{"id":16097,"date":"2016-08-11T07:37:19","date_gmt":"2016-08-11T14:37:19","guid":{"rendered":"https:\/\/dlvrit.com\/blog?p=16097&#038;preview_id=16097"},"modified":"2026-04-01T02:25:46","modified_gmt":"2026-04-01T09:25:46","slug":"rankbrain","status":"publish","type":"post","link":"https:\/\/dlvrit.com\/blog\/rankbrain\/","title":{"rendered":"What You Need to Know About Google&#8217;s RankBrain Algorithm"},"content":{"rendered":"<p><strong>RankBrain is one of the <a href=\"http:\/\/searchengineland.com\/faq-all-about-the-new-google-rankbrain-algorithm-234440\">latest innovations by Google<\/a><\/strong><span style=\"font-weight: 400;\">. It is a machine learning artificial intelligence system that can process various Google queries with help\u00a0from its ability to continuously learn. For now, we understand that Google uses RankBrain for just a small percentage of search queries but in the long term, if the system proves to be viable, we might see it implemented on all Google searches. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">First noticed in October 2015, RankBrain&#8217;s<\/span>\u00a0top priority was processing brand new queries. However, as it turns out, it\u00a0<strong>showed best results when returning suggestions for long-tail keywords.<\/strong> It is also useful when dealing with ambiguous queries, keywords with multiple meanings, poorly defined queries, slang as well as any other word formations which were previously problematic for Google.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_is_RankBrain\"><\/span><strong>What is\u00a0RankBrain?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Given <a title=\"RankBrain \u2013 Everything We Know So Far\" href=\"http:\/\/niksto.com\/rankbrain\">RankBrain\u2019s importance<\/a>, it is no wonder that Google has kept the system\u2019s technology a secret. We know very little about it. However, we can easily deduce that the intelligence system has numerous similarities with previous algorithms created by Google.<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-16166\" src=\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Google-Brain-1.jpg\" alt=\"Google's RankBrain History\" width=\"760\" height=\"309\" srcset=\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Google-Brain-1.jpg 760w, https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Google-Brain-1-300x122.jpg 300w\" sizes=\"(max-width: 760px) 100vw, 760px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">1 &#8211; When it comes to understanding the semantics behind the intelligence system, we discovered that there are several similarities with <a title=\"Google Hummingbird\" href=\"https:\/\/en.wikipedia.org\/wiki\/Google_Hummingbird\">Hummingbird<\/a>\u00a0(a primary Google search algorithm)<\/span>.<\/p>\n<ol>\n<li><span style=\"font-weight: 400;\">RankBrain can understand the <strong>meaning of the text<\/strong> and extract the most important points. <\/span><\/li>\n<li><span style=\"font-weight: 400;\">But, unlike Hummingbird&#8217;s algorithm, RankBrain is also able to <strong>comprehend real intent behind queries<\/strong>. In other words, search no longer revolves around finding precise words within the text. <\/span><\/li>\n<li><span style=\"font-weight: 400;\">The machine learning system is also about giving direct answers to questions, regardless of the phrase used to formulate it. <\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\"><strong>\u2192<\/strong>Keep in mind that Hummingbird is still the main algorithm within the Google search engine. <\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>RankBrain is currently a modification that can help it process troublesome queries. <\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">Experts believe that Hummingbird and RankBrain work together, while at the same time, processing queries separately from each other.<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-16173\" src=\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Google-Hummingbird.png\" alt=\"Google Hummingbird and RankBrain\" width=\"300\" height=\"128\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Nevertheless, according to what we know, RankBrain is only concerned with a small number of keywords, usually when you can&#8217;t find a proper answer. In that regard, although hailed as a BIG change that will alter the world of SEO, its real potential,\u00a0remains to be seen. <\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">RankBrain is most likely augmented by <a title=\"A Layman\u2019s Visual Guide To Google\u2019s Knowledge Graph Search API\" href=\"http:\/\/searchengineland.com\/laymans-visual-guide-googles-knowledge-graph-search-api-241935\">Google&#8217;s Knowledge Graph<\/a>. It provides an excellent database that will help extract information which you can, later on, use for establishing different connections.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">2 &#8211; We also noticed certain similarities with <a title=\"Word2Vec\" href=\"https:\/\/en.wikipedia.org\/wiki\/Word2vec\">Word2vec<\/a>. To use words, RankBrain first has to convert them into vectors. This conversation factor is the same principle under which Word2vec works. This way, the\u00a0system can put keywords into virtual space.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">***Connections between two keywords are established based on proximity.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">***If they are close to each other, two keywords have a\u00a0higher correlation. If they are distant, they are not as well correlated.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Based on this technology, RankBrain can establish whether a sentence is necessary to a particular query. If a particular word or a phrase is mentioned within the text, without any other semantically related keywords being present, the\u00a0system concludes that it is just a random mention and will not give it much weight in comparison to other\u00a0topics.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This intelligence is crucial for revealing the full\u00a0intent behind an article.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">3 &#8211; Lastly, we have Google AdWords. As far as we know, relevancy is the deciding factor for RankBrain when ranking different content on the internet. However, unlike standard Google rankings that rely heavily on outside signals such as links, it has its own independent internal system &#8211; very similar to Google AdWords.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_is_the_purpose_of_RankBrain\"><\/span><strong>What is the purpose of RankBrain?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Each day, there are about <\/span><a href=\"https:\/\/www.semrush.com\/blog\/an-in-depth-look-into-googles-rankbrain-algorithm\/\"><span style=\"font-weight: 400;\">450 million new search queries<\/span><\/a><span style=\"font-weight: 400;\">. A vast majority of them are poorly defined. In some cases, there is not enough data so Google cannot give a relevant answer. Keeping this statistic in mind, a large number of people will not get a proper response to their query.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As a result, Google invented RankBrain &#8211; which can make a\u00a0solid conclusion based on limited data that it has. Before it shows suggestions, it will make initial testing that will corroborate whether the results are suitable.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We mentioned that RankBrain continually learns and improves itself. Based on this, we conclude, that even if the system provides bad results to the end user, one can learn from its mistakes, ultimately, giving better suggestions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Most likely, RankBrain can make this observation based on the following:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">click through rate<\/span><\/li>\n<li><span style=\"font-weight: 400;\">bounce rate<\/span><\/li>\n<li><span style=\"font-weight: 400;\">time spent on a website<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Unlike previous technology, RankBrain is not only providing suggestions\u00a0but is also able to polish them as time goes by. In this regard, user feedback is crucial for determining whether a query is suitable or not.<\/span><\/p>\n<h3><strong>What is a machine learning system?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">These smart observations are why RankBrain\u00a0is considered a\u00a0<\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Machine_learning\"><span style=\"font-weight: 400;\">machine learning system<\/span><\/a><span style=\"font-weight: 400;\">. Nevertheless, it shouldn\u2019t be confused with artificial intelligence. Machine learning represents a process where a system (machine) can improve itself over the course of time without any human interference. On the other hand, official intelligence is the last step in its evolution where the\u00a0system can have human-like behavior. Of course, as of today, 100% artificial intelligence is still out of our reach. <\/span><\/p>\n<p><strong>Here is a brief summary of what RankBrain is and how it can help us:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Machine learning system introduced by Google<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Important ranking signal<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Used for predicting and understanding words and sentences<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">It is creating new rankings and classification based on its knowledge<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"How_does_RankBrain_work\"><\/span><strong>How does RankBrain work?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">As it turns out, there are numerous ways we can use Google&#8217;s RankBrain system to our advantage.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Advantage #1: <\/strong>RankBrain\u00a0can follow our train of thought and provide results based on our previous queries.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>One good example is the query:<\/strong> <\/span><\/p>\n<p><strong>\u201cHow old is President Obama?\u201d <\/strong><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Before RankBrain, Google results would return with a post that contained all these keywords within it &#8211; &#8216;how old president obama.&#8217;<\/span><\/li>\n<\/ul>\n<ul>\n<li>After implementation of the machine learning system, Google can understand that we are not &#8220;<em>really&#8221;<\/em> asking for this result. Instead, we are looking for a direct answer to a direct question.<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">However, it doesn\u2019t end here. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">If we type in <strong>\u201cHow old is his wife?\u201d<\/strong> RankBrain will recognize that we are looking for data on Michelle Obama based on our history.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In the future, Google will become more like humans. At one point, we will feel we are conversing with a real person based on the dynamic process.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Advantage #2:<\/strong>\u00a0Another thing that makes RankBrain stand out is the way it understands the meaning behind words.<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-16168\" src=\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Rankbrains-Googe-Understanding-1024x892.png\" alt=\"Another way that makes RankBrain stand out is the way it understand meaning behind the words. \" width=\"500\" height=\"436\" srcset=\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Rankbrains-Googe-Understanding-1024x892.png 1024w, https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Rankbrains-Googe-Understanding-300x261.png 300w, https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Rankbrains-Googe-Understanding-768x669.png 768w, https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/Rankbrains-Googe-Understanding.png 1120w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">In this particular example in the image above, the query <em>\u201cWhat\u2019s the title of the consumer at the highest level of a food chain\u201d<\/em> was used. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">There are numerous ways you can interpret this search query. It would be hard for a\u00a0human being to understand the purpose of the question. However, RankBrain can conclude that the individual is asking for additional info on predators. <\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_do_I_prepare_for_RankBrain\"><\/span><strong>How do I prepare for\u00a0RankBrain?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Based on our current understanding, <strong>RankBrain is the third most important search ranking factor<\/strong>. However, we are still uncertain what this precisely means and whether you can view this machine learning system in the same way as traditional ranking signals.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It is something that affects rankings but only when it comes to a smaller number of queries. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">What should be concerning is the fact that RankBrain has its own parameters of establishing the\u00a0importance of content. In that regard, strategies which were previously valid, such as link building may prove to be irrelevant in the future. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, we are not certain if this will disrupt current rankings &#8211; placing all articles at point zero if Google decides to go with RankBrain technology for general queries. <\/span><\/p>\n<h3><strong>KEY TAKEAWAY:<\/strong><\/h3>\n<p><strong>The real question is, should you optimize for RankBrain?<\/strong><\/p>\n<p><span style=\"font-weight: 400; color: #0000ff;\">The answer is <strong>NO<\/strong>. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">The same set of rules applies as before:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">1 &#8211; Google still gives an advantage to well-written, educational content which can improve a user\u2019s experience. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">2 &#8211; The main thing that changed is the perspective from which Google observes your content. <\/span><\/p>\n<p><strong>However you put it, RankBrain should not affect your current SEO strategy.<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">There are still numerous questions. Given that RankBrain is relatively new, some time will have to pass until we have a better understanding of the system and what it brings.<\/span><\/p>\n<p>___<\/p>\n<p class=\"p1\"><em>Guest author Nikolay Stoyanov is a well-known SEO expert. <\/em><\/p>\n<p class=\"p1\">As RankBrain grows in importance, we will continue to check in with Nikolay.<\/p>\n<p class=\"p1\"><strong>Please feel free to add your thoughts on RankBrain in the comments below. We&#8217;d love to discuss this topic further with you.<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>RankBrain is one of the latest innovations by Google. It is a machine learning artificial intelligence system that can process various Google queries&#8230;<\/p>\n","protected":false},"author":26,"featured_media":16164,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[118,180,851],"tags":[],"class_list":["post-16097","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-content-marketing","category-optimization","category-social-media-minute"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How Google&#039;s RankBrain Will Make You a Smarter Blogger<\/title>\n<meta name=\"description\" content=\"Google is using a machine learning intelligence called RankBrain to help deliver better search results. Learn how RanBrain works and its importance for SEO.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dlvrit.com\/blog\/rankbrain\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Google&#039;s RankBrain Will Make You a Smarter Blogger\" \/>\n<meta property=\"og:description\" content=\"Google is using a machine learning intelligence called RankBrain to help deliver better search results. Learn how RanBrain works and its importance for SEO.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dlvrit.com\/blog\/rankbrain\/\" \/>\n<meta property=\"og:site_name\" content=\"dlvr.it | blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/dlvritinfo\" \/>\n<meta property=\"article:published_time\" content=\"2016-08-11T14:37:19+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-01T09:25:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/RankBrain.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"3000\" \/>\n\t<meta property=\"og:image:height\" content=\"1987\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Nikolay Stoyanov\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@dlvrit\" \/>\n<meta name=\"twitter:site\" content=\"@dlvrit\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Nikolay Stoyanov\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/dlvrit.com\/blog\/rankbrain\/\",\"url\":\"https:\/\/dlvrit.com\/blog\/rankbrain\/\",\"name\":\"How Google's RankBrain Will Make You a Smarter Blogger\",\"isPartOf\":{\"@id\":\"https:\/\/dlvrit.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/dlvrit.com\/blog\/rankbrain\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/dlvrit.com\/blog\/rankbrain\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/dlvrit.com\/blog\/wp-content\/uploads\/RankBrain.jpg\",\"datePublished\":\"2016-08-11T14:37:19+00:00\",\"dateModified\":\"2026-04-01T09:25:46+00:00\",\"author\":{\"@id\":\"https:\/\/dlvrit.com\/blog\/#\/schema\/person\/2d39081f5a253a586d7ca1a589f4285c\"},\"description\":\"Google is using a machine learning intelligence called RankBrain to help deliver better search results. 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