add GEO metadata in bulk, including to existing content. <h4 id="geo-analytics">GEO Analytics</h4>Site performance tracking is a whole new ball game in the age of AI. Much of it has been obscured for brands and marketers, and that “black box” has been difficult to break through. When agents read content, they often do it without triggering a click, but Optimizely is bringing visibility to this hidden layer with a GEO health index that scores pages against AEO and GEO best practices.There’s also a crawl-to-refer ratio that helps measure how often AI bots crawl a brand’s site versus refer to your site, and a crawl rate by model score that indicates which LLMs are hitting a brand’s site most frequently. Taken together, marketers now have better intelligence around their site performance relative to bot activity.<h3 id="the-verdict">The verdict</h3>Optimizely’s new “GEO-Ready” features attempt to backfill the gaping hole left by AI search. By adding these features natively to its CMS, they're overcoming one of the historically persistent challenges with SEO management: a lack of prioritization. It's true. Content operations and marketing teams have long struggled with institutionalizing strong SEO practices (hence why we still have cottage agency SEO services). Leveraging automated tools within content management systems has helped improve outcomes, but Optimizely is proactively addressing this for AEO and GEO – and that’s a potentially huge benefit. In this rapidly evolving era of AI and zero-click searches, marketers need to be more intentional about their content strategies. That includes the foundational approach to AI structure. Having a CMS that helps you establish a stronger position – and to be “GEO-Ready” – could help simplify and accelerate success. This is definitely a feature set worthy of a demo. And while I expect other CMS platforms to adopt similar tools and strategies, Optimizely continues to reinforce its position as a leader with an integrated ecosystem that will benefit from these innovative steps.  <hr /><h4 style="text-align:center" id="looking-for-guidance-on-optimizely?-talk-to-an-expert.">Looking for guidance on Optimizely? <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/contact">Talk to an expert.</a></h4><hr /> <h3 id="upcoming-events">Upcoming Events</h3> <img style="width:31.83%" src="https://cmscritic.com/ms-content/uploads/2025/01/cms-connect-2025-logo.png" alt="" /><h4 id="cms-connect-25"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmsconnect25">CMS Connect 25</a></h4>August 5-6, 2025 – Montreal, CanadaSee Agility CMS at the second annual summer edition of our signature global conference dedicated to the content management community! CMS Connect will be held again in beautiful Montreal, Canada, and feature a unique blend of masterclasses, insightful talks, interactive discussions, impactful learning sessions, and authentic networking opportunities. Join vendors, agencies, and customers from across our industry as we engage and collaborate around the future of content management – and hear from the top thought leaders at the only vendor-neutral, in-person conference exclusively focused on CMS. Space is limited for this event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmsconnect25">so book your seats today.</a>

Welcome to the ‘GEO-Ready’ CMS: Optimizely adds new features to enhance AI-powered search

matt-garrepy

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

<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

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Welcome to the ‘GEO-Ready’ CMS: Optimizely adds new features to enhance AI-powered search

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

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