Articles

A/B Testing Article

<hr /> When I spoke to <a target="_blank" rel="noopener noreferrer" href="https://cmscritic.com/products/coremedia">CoreMedia</a> CEO <a target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/soerenstamer/">Sören Stamer</a> back in December, we were waxing philosophically about the year ahead. He went deep into topics like data and digital sovereignty, a persistent theme at our recent <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmskickoff26">Boye &amp; Company CMS Kickoff</a> conference in St. Petersburg, Florida. Along with the anticipated (and explosive) growth of AI – where Sören sees big potential for agentic commerce and AI-powered interfaces – he also talked about the next wave of personalization and its impact on experiences.“Personalization isn’t new,” he told me. “What’s new is its velocity. Hyper-personalization means connecting intent, data, and content in real time, and anticipating needs before they’re expressed.” Personalization has certainly been one of the more elusive features for digital experience tools. Or, at least, doing it right – both sustainably and at scale. As Sören said, we’ve been talking about platform-centric and third-party personalization tools for the last two decades, but AI and new experience models are finally raising the bar. To realize the promise, CoreMedia has been busy innovating – and today, it launched a major evolution of its CMS that embeds personalization and real-time experimentation directly into the content workflow. This comes at a time when enterprises are swimming in oceans of customer data but struggling to transform it into relevant experiences for consumers. Simultaneously, users are opting for personalized experiences that are clear, transparent, and capable of solving real problems. It’s at this intersection that CoreMedia powers the potential of personalization by reducing or even eliminating the friction between insight and action.With its new native features, CoreMedia will give teams the ability to create, test, and optimize personalized content variants inside its industry-leading CMS. Armed with this added flexibility and insight, brands can now respond to customer intent in the moments that matter most – and turn relevance into measurable growth.“Enterprises don’t have a data problem – they have an action problem,” Sören explained. “Customer intent shows up in real time and needs to be acted upon instantly. When marketing teams are forced to work with disconnected tools and manual processes, they often miss the chance. By making personalization and experimentation native to the CMS, CoreMedia enables teams to respond in the moment intent appears. That’s where experiences are won or lost, and where relevance turns into revenue.”CoreMedia has been actively innovating at the edge of AI for quite some time. Case in point: its <a target="_blank" rel="noopener noreferrer" href="https://www.coremedia.com/coremedia-kio">CoreMedia KIO</a> assistant brings expansive tooling for content and journey experience orchestration. As part of its integrated ecosystem, it adds a bleeding-edge dimension of functionality to help craft CX in new ways – including a conversational interface that transforms user engagement.Along with its strides to make progressive, GEO-ready capabilities part of its elemental playbook, CoreMedia continues to offer foundational CMS features that rank strongly with global retailers that are hyper-focused on delivering world-class experiences. This includes the likes of Tommy Hilfiger, Calvin Klein, and the Deckers family of brands – as well as B2B stalwarts like Emerson and Sonepar.As Sören told me, one of the big bets CoreMedia is making is that the customer experience of the future will be unified. Clearly, personalization and experimentation will be vital to delivering on that holistic vision.Here’s a bit more detail on how CoreMedia’s evolutionary new capabilities work. <h3 id="bringing-native-personalization-to-the-content-workflow">Bringing native personalization to the content workflow</h3>Often, personalization has been a mixed domain of technologies, cobbled together to deliver a complete solution. But with CoreMedia’s native approach, personalization is no longer a downstream task handled in external tools. Now, content teams can create, manage, and optimize personalized variants directly inside CoreMedia’s CMS, harnessing the same familiar workspace they utilize for content production. CoreMedia already offers an elegant UX, and users will find the addition of audience insights, targeting rules, and variant controls all within arm’s reach. This promises to help teams move seamlessly – and in real time – from creation to activation. <figure class="image image-style-align-center image_resized" style="width:68.62%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769540029544.png" alt="Image" /></figure> Personalized content variants are created, tested, and optimized in real time directly within the CMS. Source: CoreMedia One of the biggest benefits is the speed and efficacy. Using the CMS, teams can produce tailored versions of any text block, banner, promotion, or other content asset. In seconds, they can deliver focused messages to the right audience at the right moment – all without duplicating content or managing different versions.There’s also a composable and extensible framework supporting the engine. Segments can be created directly in CoreMedia or synced from CRM, CDP, and other systems, ensuring teams work with the most complete customer profiles. CoreMedia’s targeting also supports real-time signals, including lifecycle stage, browsing behavior, or location. Personalization and performance data can be exported to stay consistent across business intelligence tools, data platforms, and the wider enterprise tech stack of tools and services. <figure class="image image-style-align-center image_resized" style="width:83.14%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769540029597.png" alt="Image" /></figure>Segmentation and personalization are integrated directly into the content workflow. Source: CoreMedia For users and teams, having everything in one intuitive platform can ease the personalization challenges while accelerating time to market. Your content variants and targeting rules are all managed in a single, uniform workplace. This eliminates the potential for fragmentation across tools and simplifies the creation, launch, and optimization of personalized experiences at a global scale.<h3 id="a/b-testing-and-real-time-experimentation-–-right-where-content-decisioning-lives">A/B testing and real-time experimentation – right where content decisioning lives</h3>Without question, A/B testing has become a critical asset for marketers. There's a bevy of third-party tools for facilitating test paradigms, but having a solution close to your content workflows is a key advantage. That’s why CoreMedia has embedded A/B testing directly into its CMS, allowing teams to validate ideas and optimize experiences as part of their standard cadence of content production. Instead of exporting content to external testing utilities and waiting for reports, editors can compare variants, monitor performance, and act on results in real time – without ever having to leave the CMS. <figure class="image image-style-align-center image_resized" style="width:82.21%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769540029604.png" alt="Image" /></figure>Test ideas, measure impact, and decide faster with CoreMedia’s A/B testing. Source: CoreMedia One of the clear advantages of CoreMedia’s A/B testing is having side-by-side comparisons of variant performance. With quick go-to insights, you can determine which content resonates with customers and make quick, evidence-backed decisions.Live experiment data also shows you how users interact with each variant, enabling fast adjustments when a challenger outperforms the original. There’s also continuous optimization in context, so editors can refine content directly inside the CMS. This leads to a smoother production flow and consistent momentum in experience optimization.<h3 id="semantic-search-delivers-control-and-scalability-to-content-operations-">Semantic Search delivers control and scalability to content operations </h3>We’ve already mentioned CoreMedia’s investment in AI edge innovation, and search has been a key area of focus. And rightly so: as AI accelerates content creation and personalization, enterprises are grappling with the relevance, reuse, and governance associated with rapidly expanding content libraries. Personalization is promising. But without precision, control, and clarity, it can quickly devolve into a slow and inconsistent morass. That’s where CoreMedia’s Semantic Search comes in. Leveraging a natural language interface, it helps teams find, assess, and reuse content efficiently – even as volume and complexity increase.<figure class="image image-style-align-center image_resized" style="width:80.56%"><img src="https://cmscritic.com/ms-content/uploads/2026/01/image-1769540029638.png" alt="Image" /></figure>Natural-language search enables teams to quickly find, assess, and reuse content directly in the CMS. Source: CoreMedia For users, this is a godsend. Imagine conducting searches using everyday phrases like “winter campaign images” – all without relying on just exact keywords. This makes discovery faster, more intuitive, and more contextual than traditional search.CoreMedia’s Semantic Search also brings a layer of calm to handle your content chaos. When prompted, it automatically surfaces similar or redundant assets, reducing clutter and reinforcing brand consistency. There’s also fierce governance surrounding discoverability, enabling teams to reuse assets, avoid duplication, and maintain structured libraries as content volumes expand.<h3 id="the-verdict">The verdict</h3>The CMS and DXP landscape is both wide and deep, but there’s a growing convergence around features – particularly those imbued with AI or agentic systems. This, in turn, is creating confusion, particularly when it comes to assessing AI features within the broader corpus of capabilities. The fact that CoreMedia is enriching its CMS with onboard personalization, experimentation, and search is building on its strong heritage of foundational features, and it's addressing the real challenges teams face with the exponential growth of content assets.While composable stacks offer an array of third-party tools for things like A/B testing, brands need to move faster than ever – and having a performant, purposefully integrated solution provides a clear advantage for enterprises that are looking to accelerate. This is another check in CoreMedia’s column as a single, accountable, and trusted source that addresses critical requirements like governance and compliance. You’re not just buying enterprise software – you’re buying trust. In my opinion, a modern CMS should offer native testing and experimentation features to leverage content provenance and link marketers closer to actionable insights. To facilitate real-time journey orchestration, speed and efficacy are paramount. As such, CoreMedia is listening to the needs of marketers by providing built-in personalization and semantic search as onboard feature sets that accelerate time to vision. At the same time, offering a composable, hybrid headless posture allows a brand to onboard adjacent integrations that expand the core feature set.My recommendation: CoreMedia already has a strong commerce focus, but this added tooling should present a welcome win for users across a myriad of industries and use cases. If you’re considering a move, CoreMedia’s CMS is a solid platform, but pay close attention to how your various data sources will be handled relative to fueling your personalization. Also, as an integrated DXP, I would consider the scope of your roadmap to see if there’s additional alignment within the ecosystem.If you’re interested in seeing more, the company is offering a <a target="_blank" rel="noopener noreferrer" href="https://u7061146.ct.sendgrid.net/ls/click?upn=u001.gqh-2BaxUzlo7XKIuSly0rC39ko2jEDIdJwxcolsDUNbznLFOa0iFUDItIE1EpE2CXIq1KKbIBA7b5SjV14h7GXA-3D-3DOgKO_LYRc62DeCgOg3NLqF-2FA1Nkc-2BB6iSCezTSr7cATVeIt7vbFxqkjj807TkbpGOsHdtP-2FHWYQ8hHG-2Bh0tJIgFVOZO69Re4Ks6syHse342AC9Gvw37kkXSVzTxWGuOeP3fGPq9EXOufW3jPOsSyNAntDgg5r76UG3z9WQ-2B4SeSP2Y8kH6B5Y36WENHz3zspHNwEaDRWiwk-2BO-2BTG1zhj7Gg2FzC7esWi6WuPWJcHfaxfp9-2BXuGLX-2FJVXfSBulQ-2B6jzs4qYy5l-2FNB-2FEN3ANt3TS1abOfO5-2F1nSYji-2B1uzrhzImhavcXNVxQhJVtjg05uNJ58INknrgYXWvk6RmDjmgdYsnJQ-3D-3D">“What’s New” Webinar</a> on January 28th. You can also request a free <a target="_blank" rel="noopener noreferrer" href="https://u7061146.ct.sendgrid.net/ls/click?upn=u001.gqh-2BaxUzlo7XKIuSly0rC39ko2jEDIdJwxcolsDUNbyskU8mw7dKQbCEOpEH5cJkd2DOv6VNuJe-2F1PSX1rYFlg-3D-3Dk5q-_LYRc62DeCgOg3NLqF-2FA1Nkc-2BB6iSCezTSr7cATVeIt7vbFxqkjj807TkbpGOsHdtP-2FHWYQ8hHG-2Bh0tJIgFVOZO69Re4Ks6syHse342AC9Gvw37kkXSVzTxWGuOeP3fGPq9EXOufW3jPOsSyNAntDgg5r76UG3z9WQ-2B4SeSP2Y8kH6B5Y36WENHz3zspHNwEaDRWiwk-2BO-2BTG1zhj7Gg2FzGmk97Kfhpo6s0O7iiDxES-2FnT64AeDLfLwh2LujHv8-2FF7mqpKpNdkb7luHlyXyxnQI9y3U9u34vRTWlFMl-2F7EAHhN6m1ZXhr3rxHa4ZBUPix0RS8yDqvq3Wu-2FvzC-2BTOzvA-3D-3D">demo</a>. <hr /><h3 id="upcoming-events">Upcoming Events</h3> <img style="width:34.15%" src="https://cmscritic.com/ms-content/uploads/2026/01/logo_jday_hor.png" /><h4 id="joomladay-usa-2026"><a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/">JoomlaDay USA 2026</a></h4>April 29 - May 2, 2026 – Delray Beach, FloridaBe part of the Joomla community in one of the most iconic cities in the world! JoomlaDay USA 2026 is coming to Delray Beach, and you can join us for a dynamic event packed with insights, workshops, and networking opportunities. Learn from top Joomla experts and developers offering valuable insights and real-world solutions. Participate in interactive workshops and sessions and enhance your skills in Joomla management, development, design, and more. And connect with fellow Joomla enthusiasts, developers, and professionals from across the world.<a target="_blank" rel="noopener noreferrer" href="https://www.jdayusa.com/"> Book your seats today.</a> <img style="width:30.06%" src="https://cmscritic.com/ms-content/uploads/2026/01/cms-summit-26-logo.jpg" alt="" /><h4 id="cms-summit-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26">CMS Summit 26</a></h4>May 12-13, 2026 – Frankfurt, GermanyThe best conferences create space for honest, experience-based conversations. Not sales pitches. Not hype. Just thoughtful exchanges between people who spend their days designing, building, running, and evolving digital experiences. CMS Summit brings together people who share real stories from their work and platforms and who are interested in learning from each other on how to make things better. Over two days in Frankfurt, you can expect practitioner-led talks grounded in experience, conversations about trade-offs, constraints, and decisions, and time to compare notes with peers facing similar challenges. Space is limited for this exclusive event, <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/cmssummit26/tickets">so book your seats today.</a> <img style="width:30.13%" src="https://cmscritic.com/ms-content/uploads/2025/12/image-1765546475634.png" /><h4 id="umbraco-codegarden-2026"><a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Umbraco Codegarden 2026</a></h4>June 10–11, 2026 – Copenhagen, DKJoin us in Copenhagen (or online) for the biggest Umbraco conference in the world – two full days of learning, genuine conversations, and the kind of inspiration that brings business leaders, developers, and digital creators together. Codegarden 2026 is packed with both business and tech content, from deep-dive workshops and advanced sessions to real-world case studies and strategy talks. You’ll leave with ideas, strategies, and knowledge you can put into practice immediately. <a target="_blank" rel="noopener noreferrer" href="https://codegarden.umbraco.com/">Book your tickets today.</a> <img style="width:36.69%" src="https://cmscritic.com/ms-content/uploads/2026/01/open-source-cms-26.jpg" /><h4 id="open-source-cms-26"><a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26">Open Source CMS 26</a></h4>October 20–21, 2026 – Utrecht, NetherlandsJoin us for the first annual edition of our prestigious international conference dedicated to making open source CMS better. This event is already being called the “missing gathering place” for the open source CMS community – an international conference with confirmed participants from Europe and North America. Be part of a friendly mix of digital leaders from notable open source CMS projects, agencies, even a few industry analysts who get together to learn, network, and talk about what really matters when it comes to creating better open source CMS projects right now and for the foreseeable future. <a target="_blank" rel="noopener noreferrer" href="https://www.boye-co.com/conferences/opensourcecms26/tickets">Book your tickets today.</a>

Core Value: CoreMedia Adds Native Personalization and Experimentation to its CMS

matt-garrepy

<hr />Andrew Kumar is the GVP, Customer Solutions &amp; Tech Ecosystem at <a target="_blank" href="https://cmscritic.com/products/uniform">Uniform</a>, and a CMS Critic Contributor. Effective content management is crucial for businesses to stay competitive and engage with their audience in today's digital landscape. As technology evolves, so do the processes and methods for managing and creating content. The shift to composable architectures has disrupted the more traditional model for content management, providing opportunities to accelerate time to market and tap omnichannel capabilities. One emerging trend is the concept of a <a target="_blank" href="https://www.uniform.dev/visual-workspace">visual workspace</a>, which is revolutionizing how teams collaborate to build websites and apps.  <figure class="image image-style-align-center image_resized" style="width:79.94%"><img src="https://images.storychief.com/account_4678/image_ac69077b90c17d4e6f80a06e9ced0a93_2000.png" /></figure> In this article, we'll explore the future of <a target="_blank" href="https://cmscritic.com/what-is-a-content-management-system-cms">content management</a> through the lens of 8 key predictions, focusing on how visual workspaces are shaping this landscape. <h3 id="prediction-1:-“all-hands-on-deck”-when-building-websites-and-apps">Prediction 1: “All hands on deck” when building websites and apps</h3>Traditionally, website development and content creation have been siloed tasks performed by developers or marketers. This is nothing new; collaboration has seldom been a main staple of the developer/marketer workflow, which has been <a target="_blank" href="https://contentmarketinginstitute.com/articles/enterprise-marketers-challenges-opportunities-research">described as “broken”</a> for the last two decades.However, in the future of content management, there will be a conscious shift towards a more collaborative approach. A broad spectrum of digitally-savvy team members will be involved in the process, democratizing who can build, deploy, and launch with confidence. This “new way” is more inclusive, allowing diverse perspectives and expertise to come together, resulting in more innovative and user-centric experiences.<h3 id="prediction-2:-platforms-must-coexist">Prediction 2: Platforms must coexist</h3>With the increasing complexity of digital experiences, it's unrealistic to expect a single platform to fulfill all of your requirements. In fact, according to the <a target="_blank" href="https://contentmarketinginstitute.com/articles/enterprise-marketers-challenges-opportunities-research">Content Marketing Institute</a>, less than 25% of marketers believe they have the right tools to succeed. In the future, platforms will need to adapt and learn to coexist. To that end, we can expect to see a combination of consolidation and modularization. Different platforms will be used for specific tasks based on their strengths, allowing organizations to leverage the right tool for each job. This approach promotes flexibility and adaptability as businesses can easily integrate new technologies or features without being tied down by a monolithic system. <h3 id="prediction-3:-experience-modeling-will-rise-in-importance">Prediction 3: Experience modeling will rise in importance</h3>While content modeling has long been a cornerstone of effective content management, experience modeling will gain prominence. Unlike content modeling, experience modeling creates clear divisions and boundaries within digital experiences while enabling seamless reusability across multiple channels. Dedicated tools for experience modeling will emerge, providing organizations with better control over their customer journeys and enabling them to deliver consistent experiences across multiple touchpoints.  <figure class="image image-style-align-center image_resized" style="width:81.33%"><img src="https://images.storychief.com/account_4678/image_b5a7c1f942cb402be3dd60d09d468929_2000.png" /></figure><h3 id="prediction-4:-brands-will-start-with-the-customer-and-deprioritize-orchestration">Prediction 4: Brands will start with the customer and deprioritize orchestration</h3>Orchestration has certainly become an oft-used buzzword in the composable realm. But in the future, brands will shift to prioritizing customer-centricity over orchestration.Content graphs, which provide visibility and observability of existing content, will enable organizations to solve specific business problems. Orchestration, however, will take a backseat – as it does not directly improve customer experience or tackle customer problems. This shift in focus will allow businesses to allocate resources more effectively and achieve a higher return on investment.<h3 id="prediction-5:-no-more-“lift-and-shift,”-only-incremental-migration">Prediction 5: No more “lift and shift,” only incremental migration</h3>Ask any practitioner who has redesigned or migrated a website to a new CMS, and they will likely say the same thing: it's hard.Content migration has traditionally been a daunting task. However, in the future of content management, we can expect a more granular and piecemeal approach to content migration. Instead of “lifting and shifting” entire websites or applications, organizations will adopt an incremental migration strategy. This approach allows for faster and more efficient migration while minimizing disruption to ongoing operations.<h3 id="prediction-6:-more-accelerator-">Prediction 6: More accelerator "products" for integration and white-labelling</h3>Accelerators are pre-built technology solutions that provide a faster time to market. To mitigate the risks associated with current accelerators, the future of content management will see an increase in accelerator "products." These products offer pre-built integrations and white-label solutions that can be easily customized to meet specific business needs. By leveraging these accelerators, organizations can streamline their development process, reduce time-to-market, and ensure greater consistency across their digital experiences.<h3 id="prediction-7:-no-code-capabilities-for-integration-frameworks-will-continue-to-emerge">Prediction 7: No-code capabilities for integration frameworks will continue to emerge</h3>As headless and composable stacks gain traction in the industry, integration frameworks will play a crucial role in connecting various components seamlessly. In the future of content management, we can expect to see the rise of no-code integration frameworks. These frameworks allow non-technical users to build integrations between different systems without writing code. This democratization of integration capabilities will empower teams to quickly adapt and connect their preferred tools without relying on developers.<h3 id="prediction-8:-ai-quality-will-improve">Prediction 8: AI quality will improve</h3>Artificial Intelligence (AI) has already made significant advancements in various industries, and content management is no exception. In the future, we can expect AI to play a more prominent role in CMS platforms. Improved AI capabilities will enable personalized user experiences, enhanced search functionality, chatbots and virtual assistants, automation of repetitive tasks, dynamic pricing and offers, real-time language translation, accessibility enhancements, and much more. These advancements will revolutionize how businesses engage with their audience and deliver tailored experiences at scale.<h3 id="conclusion">Conclusion</h3>The future of content management is bright – and filled with exciting possibilities. At the center of it all are visual workspaces, which are reshaping how teams build digital experiences by fostering inclusivity and collaboration. With the predicted trends discussed in this article, organizations can prepare themselves for the evolving landscape of content management and stay ahead of the curve. By embracing these changes and leveraging emerging technologies like AI and integration frameworks, businesses can create compelling experiences that resonate with their audience while streamlining their workflows.Continue the conversation with Andrew Kumar in the <a target="_blank" href="https://www.boye-co.com/groups/cms-experts">Boye &amp; Co CMS Experts Community</a> <hr /><h3 id="upcoming-conferences">Upcoming conferences</h3> <img style="width:29.67%" src="https://cmscritic.com/ms-content/uploads/2024/01/cms-connect-2024-logo.png" alt="CMS Connect 24 logo" /><h4 id="cms-connect-24"><a target="_blank" href="https://www.boye-co.com/conferences/cmsconnect24">CMS Connect 24</a></h4>August 6-7, 2024 – Montreal, CanadaWe are delighted to present our first annual summer edition of our prestigious international conference dedicated to the global content management community. Join us this August in Montreal, Canada, for a vendor-neutral conference focused on CMS. Tired of impersonal and overwhelming gatherings? Picture this event as a unique blend of masterclasses, insightful talks, interactive discussions, impactful learning sessions, and authentic networking opportunities. <img style="width:29.58%" src="https://cmscritic.com/ms-content/uploads/2024/01/cms-kickoff-2025-logo.png" /><h4 id="cms-kickoff-25"><a target="_blank" href="https://www.boye-co.com/conferences/cmskickoff25/tickets">CMS Kickoff 25</a></h4>January 14-15, 2025 – Tampa Bay Area, FloridaJoin us next January in the Tampa Bay area of Florida for the third annual CMS Kickoff – the industry's premier global event. Similar to a traditional kickoff, we reflect on recent trends and share stories from the frontlines. Additionally, we will delve into the current happenings and shed light on the future. Prepare for an unparalleled in-person CMS conference experience that will equip you to move things forward. This is an exclusive event – space is limited, so secure your tickets today.

Visual Workspace and the Future of Content Management

andrew

<a href="https://amplitude.com/" target="_blank">Amplitude</a>, a digital optimization platform trusted by leading brands like Ford and Walmart, today announced the launch of two new tools: Experiment Results, a new feature of <a href="https://amplitude.com/amplitude-experiment" target="_blank">Amplitude Experiment</a>, and new innovations within the <a href="https://amplitude.com/?utm_source=adwordsb&amp;utm_medium=ppc&amp;utm_campaign=Search_AMER_US_EN_Brand&amp;utm_content=branded_split_home0522&amp;utm_term=amplitude%20analytics&amp;gclid=CjwKCAjwp7eUBhBeEiwAZbHwkRQ_RMbM6I-uLvu9QVZPRkzRvt7RV7IQ45IXedOoauMiA92YUdF36xoCZ_kQAvD_BwE" target="_blank">Amplitude Analytics</a> suite – including Campaign Reporting. These new tools will enhance Amplitude's insights around digital optimization and growth performance. 
We've been following Amplitude's rise across market segments for quite some time, and it continues to challenge the staple offerings with its rich mix of analytics features. Companies are finding significant value in Amplitude's behavioral insights, which help organizations to devise new strategies for improving user engagement, retention, and revenue. With the addition of these new tools, Amplitude seems poised to elevate its value for product and marketing teams – and give competitive platforms a run for their money. 
<h2>Accelerating and streamlining A/B testing with Experiment Results</h2>
A/B testing has become a powerful resource for understanding how the market is reacting to products and services. With the right insights into customer behavior and sentiment, organizations can optimize content, pricing, and other dimensions of their offerings to enhance conversions and sales. 
OK... so what's the downside?
The fact is (and we can corroborate this), most testing solutions and processes are incredibly time-consuming. Further, many conventional platforms focus on "vanity metrics" that don't fully reveal whether customers are happy with a product, service, or experience. According to Amplitude, Experiment Results will accelerate and streamline experimentation, empowering companies to make more informed product decisions, accelerate innovation, and drive business outcomes. 
Experiment Results allows teams to plan, track, and analyze experiments to make smarter decisions while using their existing feature flagging system. Product and data science teams can now dramatically scale experimentation with Amplitude's powerful self-service experimentation analysis – all built on the industry's #1 product analytics solution. Amplitude says that Experiment Results will deliver the right data and analytics for teams to set goals, determine if experiments reach a required level of statistical significance, and automatically provide recommended next steps.
<img src="https://cmscritic.com/ms-content/uploads/2022/05/pr-54-experiment-results-t-test-results.png" alt="Experiment Results - T-test Results" />Experiment Results - T-Test Results
The top product teams test all new features – often running tens of thousands of experiments to understand the impact of each product change. The biggest barrier to scaling product experimentation is having data and analytics to analyze the results of experiments. Many companies already have infrastructure to deliver new experiments, but rely heavily on data science teams and homegrown infrastructures to formulate the results and provide recommendations on what to do next. 
Experiment Results effectively removes those bottlenecks with self-service experimentation – so more teams can run more experiments quickly and efficiently. Starting today, companies can pair their existing feature flagging infrastructure with Amplitude's sophisticated experimentation analysis capabilities to inform product decisions, accelerate innovation, and drive revenue.  
"Winning product leaders use data-driven insights to determine what product changes to make. With Experiment Results, customers can exponentially increase the number of experiments they run, and get recommended next steps on their experiments," said Justin Bauer, SVP of product at Amplitude. "This means non-technical teams can make smarter decisions faster at scale and ultimately deliver the right features that drive value for their customers and growth for their organizations." 
Key innovations from the company's announcement include:
<ul>
<li>Multi-Metric Causal Analysis: Experiment Results helps teams determine the causal, statistically significant outcomes of experiments – like identifying if users increased their average order spend due to the product change. It reduces the effort to define metrics, analyze data, and present results, supporting both sequential testing and t-test analysis within the Amplitude Experiment product.</li>
<li>Downstream Analysis for Experiments: With predefined metrics and pre-populated charts, Experiment Results moves teams from experimentation to decision-making stages faster. Amplitude's easy-to-understand dashboards enable cross-functional leaders to quickly share experiment results for accessible downstream analysis.</li>
<li>Automated Goals and Recommendations: Experiment Results also guides users to set the right goals, automatically uncovers whether tests are statistically significant, and provides recommended next steps in a quick snapshot.  </li>
</ul>
<img src="https://cmscritic.com/ms-content/uploads/2022/05/pr-54-experiment-results-create-metric.png" alt="Experiment Results - Create Metric" />Experiment Results - Create Metric
<img src="https://cmscritic.com/ms-content/uploads/2022/05/pr-54-experiment-results-dashboad-distribution.png" alt="Experiment Results - Dashboad Distribution" />Experiment Results - Dashboard Distribution
<h2>Campaign Reporting, Metrics, and Data Tables in Amplitude Analytics </h2>
With <a href="https://amplitude.com/amplitude-analytics" target="_blank">Amplitude Analytics</a> — Amplitude’s #1 ranked product analytics solution — marketing and product teams can measure campaign and channel performance alongside downstream product metrics like user engagement and retention. Now, with the addition of Campaign Reporting, those same teams will have unprecedented visibility into metrics across the entire funnel, all in a single system. 
Additional new features in Amplitude Analytics include outcome-focused Metrics and Data Tables. These enhancements will empower teams to discover how their marketing programs and product usage meaningfully affect key business outcomes such as sales and revenue. Together, these tools enable cross-functional teams to quickly close the insights-to-action loop and make better business decisions.
Traditionally, there’s been a disconnect between product and campaign data. Organizations leverage product analytics for visibility into customer behaviors and product changes, but struggle to connect marketing performance metrics like attributing user growth to specific channels. For the first time, Amplitude is bringing both marketing and product teams together in a single system to understand how their investments drive growth.
Key innovations in Amplitude Analytics include:
<ul>
<li>Campaign Reporting: With Amplitude’s new Campaign Reporting capabilities, businesses can see which acquisition channels users are coming from across organic and paid sources, understand how marketing programs impact product KPIs using built-in attribution modeling, and understand cross-channel return on ad investments with brand new integrations into their advertising data platforms. </li>
<li>Metrics: With new outcome-based Metrics from Amplitude, product and marketing teams can quickly create a standard set of metrics that make it easy to connect behaviors with outcomes such as sales or revenue. Teams can now align around common definitions for the metrics that matter most to their business and make faster decisions with trusted insights. </li>
<li>Tables: With new Data Tables, customers can measure multiple KPIs in a single view in order to compare and make decisions about their business. Data tables allow for more flexible reporting so marketing and product can have a side-by-side analysis of metrics across the entire customer journey.</li>
</ul>
“Traditionally, marketing, product, and analytics teams have all relied on separate tools to do their jobs, but today, this siloed approach is no longer effective as organizations seek to understand how every decision and action impacts their most important metrics,” said Justin Bauer, Chief Product Officer at Amplitude. “With these customer needs in mind, we’re doubling down on digital analytics and investing in new tools that will provide holistic product insights faster. The introduction of campaign reporting, outcome metrics, and data tables make it easier for teams to consolidate their analytics solutions while expanding the types of metrics they can track across the end-to-end customer journey.”
You can learn more about Amplitude Analytics <a href="https://amplitude.com/blog/new-digital-analytics" target="_blank">here</a> or watch a <a href="https://info.amplitude.com/watch-amplitude-demo" target="_blank">demo</a>. If you're interested, Amplitude is currently hosting <a href="https://amplitude.com/amplify" target="_blank">Amplify 2022</a>, its product and growth conference, through May 26, 2022. You can <a href="https://web.cvent.com/event/6b55d27c-9646-4126-86af-bd79f33821fe/regProcessStep1:ee30c3a1-0f30-4fee-ba8c-32147f226758?refid=linkedin_organic&amp;rp=f066f728-f047-4d92-a561-ec9cf275401b" target="_blank">live stream</a>, follow on <a href="https://twitter.com/Amplitude_HQ" target="_blank">Twitter</a>, and read the <a href="https://amplitude.com/blog/" target="_blank">Amplitude blog</a> for more updates. 
<h2>About Amplitude</h2>
Amplitude is the pioneer in digital optimization software. More than 1,700 customers, including Atlassian, Instacart, NBCUniversal, Shopify, and Under Armour rely on Amplitude to help them innovate faster and smarter by answering the strategic question: "How do our digital products drive our business?" The Amplitude Digital Optimization System makes critical data accessible and actionable to every team — unifying product, marketing, developers, and executive teams around a new depth of customer understanding and common visibility into what drives business outcomes. Amplitude is the best-in-class product analytics solution, ranked #1 in G2's 2022 Spring Report. Learn how to optimize your digital products and business at <a href="https://amplitude.com/" target="_blank">amplitude.com</a>.

Amplitude Announces New Testing and Analytics Tools for Making Smarter Product Decisions at Scale

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Amplitude Announces New Testing and Analytics Tools for Making Smarter Product Decisions at Scale