{"id":638730,"date":"2024-09-18T17:00:00","date_gmt":"2024-09-18T14:00:00","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/how-google-search-uses-ai\/"},"modified":"2024-09-18T17:00:00","modified_gmt":"2024-09-18T14:00:00","slug":"how-google-search-uses-ai","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/","title":{"rendered":"#How Google Search uses AI"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a24918da5db7\" 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: #dd3333;color:#dd3333\" 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: #dd3333;color:#dd3333\" 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-6a24918da5db7\" 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:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#Explore_how_Googles_AI_systems_like_RankBrain_BERT_and_MUM_influence_search_results_and_what_it_means_for_your_SEO_strategy\" >Explore how Google&#8217;s AI systems like RankBrain, BERT and MUM influence search results and what it means for your SEO strategy.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#Googles_AI_systems\" >Google\u2019s AI systems<\/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:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#RankBrain_2015\" >RankBrain (2015)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#Neural_matching_2018\" >Neural matching (2018)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#BERT_2019\" >BERT (2019)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#MUM_2021\" >MUM (2021)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/how-google-search-uses-ai\/#Harnessing_AI_for_SEO_Whats_possible\" >Harnessing AI for SEO: What\u2019s possible?<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Explore_how_Googles_AI_systems_like_RankBrain_BERT_and_MUM_influence_search_results_and_what_it_means_for_your_SEO_strategy\"><\/span>Explore how Google&#8217;s AI systems like RankBrain, BERT and MUM influence search results and what it means for your SEO strategy.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\nAre your SEO efforts not delivering the results you expect, and you can\u2019t figure out why?<\/p>\n<p>Traditional SEO tactics are becoming less effective by the day. While you\u2019re focusing on keywords and backlinks, Google\u2019s AI is evolving rapidly, fundamentally changing how search results are ranked. <\/p>\n<p>This shift is h<a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>ening behind the scenes, making it increasingly difficult to understand why your content isn\u2019t performing as well as it should.<\/p>\n<p>Understanding <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/blog.google\/products\/search\/how-ai-powers-great-search-results\/\">how Google\u2019s AI systems work<\/a> is key to adapting your SEO strategy. This article explores the evolution of Google\u2019s AI \u2013 RankBrain, neural matching, BERT and MUM \u2013 and explains how these advancements are reshaping search.<\/p>\n<p>By grasping these concepts, you\u2019ll be better equipped to create content that aligns with Google\u2019s AI-driven approach, improving your chances of ranking higher in search results.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-google-s-ai-systems\"><span class=\"ez-toc-section\" id=\"Googles_AI_systems\"><\/span>Google\u2019s AI systems<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Google has been using some form of AI to identify, weigh and order URLs since around 2015, with its first AI system called RankBrain.<\/p>\n<p>Three years later, Ben Gomes, Google\u2019s Senior Vice President of Learning and Education and former Head of Search, called AI the \u201c<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/blog.google\/products\/search\/improving-search-next-20-years\/\">next chapter of Search<\/a>.\u201d<\/p>\n<p>Gomes explained that AI will allow Google to realize a better user experience, not isolated to just the query. He said AI will create \u201cthree fundamental shifts\u201d in how search works:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>From answers to journeys:<\/strong> \u201cTo help you resume tasks where you left off and learn new interests and hobbies, we\u2019re bringing new features to Search that help you with ongoing information needs.\u201d<\/li>\n<li><strong>From queries to providing a queryless way to get to information:<\/strong> \u201cWe can surface relevant information related to your interests, even when you don\u2019t have a specific query in mind.\u201d<\/li>\n<li><strong>From text to a more visual way of finding information:<\/strong> \u201cWe\u2019re bringing more visual content to Search and completely redesigning Google Images to help you find information more easily.\u201d<\/li>\n<\/ul>\n<p>This shift started with RankBrain.\u00a0<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-rankbrain-2015\"><span class=\"ez-toc-section\" id=\"RankBrain_2015\"><\/span>RankBrain (2015)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>The RankBrain system was the first step to help the search engine to \u201cunderstand how words relate to concepts.\u201d<\/p>\n<p>Understanding the connection a word has to a concept is an intelligent activity and Google\u2019s first step in understanding content like a human.<\/p>\n<p>For example, if you search \u201cWhat\u2019s the color of the sky?\u201d the AI could understand what \u201csky\u201d is and that it has a perceived color. So Google could return a result that didn\u2019t have the exact words but did answer the query.<\/p>\n<p>A few years later, Google made more progress in connecting words to concepts with neural matching.\u00a0<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-neural-matching-2018\"><span class=\"ez-toc-section\" id=\"Neural_matching_2018\"><\/span>Neural matching (2018)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>This system\/sub-system was created to help Google understand how \u201cqueries relate to pages\u201d for concepts that are more difficult to understand.<\/p>\n<p>Let\u2019s say you search \u201ctie my laces,\u201d which could mean multiple things. With neural matching, Google could understand that \u201claces\u201d means shoe laces and return results on ways to tie them.<\/p>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h3 class=\"wp-block-heading\" id=\"h-bert-2019\"><span class=\"ez-toc-section\" id=\"BERT_2019\"><\/span>BERT (2019)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>BERT stands for Bidirectional Encoder Representations from Transformers and was considered a \u201c<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/research.google\/blog\/open-sourcing-bert-state-of-the-art-pre-training-for-natural-language-processing\/\">breakthrough<\/a>.\u201d<\/p>\n<p>Think about BERT as the evolution of RankBrain and neural matching, so now Google could understand how multiple words in a sentence relate to multiple words on the page and the concepts behind them.<\/p>\n<p>BERT seems to be important for<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/medium.com\/ubiai-nlp\/mastering-named-entity-recognition-with-bert-ca8d04b67b18\"> entity recognition<\/a>. This can help google understand a brand name, who a person is and maybe even what their expertise is in a given topic.<\/p>\n<p>This is the type of AI model that makes generative AI and AI Overviews possible. Google has been using it since 2019.\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>Related to BERT is a \u201cdeep learning system\u201d called DeepRank. As we learned from Panda Nayuk\u2019s testimony during the DOJ trial, essentially DeepRank is BERT when BERT is used for ranking. <\/li>\n<li>DeepRank also replaced much of RankBrain.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-mum-2021\"><span class=\"ez-toc-section\" id=\"MUM_2021\"><\/span>MUM (2021)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Google claims that the Multitask Unified Model (MUM) is \u201c<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/research.google\/blog\/exploring-transfer-learning-with-t5-the-text-to-text-transfer-transformer\/\">1,000 times more powerful than BERT<\/a>.\u201d<\/p>\n<p>If BERT understands language, then MUM generates it. And it can also understand both text and images and maybe video by now.<\/p>\n<p>Pandu Nayak, Google\u2019s Chief Scientist, Search and former VP of Search, explained MUM like this:<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\n\u201cTake the question about hiking Mt. Fuji: MUM could understand you\u2019re comparing two mountains, so elevation and trail information may be relevant. It could also be understood that, in the context of hiking, to \u201cprepare\u201d could include things like fitness training as well as finding the right gear.\u00a0<\/p>\n<p>Since MUM can surface insights based on its deep knowledge of the world, it could highlight that while both mountains are roughly the same elevation, fall is the rainy season on Mt. Fuji so you might need a waterproof jacket.\u201d\n<\/p><\/blockquote>\n<p>However, MUM\u2019s application to improve search results around <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/blog.google\/products\/search\/how-mum-improved-google-searches-vaccine-information\/\"> COVID-19 vaccine information<\/a> highlights how powerful this system is. <\/p>\n<p>Nayak said MUM helps to differentiate the different vaccine brand names and provide the \u201clatest trustworthy information about the vaccine.\u201d<\/p>\n<p>MUM highlights that Google can improve search results faster than in the past.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-harnessing-ai-for-seo-what-s-possible\"><span class=\"ez-toc-section\" id=\"Harnessing_AI_for_SEO_Whats_possible\"><\/span>Harnessing AI for SEO: What\u2019s possible?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>What you can do with generative AI, Google can do with the AI in their ranking system. Let that sink in.<\/p>\n<p>ChatGPT may have an <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.scientificamerican.com\/article\/i-gave-chatgpt-an-iq-test-heres-what-i-discovered\/\">IQ of up to 155<\/a>, so it\u2019s fair to assume that Google\u2019s AI can vet sources like a human to a degree.\u00a0<\/p>\n<p>A human vetting the qualify and relevance of a page to their intent might ask these questions:<\/p>\n<ul class=\"wp-block-list\">\n<li>Are you an experienced expert in the subject you\u2019re writing or talking about?<\/li>\n<li>Are other experienced experts talking about you and your expertise?<\/li>\n<li>Do you have a bad reputation for spamming Google to rank higher?<\/li>\n<li>How does what you say about a topic relate to other experts in the field?<\/li>\n<li>Is this the best product for what I\u2019m searching for?<\/li>\n<\/ul>\n<p>But remember that Gomes said AI will move \u201cFrom answers to journeys.\u201d This is very important, indicating that Google can track how you and your audience are engaging with or creating content about your brand or internal experts.<\/p>\n<p>With this, then Google could answer much more relevant questions:<\/p>\n<ul class=\"wp-block-list\">\n<li>Do people benefit from your product or service?<\/li>\n<li>Is one website\/company affiliated with another or different, with customers that use both?<\/li>\n<li>Are customers sharing information about your product and then searching for it on Google?<\/li>\n<\/ul>\n<p>It\u2019s time to stop thinking about SEO in terms of ranking signals and focus on how humans search for information and why.\n<\/p><\/div>\n<p><\/p>\n<div class=\"about-author\">\n    About the author<\/p>\n<div class=\"information\">\n<div class=\"author-module\">\n<div class=\"row\">\n<div class=\"col-12 col-lg-3 text-center\">\n<div class=\"avatar\">\n                        <img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" alt=\"Kevin Rowe\" width=\"140\" height=\"140\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2023\/09\/Kevin-Rowe.jpeg.webp\"><img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2023\/09\/Kevin-Rowe.jpeg.webp\" alt=\"Kevin Rowe\" width=\"140\" height=\"140\">\n                                            <\/div>\n<\/p><\/div>\n<div class=\"col-12 col-lg-9\">\n<div class=\"about\">\n<div class=\"name\">\n                            <strong>Kevin Rowe<\/strong>\n                        <\/div>\n<div class=\"row g-2 pt-2\">\n<div class=\"col-auto twitter\">\n                                    <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/follow?original_referer=https%3A%2F%2Fsearchengineland.com%2F&amp;region=follow_link&amp;screen_name=_kevinrowe&amp;tw_p=followbutton&amp;variant=2.0\" aria-label=\"opens in a new tab\"><i class=\"fab fa-x-twitter\"><\/i><\/a>\n                            <\/div>\n<div class=\"col-auto\">\n                                    <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/kevin-rowe\" aria-label=\"opens in a new tab\"><i class=\"fab fa-linkedin\"><\/i><\/a>\n                                <\/div>\n<\/p><\/div>\n<div>Kevin is the Founder &amp; Head of Digital PR Strategy at PureLinq, a provider of digital PR for SEO services.<\/p>\n<p>He specializes in integrated SEO &amp; PR focused around data campaigns and expert commentary as a method to secure links and brand mentions.<\/p>\n<p>After graduating with a degree in Integrated Marketing Communications from the Roy Park School of Communication at Journalism at Ithaca College, he was a researcher and editor for post-doctorate researchers from Cornell University, performing field research in Chile. This was his introduction to the power of primary research and true field expertise.<\/p>\n<p>Starting in 2010, he began designing and executing search and media marketing initiatives for enterprise clients and agencies. He found himself consulting for digital, <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">social<\/a>, and communications firms in New York, and beyond. This experience included consulting for global powerhouses like Teneo Holdings, Coca-Cola, Novartis and Siemens.<\/p>\n<p>This was a path to building two search and digital PR agencies that won enterprise clients like Hyatt Hotels, Kaplan University, Groupon, VMware, and so much more.<\/p>\n<p>He found this experience invaluable, which made sense to share in contributions to publications like Search Engine Journal, Fast Company, Forbes, Huffington Post, and Search Engine Land.<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/how-google-search-uses-ai-446639\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Explore how Google&#8217;s AI systems like RankBrain, BERT and MUM influence search results and what it means for your SEO strategy. Are your SEO efforts not delivering the results you expect, and you can\u2019t figure out why? Traditional SEO tactics are becoming less effective by the day. While you\u2019re focusing on keywords and backlinks, Google\u2019s&#8230;<\/p>\n","protected":false},"author":1,"featured_media":638731,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/09\/How-Google-Search-uses-AI-800x450.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[149397,26293,78070],"class_list":["post-638730","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-artificial-intelligence-optimization-aio","tag-google","tag-seo"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/638730","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=638730"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/638730\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/638731"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=638730"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=638730"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=638730"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}