{"id":6212,"date":"2023-11-10T13:04:59","date_gmt":"2023-11-10T13:04:59","guid":{"rendered":"https:\/\/www.prefixbox.com\/blog\/?p=6212"},"modified":"2026-01-16T15:56:55","modified_gmt":"2026-01-16T15:56:55","slug":"vector-search-the-future-of-e-commerce","status":"publish","type":"post","link":"https:\/\/www.prefixbox.com\/blog\/vector-search-the-future-of-e-commerce\/","title":{"rendered":"Vector Search: The Future of E-commerce Search?"},"content":{"rendered":"\n<div class=\"wp-block-getwid-section alignfull post-header has-inner-blocks-gap-small getwid-section-content-custom-width\" style=\"margin-top:;margin-bottom:50px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-left-medium getwid-padding-right-medium\" style=\"padding-top:30px;padding-bottom:20px\"><div class=\"wp-block-getwid-section__inner-wrapper\" style=\"max-width:1140px\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\" style=\"opacity:0.2;mix-blend-mode:normal\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<h1 class=\"has-text-align-center has-text-color\" id=\"gf81f2a1c12e1\" style=\"color:#2d3064\">Vector Search: The Future of E-commerce Search?<\/h1>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:30px\" aria-hidden=\"true\"><\/div>\n\n\n\n<div class=\"wp-block-columns has-2-columns are-vertically-aligned-center\">\n<div class=\"wp-block-column is-vertically-aligned-top is-vertically-aligned-center\">\n<p>Vector search improves e-commerce search by understanding the <em>meaning<\/em> behind queries and products, not just matching keywords, so shoppers get more relevant results, faster product discovery, and a better experience.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center\" style=\"flex-basis:500px\">\n<div class=\"wp-block-image\"><figure class=\"alignleft size-large\"><img loading=\"lazy\" width=\"1024\" height=\"953\" src=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-1024x953.png\" alt=\"Vector Search illustration - a brain in a vector plane\" class=\"wp-image-6248\" srcset=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-1024x953.png 1024w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-300x279.png 300w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-768x714.png 768w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-1536x1429.png 1536w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-938x873.png 938w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img-1130x1051.png 1130w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/blog_header_img.png 1720w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<div class=\"wp-block-getwid-table-of-contents is-style-default table-of-contents-toc\"><ul class=\"wp-block-getwid-table-of-contents__list\"><li><a href=\"#g1c4d82ccd76a\">What is vector search in e-commerce?<\/a><\/li><li><a href=\"#ge8d9942469e5\">When should you adopt vector search for your online store?<\/a><\/li><li><a href=\"#g1c4d82ccd76a\">Why is e-commerce search so important?<\/a><\/li><li><a href=\"#g92a664ca0707\">What are the main issues with traditional keyword search?<\/a><\/li><li><a href=\"#gffc42fde3fa2\">How is vector search different from keyword search?<\/a><\/li><li><a href=\"#gd8a61f308b94\">What are the biggest benefits of vector search for e-commerce businesses?<\/a><ul><li><a href=\"#gd8cfbf3d7a95\">1. Result Relevance Improvement<\/a><\/li><li><a href=\"#g6de9a641f1c4\">2. Enhanced User Experience<\/a><\/li><li><a href=\"#gf4a13d8fdeb5\">3.Faster Shopping Journey<\/a><\/li><li><a href=\"#g0b5b5f214500\">4. Less Manual Synonym Editing Work<\/a><\/li><li><a href=\"#ga351e96ec788\">5. Improved Personalization and Recommendations<\/a><\/li><li><a href=\"#g6f868edc486e\">6. Adaptation to Evolving Language<\/a><\/li><li><a href=\"#g7b7722400c82\">7. Smart Ranking<\/a><\/li><\/ul><\/li><li><a href=\"#gebbbe50f6eac\">What is hybrid or AI search (vector + keyword)?<\/a><\/li><li><a href=\"#ga9dfa69b7ce8\">Wrap up: Is vector search \u201cthe future\u201d of e-commerce search?<\/a><\/li><\/ul><\/div>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:52px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"g1c4d82ccd76a\"><strong>What is vector search in e-commerce?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p><strong>Answer:<\/strong> Vector search is a search methodology that returns more relevant results by using signals like product descriptions and user behavior to understand what shoppers <em>mean<\/em>\u2014not only what they <em>type<\/em>.<\/p>\n\n\n\n<p><strong>When this is true:<\/strong><\/p>\n\n\n\n<ul><li>Shoppers search with broad, natural-language phrases.<\/li><li>Product data contains rich text (descriptions, attributes, metadata).<\/li><li>You want relevance beyond literal keyword overlap.<\/li><\/ul>\n\n\n\n<p><strong>When it\u2019s false:<\/strong><\/p>\n\n\n\n<ul><li>Your catalog is tiny and shoppers search by exact SKU\/name.<\/li><li>You only need strict keyword matching.<\/li><\/ul>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:52px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"ge8d9942469e5\"><strong>When should you adopt vector search for your online store?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p><strong>Answer:<\/strong> Adopt vector search when your catalog is large, queries are diverse, and keyword-only search produces irrelevant results or requires heavy manual tuning.<\/p>\n\n\n\n<p><strong>When this is true:<\/strong><\/p>\n\n\n\n<ul><li>You see many broad queries and zero-result searches.<\/li><li>Synonym maintenance is becoming a constant task.<\/li><li>You want stronger personalization and smarter ranking.<\/li><\/ul>\n\n\n\n<p><strong>When it\u2019s less urgent:<\/strong><\/p>\n\n\n\n<ul><li>Your shoppers search mostly by exact product names.<\/li><li>Your assortment and terminology are stable and limited.<\/li><\/ul>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:52px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"g1c4d82ccd76a\"><strong>Why is e-commerce search so important?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Search is a major revenue driver because searchers often have strong purchase intent and spend more than non-searchers.<\/p>\n\n\n\n<p>The search bar is the key to directing shoppers to the products they want to buy.<\/p>\n\n\n\n<p class=\"paragraph-highlight has-background\" style=\"background-color:#eaf2ff\">People who search <strong><a href=\"https:\/\/www.salesforce.com\/video\/3595775\/\" target=\"_blank\" rel=\"noopener\">spend 2.6 times more money<\/a>&nbsp;<\/strong>compared to non-searchers, and on for B2B sites, <strong><a href=\"https:\/\/www.forrester.com\/blogs\/a-social-take-on-social-selling\/\" target=\"_blank\" rel=\"noopener\">92% of purchases<\/a><\/strong>&nbsp;start with search!&nbsp; &nbsp;<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"g92a664ca0707\"><strong>What are the main issues with traditional keyword search?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Keyword search relies heavily on exact term matching, which often requires extensive manual optimization (weights, tuning, synonyms) to avoid irrelevant results and lost revenue.<\/p>\n\n\n\n<p><strong>When this becomes a problem:<\/strong><\/p>\n\n\n\n<ul><li>Shoppers use vague queries (\u201cshoes for winter hiking\u201d) instead of exact product terms.<\/li><li>Synonyms and language changes aren\u2019t covered (e.g., \u201ctrainer\u201d vs \u201csneaker\u201d).<\/li><li>Results include \u201ctechnically matching\u201d products that aren\u2019t what the shopper wanted.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-1024x1024.jpg\" alt=\"Online E-commerce store illustration\" class=\"wp-image-6241\" srcset=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-1024x1024.jpg 1024w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-300x300.jpg 300w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-150x150.jpg 150w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-768x768.jpg 768w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-1536x1536.jpg 1536w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-2048x2048.jpg 2048w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-938x938.jpg 938w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943861-min-1130x1130.jpg 1130w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>This is where <strong>vector search<\/strong> enters the scene, a transformative technology that has the potential to redefine the E-commerce search experience.<\/p>\n\n\n\n<p class=\"paragraph-highlight has-background\" style=\"background-color:#eaf2ff\">Vector and keyword-based search can be combined to give you the most powerful search on the market.<\/p>\n\n\n\n<p>But first let&#8217;s get started with an overview of vector search.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"gffc42fde3fa2\"><strong>How is vector search different from keyword search?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Keyword search matches words; vector search matches <em>meaning<\/em> by modeling relationships between items and queries (concept-level similarity).<\/p>\n\n\n\n<p>Vector search is a search methodology that provides even more relevant results by taking into account information like: <strong>product<\/strong>\u00a0<strong>descriptions<\/strong>\u00a0and <strong>user behavior<\/strong>\u00a0to return better quality search results.<\/p>\n\n\n\n<p>Unlike traditional keyword search , vector search seeks to understand the <a href=\"https:\/\/www.infoworld.com\/article\/3634357\/what-is-vector-search-better-search-through-ai.html\" target=\"_blank\" rel=\"noopener\">inherent qualities and relationships between items in a dataset.<\/a> To put it even more simply, it&#8217;s like transitioning from looking up words in a dictionary to understanding concepts and their connections.<\/p>\n\n\n\n<p class=\"paragraph-highlight has-background\" style=\"background-color:#eaf2ff\"><strong>Vector Search<\/strong>&nbsp;goes beyond mere keywords, diving deep into the very <strong>nature of products,<\/strong> understanding their features and nuances. This means more relevant search results, better product recommendations, and an altogether more satisfying shopping journey.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"gd8a61f308b94\"><strong>What are the biggest benefits of vector search for e-commerce businesses?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p><strong>Answer:<\/strong> Vector search improves relevance, UX, speed, synonym handling, personalization, adaptability to language, and ranking quality\u2014leading to better search outcomes and revenue potential.<\/p>\n\n\n\n<p>Below are the <strong>7 main advantages<\/strong> as reorganized into snackable blocks:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"683\" src=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-1024x683.jpg\" alt=\"E-commerce vector search illustration\" class=\"wp-image-6242\" srcset=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-1024x683.jpg 1024w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-300x200.jpg 300w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-768x512.jpg 768w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-1536x1024.jpg 1536w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-2048x1365.jpg 2048w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-938x625.jpg 938w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/20943904-1130x753.jpg 1130w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"gd8cfbf3d7a95\"><strong>1<\/strong>. <strong>Result Relevance Improvement<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Vector search enables shoppers to search more generally, while prioritizing relevancy, which means even if they cannot exactly explain what product they need, they can search for the concept and receive matching results.<\/p>\n\n\n\n<p>Take the following queries for example:<\/p>\n\n\n\n<ol><li>home decor items for a minimalist living room<\/li><li>engagement rings with sapphire stones<\/li><li>skincare products for sensitive skin<\/li><li>hiking boots for all-terrain trekking<\/li><li>recommend pet toys for large dogs<\/li><\/ol>\n\n\n\n<p>A search engine powered by vector search would understand these broadly described concepts, and provide the user with the following results:<\/p>\n\n\n\n<ol><li>furniture, lighting and accessories that align with the minimalist aesthetic<\/li><li>a list of rings specifically designed for engagement, featuring sapphire gemstones<\/li><li>all kinds of skincare products known to be gentle and beneficial for sensitive skin (moisturizers, cleansers, serums)<\/li><li>hiking boots known for their durability and performance on various terrains<\/li><li>a selection of pet toys specifically designed for larger breeds, taking into account durability and safety<\/li><\/ol>\n\n\n\n<p>By leveraging a technology that can understand such queries, you can boost your search coverage, which will lead to Zero Result Search Rate reduction, and <strong>Search Success Rate, Conversion Rate, and Revenue<\/strong> increases.<\/p>\n\n\n\n<p>If you want to dive deeper into measuring your E-commerce store, <a href=\"https:\/\/www.prefixbox.com\/blog\/ecommerce-kpis\/\">check our comprehensive guide on the 25 most essential E-commerce KPIs.<\/a><\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"g6de9a641f1c4\">2. <strong><strong>Enhanced User Experience<\/strong><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Vector search enhances the overall shopping experience.<\/p>\n\n\n\n<p>Besides returning more relevant results and enabling shoppers to search using natural language (no need for exact keyword matches), it supports real-time updates, so shoppers always see in-stock products and the most up-to-date product information. Of course, it also helps reduce the appearance of irrelevant products.<\/p>\n\n\n\n<p>All this together can lead to<strong> longer sessions, a <a href=\"https:\/\/uxstudioteam.com\/ux-blog\/retention\/\" target=\"_blank\" rel=\"noopener\">higher retention rate<\/a>, and a greater sense of user satisfaction.<\/strong><\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"gf4a13d8fdeb5\">3.<strong><strong><strong>Faster Shopping Journey<\/strong><\/strong><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<p><\/p>\n\n\n\n<p>Vector search streamlines the search process, ensuring a quicker shopping journey for the user. Its ability to understand and interpret intent means that customers spend less time thinking about how to phrase, then rephrase their search queries, sometimes several times in a row.&nbsp;<\/p>\n\n\n\n<p>By using <a href=\"https:\/\/www.elastic.co\/what-is\/vector-search\" target=\"_blank\" rel=\"noopener\">vector representations<\/a>, the search engine narrows down the search space to focus on items that are semantically similar to the user&#8217;s query. This reduces the number of items that need to be considered during the search process, and as a consequence, it can provide results more quickly since it doesn&#8217;t need to sift through a vast number of irrelevant items.<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"g0b5b5f214500\">4. <strong><strong><strong>Less Manual Synonym Editing Work<\/strong><\/strong><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p><a href=\"https:\/\/www.elastic.co\/blog\/boosting-the-power-of-elasticsearch-with-synonyms\" target=\"_blank\" rel=\"noopener\">Synonym management<\/a> is an important, but extremely time-consuming, way to optimize your online store\u2019s search results. Most often, tagging products and keywords with relevant synonymous keywords is a manual process.<\/p>\n\n\n\n<p>There are solutions for automatically mining and recommending synonyms for search keywords in order to improve synonym management productivity, but these recommendations still need to be manually reviewed for accuracy.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-1024x1024.jpg\" alt=\"Vector Search synonym management illustration\" class=\"wp-image-6243\" srcset=\"https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-1024x1024.jpg 1024w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-300x300.jpg 300w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-150x150.jpg 150w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-768x768.jpg 768w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-1536x1536.jpg 1536w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-938x938.jpg 938w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714-1130x1130.jpg 1130w, https:\/\/www.prefixbox.com\/blog\/wp-content\/uploads\/2023\/11\/8797714.jpg 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Vector search can handle synonyms automatically based on the language model it leverages by machine learning techniques.<br>By freeing up your team from this time-intensive process, imagine how much more time they\u2019ll have for other conversion rate- and UX optimizations.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"ga351e96ec788\">5. <strong><strong><strong>Improved Personalization and Recommendations<\/strong><\/strong><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>By deeply understanding product relationships, vector search powers advanced personalization and recommendation systems. This not only helps customers discover new items they might love but also increases cross-selling and upselling opportunities for E-commerce businesses, and can even be used for digital marketing purposes as well.<\/p>\n\n\n\n<p>Besides creating vector embeddings of the search queries sent and the products in your stock, you can make a vector space of user profiles and offer an even more personalized shopping experience for your customers based on their journey on your site and their behavior in general (categories of interest, previous purchases, etc.)&nbsp;<\/p>\n\n\n\n<p>Learn more about AI-drive product recommendation <a href=\"https:\/\/www.prefixbox.com\/blog\/ecommerce-product-recommendations\/\">from our all-inclusive guide<\/a>.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"g6f868edc486e\">6. <strong><strong><strong><strong>Adaptation to Evolving Language<\/strong><\/strong><\/strong><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<p><\/p>\n\n\n\n<p>This is a significant challenge for search engines, as language is constantly evolving with the introduction of new words, phrases, and shifts in terminology.&nbsp;<\/p>\n\n\n\n<p>Traditional keyword-based search relies on predefined lists of keywords, which results in less adaptiveness to linguistic changes. This limitation might lead to a less satisfactory shopper experience.&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Thanks to <a href=\"https:\/\/monkeylearn.com\/blog\/what-is-natural-language-processing\/\" target=\"_blank\" rel=\"noopener\">Natural Language Processing (NLP)<\/a>, vector-based search models can adapt more quickly to changes in language usage and stay current with evolving language through machine learning.<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h3 id=\"g7b7722400c82\">7. <strong><strong><strong><strong>Smart Ranking<\/strong><\/strong><\/strong><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Besides the traditional keyword-based search scores, like the matching and the popularity score, vector-based search results have a so-called<a href=\"https:\/\/labelbox.com\/blog\/how-vector-similarity-search-works\/\" target=\"_blank\" rel=\"noopener\"> similarity score.<\/a> This is computed based on the item&#8217;s vector distance from the query&#8217;s vector.<\/p>\n\n\n\n<p>A search solution powered by vector databases ranks the search results based on their similarity to the query. The most similar items are retrieved and presented to the user.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:64px\" aria-hidden=\"true\"><\/div>\n\n\n\n<h2 id=\"gebbbe50f6eac\"><strong>What is hybrid or AI search (vector + keyword)?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p><a href=\"https:\/\/www.prefixbox.com\/en-us\/solutions\/search-suite\/ai-search-engine\" data-type=\"URL\" data-id=\"https:\/\/www.prefixbox.com\/en-us\/solutions\/search-suite\/ai-search-engine\" target=\"_blank\" rel=\"noreferrer noopener\">Hybrid or AI search<\/a> blends vector search and keyword search results to combine the strengths of both: more coverage and better relevance across more query types.<\/p>\n\n\n\n<p><strong>Decision rule:<\/strong><\/p>\n\n\n\n<ul><li>Use <strong>keyword search<\/strong> when exact terms matter (SKUs, brand+model, part numbers).<\/li><li>Use <strong>vector search<\/strong> when intent\/meaning matters (broad needs, natural language).<\/li><li>Use <strong>hybrid search<\/strong> when you want consistent performance across both.<\/li><\/ul>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:52px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p><\/p>\n\n\n\n<h2 id=\"ga9dfa69b7ce8\"><strong>Wrap up: Is vector search \u201cthe future\u201d of e-commerce search?<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-getwid-section getwid-margin-top-none\" style=\"margin-bottom:-20px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<hr class=\"wp-block-separator has-text-color has-background blog-content-separator\" style=\"background-color:#3de3cf;color:#3de3cf\"\/>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p>Vector search is transforming e-commerce search because it improves how shoppers discover products by understanding intent, especially when deployed as part of a hybrid search approach that also keeps keyword precision.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this article, we discuss what vector search is, and the main advantages vector search has over traditional keyword search technology<\/p>\n","protected":false},"author":11,"featured_media":6257,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[11],"tags":[],"_links":{"self":[{"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/posts\/6212"}],"collection":[{"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/comments?post=6212"}],"version-history":[{"count":38,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/posts\/6212\/revisions"}],"predecessor-version":[{"id":7659,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/posts\/6212\/revisions\/7659"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/media\/6257"}],"wp:attachment":[{"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/media?parent=6212"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/categories?post=6212"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.prefixbox.com\/blog\/wp-json\/wp\/v2\/tags?post=6212"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}