{"id":1230,"date":"2023-07-31T06:57:00","date_gmt":"2023-07-31T01:27:00","guid":{"rendered":"http:\/\/mag.vue.ai\/?p=1230"},"modified":"2024-06-10T11:37:51","modified_gmt":"2024-06-10T06:07:51","slug":"personalized-product-recommendation-retail","status":"publish","type":"post","link":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/","title":{"rendered":"Dynamic Personalization: Tailor Shopper Journeys With Personalized Product Recommendations"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_65 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69f88112ad50c\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69f88112ad50c\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#tailor-shopper-journeys-with-personalized-product-recommendations\" title=\"Tailor Shopper Journeys With Personalized Product Recommendations\">Tailor Shopper Journeys With Personalized Product Recommendations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#the-vueai-dynamic-personalization-at-work\" title=\"The Vue.Ai Dynamic Personalization At Work\">The Vue.Ai Dynamic Personalization At Work<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#1-user-behavior-shopper-intent\" title=\"1. User Behavior &amp; Shopper Intent\">1. User Behavior &amp; Shopper Intent<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#2-understanding-visual-preferences\" title=\"2. Understanding Visual Preferences\">2. Understanding Visual Preferences<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#a-shape-driven-shopper-journey\" title=\"a. Shape Driven Shopper Journey\">a. Shape Driven Shopper Journey<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#b-color-driven-shopper-journey\" title=\"b. Color-Driven Shopper Journey\">b. Color-Driven Shopper Journey<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#c-pattern-driven-shopper-journey\" title=\"c. Pattern-Driven Shopper Journey\">c. Pattern-Driven Shopper Journey<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#other-facet-affinities-the-feedback-cycle\" title=\"Other Facet Affinities &amp; The Feedback Cycle\">Other Facet Affinities &amp; The Feedback Cycle<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#how-it-all-comes-together\" title=\"How It All Comes Together\">How It All Comes Together<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#do-i-really-need-dynamic-personalization\" title=\"Do I REALLY Need Dynamic Personalization?\">Do I REALLY Need Dynamic Personalization?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#learn-more-about-product-recommendation-engine\" title=\"Learn More About Product Recommendation Engine\">Learn More About Product Recommendation Engine<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#read-more-about-personalization-platform\" title=\"Read More About Personalization platform\">Read More About Personalization platform<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#read-more-about-personalization-engine\" title=\"Read More About Personalization Engine\">Read More About Personalization Engine<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/#learn-more-about-personalized-search\" title=\"Learn More About Personalized Search\">Learn More About Personalized Search<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">6<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span><p><span style=\"font-weight: 400;\"><em><strong>Dynamic personalization<\/strong><\/em> is effortless and gives you more bang for your buck &#8211; ensuring you don\u2019t end up leaving money on the table. If there\u2019s one thing that I\u2019ve learned about shopping, it\u2019s that it\u2019s an extremely visceral experience. Whether you\u2019re trying to compete with offline retail, or simply augmenting your existing offline stores with an online presence &#8211; the one thing that you\u2019ll have to agree to is the fact that we\u2019ve stripped our websites and apps with the experience of going to a store. Just to give you a mental picture: the personalized <a href=\"https:\/\/www.vue.ai\/products\/product-recommendations\/\">product recommendation<\/a> provide the experience of having someone guiding shoppers, showing them options in the colors they like, the styles they like, or simply the brands they like (in their preferred price range). <\/span><\/p>\n<p><span style=\"font-weight: 400;\">To make matters more complicated, shoppers today are an impatient lot. More often than not, all you\u2019ve got is about 30 seconds to grab their attention. Even if the intent to purchase is high, 30 minutes is the maximum time allotted by them to any shopping escapade. So how do you get their attention in the shortest time possible? More importantly, how do you ensure that they don\u2019t abandon your site?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">With the restriction on screen sizes and the lack of real estate, we don\u2019t blame you for wondering what you can do to make sure that each shopper on your site feels special. And that special treatment cannot be restricted to offers and discounts because if you want to maximize your customer lifetime value (CLTV), you need to show them intelligent recommendations that are tailored specifically to their preferences.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"tailor-shopper-journeys-with-personalized-product-recommendations\"><\/span>Tailor Shopper Journeys With Personalized Product Recommendations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vue.ai\u2019s Dynamic Personalization ensures that you personalize every step of your shoppers\u2019 journey. Our proprietary AI tech is able to use every shopper action to uncover shopper intent, ensuring that the retail journey is tailor-made for individual needs. What makes our personalization more dynamic? Our dynamic algorithms deliver real-time personalization, and the intelligent recommendations are shown for a specific user evolve within that very same visit, based on their immediate last few clicks, in addition to their historical data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">While most personalization approaches are data-driven, taking only segment or shopper cohorts; Vue.ai\u2019s algorithms take into account the visual preferences of your shoppers in addition to clickstream data that is commonly derived from every interaction of the shopper with the site, or app. A combination of inputs, as shown in the image below, is fed into our <a href=\"https:\/\/www.vue.ai\/solutions\/ai-personalization-engine\/\">personalization engines<\/a>, and they continue to evolve and learn dynamically as feedback and new data points are gathered. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">In essence, you see <a href=\"https:\/\/www.vue.ai\/industries\/ai-in-ecommerce\/\">personalized product recommendations<\/a> for each shopper on the same site. Pretty cool stuff, right? Dynamic personalization works not only for your homepage but also the product pages, category listing pages, checkout and order confirmation pages. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">As for the bottom line &#8211; higher conversions and click-through rates, a win for everyone!<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"the-vueai-dynamic-personalization-at-work\"><\/span>The Vue.Ai Dynamic Personalization At Work<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Taking a closer look into how the engine works, it captures every single shopper\u2019s retail path &#8211; simultaneously and real-time. The inputs that go into developing the personalization models (as shown in the image below) come in several flavours.<\/p>\n<figure id=\"attachment_4037\" aria-describedby=\"caption-attachment-4037\" style=\"width: 750px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4037\" title=\"personalized product recommendations\" src=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Personalized-Product-Recommendation-300x192.jpeg\" alt=\"personalized-product-recommendation-ecommerce-fashion-retail\" width=\"750\" height=\"479\" srcset=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Personalized-Product-Recommendation-300x192.jpeg 300w, https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Personalized-Product-Recommendation-768x491.jpeg 768w, https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Personalized-Product-Recommendation.jpeg 887w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><figcaption id=\"caption-attachment-4037\" class=\"wp-caption-text\"><strong>Dynamic Personalization at Work<\/strong><\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"1-user-behavior-shopper-intent\"><\/span><strong>1. User Behavior &amp; Shopper Intent<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">By taking into account shoppers\u2019 habits and their online behavior, the dynamic personalization\u00a0is able to leverage this information to allow your shoppers to engage with your brand better. How? By offering them something they might be interested in versus something that they have no idea of. So what you get, is personalized product recommendations and category listing on steroids! This makes your brand or marketplace more relatable to your shoppers &#8211; as well as allowing you to nurture and attract a larger and more loyal customer base. As customers engage with the recommendations, their feedback pipes into the engine making this a constantly evolving loop. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Leveraging computer vision-based technology, our models are easily able to uncover shopper intent. Each click on a product allows the algorithms to clarify a shopper\u2019s specific attribute preferences as well. When this is combined with historical behavioral patterns logged by the engine, it becomes possible for the engine to accurately map to shopper intent, highlighting the most relevant products using real-time personalization.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2-understanding-visual-preferences\"><\/span><strong>2. Understanding Visual Preferences<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Here is where Vue.ai\u2019s Dynamic Personalization truly makes a difference. Built on industry-leading Computer Vision algorithms, the engine understands all the visual cues your shoppers are leaving behind as they browse through your catalog.<\/p>\n<p><span style=\"font-weight: 400;\">Our Computer vision technology can identify three broad visual preferences, broken down in further detail below.<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"a-shape-driven-shopper-journey\"><\/span><strong>a. Shape Driven Shopper Journey<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>When a shopper identifies a particular shape or style that suits their body type, our algorithms are able to carefully identify the selected type of silhouette. For example, if a shopper likes long dresses, that particular silhouette is identified and maximized upon as the shopper progresses through that particular category.<\/p>\n<figure id=\"attachment_1231\" aria-describedby=\"caption-attachment-1231\" style=\"width: 1920px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1231 size-full\" title=\"personalization based on shopper prefernce\" src=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Shape.gif\" alt=\"shape similarity personalization\" width=\"1920\" height=\"1003\" \/><figcaption id=\"caption-attachment-1231\" class=\"wp-caption-text\">Personalization based on shape preferences<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">As demonstrated in the visual above, the shopper is clearly looking at a medium length dresses, both long and short-sleeved, which might not be the same color or pattern as the one which the shopper started the journey with. Our algorithms are able to pick up those specific cues &#8211; tailoring a <a href=\"https:\/\/www.vue.ai\/solutions\/ai-personalization-engine\/\">real-time personalization<\/a> journey that highlights dresses that fall under similar silhouettes.<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"b-color-driven-shopper-journey\"><\/span><strong>b. Color-Driven Shopper Journey<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Similar to the shape-driven shopper journey, the color-driven journey is one where the shopper clearly spells out an intent to look for a particular color. The algorithms are able to understand the shopper\u2019s affinity for a particular color, making sure that color is given a higher weightage than all the other parameters.<\/p>\n<figure id=\"attachment_1232\" aria-describedby=\"caption-attachment-1232\" style=\"width: 1920px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1232 size-full\" title=\"Personalization based on shopper prefered colors\" src=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Color.gif\" alt=\"color similarity personalization\" width=\"1920\" height=\"1003\" \/><figcaption id=\"caption-attachment-1232\" class=\"wp-caption-text\">Personalization based on the shopper&#8217;s preferred colors<\/figcaption><\/figure>\n<p>For example, in the image shown above, the shopper exhibited an intent to purchase a blue colored top. It is clear that our tech is making sure that the color blue is given a higher weightage than all the other variables in consideration.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"c-pattern-driven-shopper-journey\"><\/span><strong>c. Pattern-Driven Shopper Journey<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>To show solids, or to show prints? So if it\u2019s patterns that the shopper likes &#8211; it&#8217;s patterned they get! And this is augmented by the Computer Vision technology that can differentiate between Madras, Gingham, Polka dots, Aztec print, or even Paisley!<\/p>\n<figure id=\"attachment_1233\" aria-describedby=\"caption-attachment-1233\" style=\"width: 1500px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1233 size-full\" title=\"personalization based on preferred patterns\" src=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2017\/06\/Pattern.gif\" alt=\"pattern similarity personalization\" width=\"1500\" height=\"784\" \/><figcaption id=\"caption-attachment-1233\" class=\"wp-caption-text\">Personalization based on the shopper&#8217;s preferred patterns<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">It even understands animal prints, as is demonstrated in the following image &#8211; the shopper is clicking through results that have leopard prints in them, which allows for the experience to be tailored towards showcasing personalized product recommendations that have visually similar prints.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"other-facet-affinities-the-feedback-cycle\"><\/span><strong>Other Facet Affinities &amp; The Feedback Cycle<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Apart from these specific visual cues, there are a lot of other variables &#8211; both visual and non-visual, that are taken into account. Materials and fabric types &#8211; whether it\u2019s cotton, silk, or chiffon &#8211; we\u2019ve got them all covered! In addition, attributes such as brand affinities are also added to the mix. Our algorithms are constantly tracking each interaction too, looking for cues to fine-tune exactly what attributes the shopper has an affinity towards.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"how-it-all-comes-together\"><\/span><strong>How It All Comes Together<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">All these factors are key inputs to the <a href=\"https:\/\/www.vue.ai\/solutions\/ai-personalization-engine\/\">personalization model<\/a>. The models are trained and retrained continuously in order to make our recommendations dynamic in nature. Continuous optimization of these models is sustained through the feedback loop that happens as recommendations are clicked on, all in real-time. In many instances, A\/B tests are performed, wherein a set of users are shown recommendations with certain affinities boosted more than others, to evaluate the performance of different affinity boosts, the results of which are used to retrain the model. Experimentation is key to ensuring that optimal weights are given to the relevant user affinities.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"do-i-really-need-dynamic-personalization\"><\/span><strong>Do I REALLY Need Dynamic Personalization?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">So what is all this personalization ramble about, and why is more important now, more than ever, to focus on it? Well, for starters, the fact that no two shopper personas are the same. And while you might have multiple shoppers looking at red dresses, there are many more variables at play than just the category and the color. Dynamic personalization allows you to decipher the mindset of your shoppers, understanding their shopping needs versus wants, driving sustained engagement on your site. Therefore, converting the window shoppers into buyers. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">One of the key elements of personalization that has been overlooked thus far has been the ability to respond to shoppers\u2019 intent in real-time. With Vue.ai\u2019s Dynamic Personalization,\u00a0it has become much easier for you to find out your shoppers\u2019 sweet spot. Thus helping you focus right where you need to while ensuring higher conversions by providing <a href=\"https:\/\/www.vue.ai\/solutions\/ai-personalization-engine\/\">real-time personalization<\/a> to every shopper.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dynamic personalization is effortless and gives you more bang for your buck &#8211; ensuring you don\u2019t end up leaving money on the table. Pretty simple, if you ask me. If you still need convincing, drop a comment to schedule a quick, 1:1 demo. We\u2019re sure you\u2019ll like what you\u2019ll see!<\/span><\/p>\n<h3 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"learn-more-about-product-recommendation-engine\"><\/span>Learn More About <a href=\"https:\/\/www.vue.ai\/products\/product-recommendations\/\">Product Recommendation Engine<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"read-more-about-personalization-platform\"><\/span>Read More About <strong><a href=\"https:\/\/www.vue.ai\/solutions\/ai-personalization-engine\/\">Personalization platform<\/a><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"read-more-about-personalization-engine\"><\/span>Read More About <a href=\"https:\/\/www.vue.ai\/solutions\/ai-personalization-engine\/\">Personalization Engine<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"learn-more-about-personalized-search\"><\/span>Learn More About <strong><a href=\"https:\/\/www.vue.ai\/products\/ai-powered-personalized-search\/\">Personalized Search<\/a><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">6<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span> Dynamic personalization is effortless and gives you more bang for your buck &#8211; ensuring you don\u2019t end up leaving money on the table. If there\u2019s one thing that I\u2019ve learned about shopping, it\u2019s that it\u2019s an extremely visceral experience. Whether you\u2019re trying to compete with offline retail, or simply augmenting your existing offline stores with  &#8230;<\/p>\n","protected":false},"author":23,"featured_media":1234,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1162],"tags":[27,8,9,29,10],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Dynamic Personalization: Shopper Journeys With Recommendations | Vue<\/title>\n<meta name=\"description\" content=\"Dynamic personalization is effortless and gives you more bang for your buck - ensuring you don\u2019t end up leaving money on the table.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/personalized-product-recommendation-retail\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Dynamic Personalization: Shopper Journeys With Recommendations | Vue\" \/>\n<meta property=\"og:description\" content=\"Dynamic personalization is effortless and gives you more bang for your buck - 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