{"id":4715,"date":"2024-06-30T14:28:00","date_gmt":"2024-06-30T08:58:00","guid":{"rendered":"https:\/\/www.quytech.com\/blog\/?p=4715"},"modified":"2024-12-09T12:00:35","modified_gmt":"2024-12-09T06:30:35","slug":"use-cases-of-ai-recommendation-engine-in-business","status":"publish","type":"post","link":"https:\/\/www.quytech.com\/blog\/use-cases-of-ai-recommendation-engine-in-business\/","title":{"rendered":"Top Use Cases of AI-Based Recommendation Engine or Systems"},"content":{"rendered":"\n<p>If you\u2019ve spent any amount of time online, you\u2019d know that there is a suggestion for everything that you view, save, or purchase. Head over to Amazon or Netflix and click on something that interests you and you will find:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Customers who bought this item also bought\u2026<\/strong><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Other movies you may enjoy<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Another example is the \u2018People you may know\u2019 message you get on Facebook and Instagram. All of these are examples of recommendation system usage.&nbsp;<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><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><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.quytech.com\/blog\/use-cases-of-ai-recommendation-engine-in-business\/#What_is_an_AI_Recommendation_Engine_Or_System\" >What is an AI Recommendation Engine Or System?<\/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.quytech.com\/blog\/use-cases-of-ai-recommendation-engine-in-business\/#Most_Popular_Use_Cases_of_AI_Recommendation_Systems\" >Most Popular Use Cases of AI Recommendation Systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.quytech.com\/blog\/use-cases-of-ai-recommendation-engine-in-business\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"What_is_an_AI_Recommendation_Engine_Or_System\"><\/span>What is an <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">AI Recommendation Engine Or System<\/mark>?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>A recommendation engine or system is a tool that developers use to <em>foresee<\/em> your choices in a long list of suggested items.&nbsp;Recommendation systems generally rely on purchases and page views. However, many services today make recommendations <em>in-the-moment<\/em>, thanks to Artificial Intelligence (AI), a technology that aims to simulate human intelligence. The role of <a href=\"https:\/\/www.quytech.com\/ai-development-company.php\" target=\"_blank\" rel=\"noreferrer noopener\">AI App Development Company<\/a> is vital here they are the ones who keep doing research and putting their brains and making life easier for everyone.<br><br>Recommendation systems use AI to analyze user interactions and suggest products specific to each user, based on their data. In other words, recommendation engines yield quick and accurate recommendations that are suited to every customer\u2019s preferences and needs. Amazon, for instance, <a href=\"https:\/\/fortune.com\/2012\/07\/30\/amazons-recommendation-secret\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">increased its sales by 29%<\/a> after implementing a recommendation system.<\/p>\n\n\n\n<p>There are primarily three techniques for recommendation systems namely,<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Content-based filtering<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Collaborative filtering<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Knowledge-based system<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/JHhGeyztUzFVnuasvFk1F4tkBzVQYBu1C8E5DSpFz5WKJ5jb8KMogQXnZ-fEDW3ErWKz9_Ooj7snc6yMYqCXg0HEvEBcr9HCaZfAeR96RllF2qX5unRCnuL9dgn_MVXgZm_G0fBW\" alt=\"\"\/><figcaption class=\"wp-element-caption\"><strong>Source: Medium.com<\/strong><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"Most_Popular_Use_Cases_of_AI_Recommendation_Systems\"><\/span>Most Popular <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">Use Cases of AI Recommendation Systems<\/mark><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Now that you have got a general idea about recommendation systems and use cases, here are some of the most well-known use cases of AI recommendation systems:<\/p>\n\n\n<p style=\"margin-bottom: 5px;\"><b>1. Alternative Product Recommendations<\/b><\/p>\n\n\n<p>Chances are you\u2019ve tried to pick up a product you wanted, only to find that it was out of stock. However, you probably did not leave. Instead, you found <em>something else, <\/em>although you may not have purchased it.<br><br>In order to keep the customer, companies implement a recommendation system that gives the user alternatives to the product they want. Here\u2019s an example of this:&nbsp;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion.png\"><img loading=\"lazy\" decoding=\"async\" width=\"540\" height=\"390\" src=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion.png\" alt=\"AI product recommendation\" class=\"wp-image-3232\" srcset=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion.png 540w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion-300x217.png 300w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion-230x166.png 230w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion-350x253.png 350w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2019\/11\/ai-fashion-480x347.png 480w\" sizes=\"auto, (max-width: 540px) 100vw, 540px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-bottom: 5px\"><b>2. Personalized Content<\/b><\/p>\n\n\n\n<p>With so much content out there, it can be difficult, and often overwhelming for a user to make the right decision, which is why they may not buy from you immediately. They might visit your page and others for information, compare prices, etc. In other words, you need to grab them with an incentive.&nbsp;<\/p>\n\n\n\n<p>AI allows you to understand what <em>kind<\/em> of content you need to present to get the user to take action. If you want to optimize your on-site experience, consider suggesting different recommendations for different audiences, which is what Netflix does. Personalized content is one of <em>the most<\/em> essential and popular use cases for AI-based recommendation systems<strong>.<\/strong>&nbsp;<\/p>\n\n\n\n<p><p style=\"margin-bottom: 5px\"><b>3. Related Product Recommendations<\/b><\/p><\/p>\n\n\n\n<p>Related product recommendations are another essential use case of recommendation systems. If a customer makes a purchase, it makes sense to offer them something that goes with that. If the user were to buy a pair of jeans, you could offer them a pair of shoes or a shirt that goes well with it.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-1024x576.png\" alt=\"Related Product Recommendations\" class=\"wp-image-4717\" srcset=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-1024x576.png 1024w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-300x169.png 300w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-768x432.png 768w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-1536x864.png 1536w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-830x467.png 830w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-230x129.png 230w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-350x197.png 350w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation-480x270.png 480w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/01\/recommendation.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>Just about every store in existence implements this popular use case. Be sure to look out for the \u2018Complete the look\u2019 or \u2018You might also like\u2019 sections when you shop online the next time. The added advantage is that the recommendation system can analyze the individual\u2019s search and purchase behavior, providing them with accurate suggestions based on the patterns it detects.&nbsp;<\/p>\n\n\n\n<p><p style=\"margin-bottom: 5px\"><b>4. Recommendations For The 404 Page<\/b><\/p><\/p>\n\n\n\n<p>Very few things annoy users more than when they encounter the 404 error on a website. If you want to reduce their annoyance and the chances of losing them to another site, implementing a recommendation system is an excellent idea.<br><br>Consider displaying products similar to the ones that the user <em>has viewed on your site.<\/em> You could also show them your best selling products under different categories. It is vital to ensure your visitors stay on your website to increase your chances of having them revisit you.&nbsp;<\/p>\n\n\n\n<p><p style=\"margin-bottom: 5px\"><b>5. Product Recommendations For Voice Shoppers<\/b><\/p><\/p>\n\n\n\n<p>If you haven\u2019t heard, people are increasingly consuming content on audio platforms like Spotify, Apple Music, etc., with brands and content creators coming out with podcasts and repurposed pieces from videos to appeal to an entirely different audience that prefers audio.&nbsp;<\/p>\n\n\n\n<p>Audio has penetrated online shopping as well, considering the success of products like Google Home and Amazon Echo. Implementing a recommendation system to target voice shoppers by keeping them updated on the latest sales, discounts, offers, promotions, news, etc. is an effective way to increase your sales, especially considering people do not mind receiving these updates this way.<\/p>\n\n\n\n<p><p style=\"margin-bottom: 5px\"><b>6. Personalized Merchandising<\/b><\/p><\/p>\n\n\n\n<p>Here\u2019s another interesting use case of<a href=\"https:\/\/www.quytech.com\/ai-based-recommendation-system-development-services.php\"> <strong>AI-based recommendation systems<\/strong><\/a><strong> <\/strong>&#8211; personalized merchandising.&nbsp; AI enables you to gather data from a customer\u2019s current and past shopping sessions, thus helping you craft attractive offers. Depending on the type of customer or visitor you are dealing with, you can either show them your best sellers, personalized discounts, up-sell offers and so forth. A recommendation system can also help you choose which inventory to show your customers, depending on what they are looking for.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>There you have it &#8211; these are some of the most well-known and utilized use cases for AI-based recommendation systems. Be sure to watch out for them the next time you open Amazon, Netflix, or any other online store. Other use cases include recommendations of weekly &amp; monthly top products, location-based recommendations, and better product search experience. Leverage them to the fullest to unbox innumerable advantages.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you\u2019ve spent any amount of time online, you\u2019d know that there is a suggestion for everything that you view, save, or purchase. Head over [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":4780,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[354],"tags":[671,655,1830,1829,1831],"class_list":["post-4715","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-ai-development","tag-artificial-intelligence","tag-use-cases-of-ai-based-recommendation-engine","tag-use-cases-of-ai-based-recommendation-engine-or-systems","tag-use-cases-of-ai-based-recommendation-systems"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Top Use Cases of AI-Based Recommendation Engine<\/title>\n<meta name=\"description\" content=\"Explore practical use cases of AI-based recommendation systems and how they optimize user experience and engagement in different industries.\" \/>\n<meta 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