{"id":2937127,"date":"2026-11-09T17:01:50","date_gmt":"2026-11-10T01:01:50","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2937127"},"modified":"2026-11-09T12:20:38","modified_gmt":"2026-11-09T20:20:38","slug":"semantic-search","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search","title":{"rendered":"Introducing Semantic search (beta) in ArcGIS Online and ArcGIS Enterprise 12.2"},"author":358732,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[37101],"tags":[22951,781238],"industry":[],"product":[36571,36551],"class_list":["post-2937127","blog","type-blog","status-publish","format-standard","hentry","category-announcements","tag-arcgis-content","tag-whats-new-november-2026","product-arcgis-enterprise","product-arcgis-online"],"acf":{"authors":[{"ID":358732,"user_firstname":"Jordan","user_lastname":"Duft","nickname":"Jordan Duft","user_nicename":"jduft","display_name":"Jordan Duft","user_email":"jduft@esri.com","user_url":"","user_registered":"2024-07-01 21:54:16","user_description":"Jordan Duft is a product manager for metadata, catalog, and search functionalities across the ArcGIS platform. She enjoys working with cross-functional teams to support users as they unlock the full potential of their geospatial data.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/10\/1DBCE64B-0793-47D3-96CA-8BB92D851F56-Copy-179x200.png' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"short_description":"Semantic search improves the understanding of user intent compared to traditional keyword searches-aligns with natural communication.","flexible_content":[{"acf_fc_layout":"sidebar","content":"<div style=\"text-align: center\">Semantic search was released in beta with the November 2026 release of ArcGIS Online and is coming to ArcGIS Enterprise 12.2 later this month.<\/div>\n","image_reference":false,"layout":"standard","image_reference_figure":"","snippet":"","spotlight_name":"","section_title":"","position":"Center","spotlight_image":false},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<p><span data-contrast=\"auto\">Semantic search (beta) is a new search experience in ArcGIS Online and ArcGIS Enterprise 12.2 that helps you discover content based on meaning and intent, rather than relying only on matching keywords. <\/span><\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"content","content":"<h2><span class=\"TextRun SCXW119874454 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW119874454 BCX0\">What is <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW119874454 BCX0\">semantic<\/span><span class=\"NormalTextRun SCXW119874454 BCX0\"> search?<\/span><\/span><span class=\"EOP Selected SCXW119874454 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Have you ever searched for something knowing <\/span>what<span data-contrast=\"auto\"> you were looking for, <\/span>but struggled to come up with the right words to search for it?<\/p>\n<p><span data-contrast=\"auto\">Traditional keyword search works by matching the words in your search query with words in an item&#8217;s metadata\u00a0(title, summary, description, tags). This works well when you know the\u00a0keywords\u00a0used to describe the content. But what happens when you don&#8217;t?<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For example, imagine searching for <em>&#8220;pedestrian transportation&#8221;<\/em> when the content you need is described as greenways\u00a0or\u00a0trails.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">The words are different, but the concepts are related.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">Semantic search helps bridge the gap by looking for similarities between the meaning of your search and the content available to you. This can help you discover relevant content even when your search doesn&#8217;t use the exact words found in an item&#8217;s metadata. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2987242,"id":2987242,"title":"SemanticSearchDropDown","filename":"Snag_ba8d426.png","filesize":163063,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_ba8d426","alt":"ArcGIS Online website search showing options to search by keyword or by semantics. Search by semantics is selected and is described as using natural language to find conceptually related items.","author":"358732","description":"","caption":"When configured, Semantic search (beta) is available through the website search in ArcGIS Online and ArcGIS Enterprise 12.2. ","name":"snag_ba8d426","status":"inherit","uploaded_to":2937127,"date":"2026-11-04 18:56:35","modified":"2026-11-04 20:08:32","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1904,"height":581,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426.png","medium-width":464,"medium-height":142,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426.png","medium_large-width":768,"medium_large-height":234,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426.png","large-width":1904,"large-height":581,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426-1536x469.png","1536x1536-width":1536,"1536x1536-height":469,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426.png","2048x2048-width":1904,"2048x2048-height":581,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426-826x252.png","card_image-width":826,"card_image-height":252,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_ba8d426.png","wide_image-width":1904,"wide_image-height":581}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h2><span class=\"TextRun SCXW39915256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW39915256 BCX0\" data-ccp-parastyle=\"heading 3\">Why does semantic search matter?<\/span><\/span><span class=\"EOP Selected SCXW39915256 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:246,&quot;335559739&quot;:246,&quot;335559740&quot;:300}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Let me tell you a story about a demo gone wrong.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">I was demonstrating how complete, high-quality metadata improves search. The plan was simple: search for pedestrian transportation and show that my Greenways feature layer didn&#8217;t appear because those terms weren&#8217;t in its metadata. Then I&#8217;d use the <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/announcements\/introducing-item-details-assistant-beta\">item details assistant<\/a> to improve the metadata and demonstrate how much easier the layer was to discover.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">I&#8217;d practiced the demo probably ten times. What could go wrong?!<\/span><\/p>\n<p><span data-contrast=\"auto\">Well, during the live demo, I was running behind and skipped one important best practice: review the assistant&#8217;s suggestions before accepting them.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">I searched again for pedestrian transportation.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">Nothing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The improved, now titled, <em>Greenways Trails<\/em> layer still didn&#8217;t appear.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">The demo flopped, <\/span><em><strong>hard.\u00a0<\/strong><\/em><\/p>\n<p><em><span class=\"TextRun SCXW26683144 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW26683144 BCX0\" data-ccp-parastyle=\"heading 3\">So, what happened?<\/span><\/span><span class=\"EOP Selected SCXW26683144 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:246,&quot;335559739&quot;:246,&quot;335559740&quot;:300}\"> Why the flop?<\/span><\/em><\/p>\n<p><span data-contrast=\"auto\">The metadata was better, but neither pedestrian nor transportation appeared in the item&#8217;s title, summary, description, or tags.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">Keyword search couldn&#8217;t make the conceptual connection between greenways and trails and pedestrian transportation. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">And that is exactly where semantic search can help.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">With semantic search, the goal is no longer limited to asking, <\/span><i><span data-contrast=\"auto\">Do these words match?<\/span><\/i><span data-contrast=\"auto\"> Search can also consider, <\/span><i><span data-contrast=\"auto\">Are these concepts related?<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"kaltura","video_id":"1_jgmcc9gx","time":true,"start":"0"},{"acf_fc_layout":"content","content":"<h2><span class=\"TextRun SCXW96949905 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW96949905 BCX0\" data-ccp-parastyle=\"heading 2\">Search beyond keywords<\/span><\/span><span class=\"EOP Selected SCXW96949905 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:261,&quot;335559739&quot;:261,&quot;335559740&quot;:300}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Semantic search can help you:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"auto\">Find conceptually related content<\/span><\/li>\n<li><span data-contrast=\"auto\">Explore large, diverse content collections<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Discover relevant content across languages<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/li>\n<li>Use more descriptive queries<\/li>\n<\/ul>\n"},{"acf_fc_layout":"content","content":"<h2>Join the Early Access Community<\/h2>\n<p><span data-contrast=\"auto\">Join the <a href=\"https:\/\/earlyaccess.esri.com\/Semanticsearch\">Semantic search (beta) Early Access Community<\/a> to share feedback and ideas, connect with Esri and other participants, and help shape the future of search in ArcGIS. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This community is your space to:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"auto\">Explore the semantic search workflows<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Share feedback and ideas<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Connect with Esri and other early access participants<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Help shape the future of search in ArcGIS<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Most importantly, put semantic search to work with your own content and your own search workflows. Try the search you wouldn&#8217;t normally expect keyword search to answer. Try concepts instead of exact item names. And let us know what you discover!<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>Join the Early Access Community <strong>AND<\/strong> keep reading below to learn more!<\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"content","content":"<h2><span class=\"TextRun SCXW207588028 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW207588028 BCX0\" data-ccp-parastyle=\"heading 2\">How does semantic search work?<\/span><\/span><span class=\"EOP Selected SCXW207588028 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:261,&quot;335559739&quot;:261,&quot;335559740&quot;:300}\">\u00a0<\/span><\/h2>\n<p><span class=\"TextRun SCXW203246683 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW203246683 BCX0\">The text from an item&#8217;s information or metadata (title, summary, and description) is used to create a mathematical representation called a vector embedding. The system also creates an embedding from a user&#8217;s search query.<\/span><\/span><span class=\"TextRun SCXW203246683 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW203246683 BCX0\"> These embeddings are plotted in a multi-dimensional space where similar concepts are <\/span><span class=\"NormalTextRun SCXW203246683 BCX0\">located<\/span><span class=\"NormalTextRun SCXW203246683 BCX0\"> closer together. <\/span><span class=\"NormalTextRun SCXW203246683 BCX0\">Semantic search compares the embedding of a search query with embeddings generated from items&#8217; metadata, ranking results based on how closely they match<\/span><span class=\"NormalTextRun SCXW203246683 BCX0\">.<\/span><\/span><span class=\"TextRun SCXW203246683 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW203246683 BCX0\">\u00a0\u00a0<\/span><\/span><span class=\"EOP Selected SCXW203246683 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Breaking this down further:\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335557856&quot;:16777215,&quot;335559738&quot;:0,&quot;335559739&quot;:300}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"none\">Embeddings\u00a0are created\u00a0based\u00a0on items\u2019\u00a0title,\u00a0summary, and\u00a0description.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335557856&quot;:16777215,&quot;335559685&quot;:360,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:60}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">Embeddings\u00a0are created\u00a0based\u00a0on\u00a0search queries.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335557856&quot;:16777215,&quot;335559685&quot;:360,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:60}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">The system compares the embeddings to find relevant content based on the closest matches.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2987303,"id":2987303,"title":"Search query","filename":"Snag_c5d0c22.png","filesize":18618,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_c5d0c22","alt":"User submits the search query \u201cpedestrian transportation\u201d as the first step in the search process.","author":"358732","description":"","caption":"","name":"snag_c5d0c22","status":"inherit","uploaded_to":2937127,"date":"2026-11-04 22:13:26","modified":"2026-11-04 22:29:36","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1149,"height":344,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","medium-width":464,"medium-height":139,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","medium_large-width":768,"medium_large-height":230,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","large-width":1149,"large-height":344,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","1536x1536-width":1149,"1536x1536-height":344,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","2048x2048-width":1149,"2048x2048-height":344,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22-826x247.png","card_image-width":826,"card_image-height":247,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d0c22.png","wide_image-width":1149,"wide_image-height":344}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"image","image":{"ID":2987304,"id":2987304,"title":"VectorEmbeddings","filename":"Snag_c5d3e7d.png","filesize":57088,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_c5d3e7d","alt":"Search query text is converted into numerical vector embeddings.","author":"358732","description":"","caption":"","name":"snag_c5d3e7d","status":"inherit","uploaded_to":2937127,"date":"2026-11-04 22:13:40","modified":"2026-11-04 22:30:20","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1147,"height":353,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","medium-width":464,"medium-height":143,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","medium_large-width":768,"medium_large-height":236,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","large-width":1147,"large-height":353,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","1536x1536-width":1147,"1536x1536-height":353,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","2048x2048-width":1147,"2048x2048-height":353,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d-826x254.png","card_image-width":826,"card_image-height":254,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_c5d3e7d.png","wide_image-width":1147,"wide_image-height":353}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"image","image":{"ID":2987989,"id":2987989,"title":"SemanticSearchConceptual","filename":"Snag_1667401f.png","filesize":124738,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_1667401f","alt":"Semantic search finds concepts closest to \u201cpedestrian transportation\u201d in embedding space, identifying related concepts such as walking, trails, greenways, bike lanes, recreation, and non-motorized transportation.","author":"358732","description":"","caption":"","name":"snag_1667401f","status":"inherit","uploaded_to":2937127,"date":"2026-11-06 21:00:48","modified":"2026-11-06 21:01:07","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1149,"height":747,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","medium-width":401,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","medium_large-width":768,"medium_large-height":499,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","large-width":1149,"large-height":747,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","1536x1536-width":1149,"1536x1536-height":747,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","2048x2048-width":1149,"2048x2048-height":747,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f-715x465.png","card_image-width":715,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_1667401f.png","wide_image-width":1149,"wide_image-height":747}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"image","image":{"ID":2988005,"id":2988005,"title":"SemanticSearchResultsConceptual","filename":"Snag_16742758.png","filesize":197070,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_16742758","alt":"Example of semantic search results for \u201cpedestrian transportation,\u201d showing relevant ArcGIS content ranked by meaning, including Greenways Trails, Pedestrian Facilities, Active Transportation Plan, and Parks and Recreation.","author":"358732","description":"","caption":"","name":"snag_16742758","status":"inherit","uploaded_to":2937127,"date":"2026-11-06 21:14:54","modified":"2026-11-06 21:15:21","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":861,"height":737,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","medium-width":305,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","medium_large-width":768,"medium_large-height":657,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","large-width":861,"large-height":737,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","1536x1536-width":861,"1536x1536-height":737,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","2048x2048-width":861,"2048x2048-height":737,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758-543x465.png","card_image-width":543,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_16742758.png","wide_image-width":861,"wide_image-height":737}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h3 style=\"text-align: center\"><span class=\"NormalTextRun SCXW8112730 BCX0\">Note:\u00a0Semantic search is\u00a0not\u00a0an AI Chat bot or assistant. <\/span><\/h3>\n<p><span class=\"NormalTextRun SCXW8112730 BCX0\">It\u00a0cannot\u00a0provide workflow steps or answer <\/span><span class=\"NormalTextRun SCXW8112730 BCX0\">general questions<\/span><span class=\"NormalTextRun SCXW8112730 BCX0\">; <\/span><span class=\"NormalTextRun SCXW8112730 BCX0\">rather<\/span><span class=\"NormalTextRun SCXW8112730 BCX0\"> it will return search results with the\u00a0<\/span><span class=\"NormalTextRun SCXW8112730 BCX0\">items<\/span><span class=\"NormalTextRun SCXW8112730 BCX0\"> most closely related to <\/span><span class=\"NormalTextRun SCXW8112730 BCX0\">your<\/span><span class=\"NormalTextRun SCXW8112730 BCX0\"> search<\/span><span class=\"NormalTextRun SCXW8112730 BCX0\"> query.<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"sidebar","content":"<h2 style=\"text-align: center\"><span class=\"TextRun SCXW98971862 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW98971862 BCX0\" data-ccp-parastyle=\"heading 2\">Don&#8217;t<\/span><span class=\"NormalTextRun SCXW98971862 BCX0\" data-ccp-parastyle=\"heading 2\"> forget about <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW98971862 BCX0\" data-ccp-parastyle=\"heading 2\">the metadata<\/span><span class=\"NormalTextRun SCXW98971862 BCX0\" data-ccp-parastyle=\"heading 2\">!<\/span><\/span><span class=\"EOP Selected SCXW98971862 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:261,&quot;335559739&quot;:261,&quot;335559740&quot;:300}\">\u00a0<\/span><\/h2>\n<p style=\"text-align: center\"><span data-contrast=\"auto\">Metadata remains essential.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><span data-contrast=\"auto\">Metadata provides the context needed to search, understand, and reuse content and data. For semantic search, clear and descriptive titles, summaries, and descriptions are particularly important because this information is what&#8217;s used to create the vector embeddings.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\"> I<\/span><span data-contrast=\"auto\">f you&#8217;re staring at an item page wondering where to begin, the <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/announcements\/introducing-item-details-assistant-beta\">item details assistant<\/a> can help jump-start the process by suggesting titles, summaries, descriptions, tags, and other metadata that you can review and refine. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n","image_reference":false,"layout":"standard","image_reference_figure":"","snippet":"","spotlight_name":"","section_title":"","position":"Center","spotlight_image":false},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"content","content":"<h2><\/h2>\n<h2><span class=\"TextRun SCXW174974639 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW174974639 BCX0\" data-ccp-parastyle=\"heading 2\">Semantic search (beta)<\/span><\/span><span class=\"EOP Selected SCXW174974639 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:261,&quot;335559739&quot;:261,&quot;335559740&quot;:300}\"> prerequisites\u00a0<\/span><\/h2>\n<p><span class=\"TextRun SCXW70169591 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW70169591 BCX0\">Semantic search is currently available as a beta search experience in ArcGIS Online and ArcGIS Enterprise 12.2<\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b><span data-contrast=\"none\">ArcGIS Online<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:246,&quot;335559739&quot;:246,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p>Organizations that want to explore the new search experience in ArcGIS Online will need an administrator to enable beta Esri apps and capabilities in their organization\u2019s security settings.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2987261,"id":2987261,"title":"BetaFeaturesOnline","filename":"Snag_bed5ea8.png","filesize":167804,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_bed5ea8","alt":"Blocked Esri apps and capabilities settings, with the option to block beta apps and capabilities turned off.","author":"358732","description":"","caption":"As an administrator, go to Organization &gt; Settings &gt; Security &gt; Apps and turn off \u201cBlock Esri apps and capabilities while they are in beta.\"","name":"snag_bed5ea8","status":"inherit","uploaded_to":2937127,"date":"2026-11-04 20:11:28","modified":"2026-11-05 12:00:50","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1643,"height":563,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8.png","medium-width":464,"medium-height":159,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8.png","medium_large-width":768,"medium_large-height":263,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8.png","large-width":1643,"large-height":563,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8-1536x526.png","1536x1536-width":1536,"1536x1536-height":526,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8.png","2048x2048-width":1643,"2048x2048-height":563,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8-826x283.png","card_image-width":826,"card_image-height":283,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bed5ea8.png","wide_image-width":1643,"wide_image-height":563}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"blockquote","content":"<p>IMPORTANT NOTE - Semantic search (beta) will be made available on a rolling basis over the next several months to organizations that allow beta features. As a result, Semantic search (beta) may not be available immediately after beta features are enabled for your organization.<\/p>\n"},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<p><strong><span class=\"TextRun SCXW63803776 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW63803776 BCX0\" data-ccp-parastyle=\"heading 3\">ArcGIS Enterprise 12.2<\/span><\/span><span class=\"EOP Selected SCXW63803776 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:246,&quot;335559739&quot;:246,&quot;335559740&quot;:300}\">\u00a0<\/span><\/strong><\/p>\n<p>Organizations that want to explore the new search experience in ArcGIS Enterprise must have an administrator configure semantic search for the organization and provide ArcGIS Online credentials to access the embedding service.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2987265,"id":2987265,"title":"SemanticSearchEnabledEnterprise","filename":"Snag_bf20cb7.png","filesize":164799,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\/snag_bf20cb7","alt":"Semantic search settings showing semantic search enabled for the organization and configured with ArcGIS Online credentials.","author":"358732","description":"","caption":"As an administrator, go to Organization &gt; Settings &gt; Items &gt; Semantic search, click Enable, and enter credentials for a supported ArcGIS Online organizational account.","name":"snag_bf20cb7","status":"inherit","uploaded_to":2937127,"date":"2026-11-04 20:16:34","modified":"2026-11-05 11:30:33","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1087,"height":551,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","medium-width":464,"medium-height":235,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","medium_large-width":768,"medium_large-height":389,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","large-width":1087,"large-height":551,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","1536x1536-width":1087,"1536x1536-height":551,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","2048x2048-width":1087,"2048x2048-height":551,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7-826x419.png","card_image-width":826,"card_image-height":419,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Snag_bf20cb7.png","wide_image-width":1087,"wide_image-height":551}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h2>Stay in touch!<\/h2>\n<div>\n<p>Do you have questions? We want to hear from you! If you haven\u2019t yet, <a href=\"https:\/\/earlyaccess.esri.com\/Semanticsearch\"><strong>JOIN<\/strong><\/a> the Semantic search (beta) Early Access Community today to learn more and shape the future of search in ArcGIS.<\/p>\n<p>Let&#8217;s make content discovery and exploration smarter and more impactful, <em><strong>together<\/strong>.<\/em><\/p>\n<\/div>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><span data-contrast=\"auto\">Resources<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/earlyaccess.esri.com\/Semanticsearch\"><span data-contrast=\"auto\">Semantic search (beta) Early Access Community\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/a><\/li>\n<li><a href=\"https:\/\/community.esri.com\/t5\/metadata-catalogs-and-search\/ct-p\/metadata-catalogs-and-search\"><span data-contrast=\"none\">Metadata, Catalogs and Search Esri Community<\/span><\/a><br \/>\n<span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n"}],"related_articles":"","show_article_image":false,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/image_826x465.png","wide_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Introducing Semantic search (beta) in ArcGIS Online and ArcGIS Enterprise 12.2<\/title>\n<meta name=\"description\" content=\"Explore semantic search in ArcGIS Online and ArcGIS Enterprise and discover relevant content based on meaning, not just matching keywords.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/announcements\/semantic-search\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" 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