{"id":20739,"date":"2025-07-09T12:18:13","date_gmt":"2025-07-09T12:18:13","guid":{"rendered":"https:\/\/stage.topquadrant.com\/?page_id=20739"},"modified":"2025-12-10T12:52:48","modified_gmt":"2025-12-10T12:52:48","slug":"how-knowledge-graphs-work","status":"publish","type":"page","link":"https:\/\/mandalay.topquadrant.com\/?page_id=20739","title":{"rendered":"Knowledge Graphs Unify Your Technical, Business &amp; Operational Metadata"},"content":{"rendered":"\r\n\t\t<div id=\"eckb-article-page-container-v2\" class=\"eckb-article-page-content-counter eckb_ap_active_theme_hello-elementor \" data-mobile_breakpoint=\"768\">    <div id=\"eckb-article-header\">\r\n\t\t<div id=\"epkb-ml__module-search\" class=\"epkb-ml__module\">   \r\n\t\t<!-- Classic Search Layout -->\r\n\t\t<div id=\"epkb-ml-search-classic-layout\">    \t\t<div class=\"epkb-ml-search-title\">Resource Hub<\/div>   \t\t\t<form id=\"epkb-ml-search-form\" method=\"get\" action=\"\/\">\r\n\t\t\t\t<input type=\"hidden\" id=\"epkb_kb_id\" value=\"1\" >\r\n\r\n\t\t\t\t<!-- Search Input Box -->\r\n\t\t\t\t<div id=\"epkb-ml-search-box\">\r\n\t\t\t\t\t<input class=\"epkb-ml-search-box__input\" type=\"text\" name=\"s\" value=\"\" aria-label=\"Search our resources...\" placeholder=\"Search our resources...\" aria-controls=\"epkb-ml-search-results\" >\r\n\t\t\t\t\t<button class=\"epkb-ml-search-box__btn\" type=\"submit\">\r\n                        <span class=\"epkb-ml-search-box__text\"> Search<\/span>\r\n                        <span class=\"epkbfa epkbfa-spinner epkbfa-ml-loading-icon\"><\/span>\r\n                    <\/button>\r\n\t\t\t\t<\/div>\r\n\r\n\t\t\t\t<!-- Search Results -->\r\n\t\t\t\t<div id=\"epkb-ml-search-results\" aria-live=\"polite\"><\/div>\r\n\t\t\t<\/form>\r\n\t\t<\/div>  \r\n\t\t<\/div>  <\/div>\r\n\t\t\t<div id=\"eckb-article-body\">  <div id=\"eckb-article-left-sidebar\">\r\n\t\t\t<div class=\"eckb-article-toc  eckb-article-toc--bmode-between eckb-article-toc-reset \"\t\t\t\t\r\n\t\t\t\tdata-offset=\"130\"\r\n\t\t\t\tdata-min=\"2\"\r\n\t\t\t\tdata-max=\"6\"\r\n\t\t\t\tdata-speed=\"300\"\r\n\t\t\t\tdata-exclude_class=\"\"\r\n\t\t\t\t><div class=\"eckb-article-toc__title\">Table of Contents<\/div><\/div>\r\n\t\t\t<\/div>\r\n\t\t        <article id=\"eckb-article-content\" data-article-id=\"16796\" >                        <div id=\"eckb-article-content-header-v2\"><div id=\"eckb-article-content-header-row-1\"><div class=\"eckb-article-content-header-row-left-group\"><div id=\"eckb-article-back-navigation-container\"><div class=\"eckb-navigation-back  \"  style=\"margin-top: 4px; margin-right: 15px; margin-bottom: 4px; margin-left: 4px;\" ><div tabindex=\"0\" class=\"eckb-navigation-button\"  style=\"padding-top: 5px; padding-right: 10px; padding-bottom: 5px; padding-left: 10px; color: #1e73be; background-color: #ffffff; font-size:14px;border-radius: 3px; border-style: solid; border-width: 1px; border-color: #b5b5b5;\"  onclick=\"history.go(-1);\" >&lt; All Topics<\/div><\/div><\/div><div id=\"eckb-article-content-breadcrumb-container\">\r\n<div class=\"eckb-breadcrumb\"  style=\"padding-top: 0px; padding-right: 4px; padding-bottom: 0px; padding-left: 4px; margin-top: 0px; margin-right: 0px; margin-bottom: 0px; margin-left: 0px; font-size:14px;\" >\t\t<nav class=\"eckb-breadcrumb-outline\" aria-label=\"Breadcrumb\">\r\n\t\t<ul class=\"eckb-breadcrumb-nav\">       <li  style=\"font-size:14px;\" >\t<span class=\"eckb-breadcrumb-link\"><a tabindex=\"0\" href=\"https:\/\/mandalay.topquadrant.com\/?page_id=1484\"><span  style=\"color: #1e73be;\"  >Main<\/span><\/a><span class=\"eckb-breadcrumb-link-icon ep_font_icon_arrow_carrot_right\" aria-hidden=\"true\"><\/span>\t<\/span><\/li><li  style=\"font-size:14px;\" >\t<span class=\"eckb-breadcrumb-link\"><a tabindex=\"0\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=data-governance\"><span  style=\"color: #1e73be;\"  >Data Governance<\/span><\/a><span class=\"eckb-breadcrumb-link-icon ep_font_icon_arrow_carrot_right\" aria-hidden=\"true\"><\/span>\t<\/span><\/li><li  style=\"font-size:14px;\" >\t<span class=\"eckb-breadcrumb-link\"><span aria-current=\"page\" style=\"color: #1e73be;\"  >Unlock the Power of Knowledge Graphs and LLMs: The Ultimate Synergy for Enterprise Data<\/span>\t<\/span><\/li>\t\t<\/ul>\r\n\t<\/nav>\r\n\r\n<\/div>          <\/div><\/div><div class=\"eckb-article-content-header-row-right-group\"><div id=\"eckb-article-content-toolbar-container\">\r\n\t\t<div class=\"eckb-article-content-toolbar-button-container\">\r\n\t\t\t<span class=\"eckb-print-button-container\">\t\t\t<span class=\"eckb-toolbar-button-text\">Print<\/span><span class=\"eckb-toolbar-button-icon epkbfa epkbfa-print\"><\/span>\t\t\t<\/span>\r\n\t\t<\/div> <\/div><\/div><\/div><div id=\"eckb-article-content-header-row-2\"><div class=\"eckb-article-content-header-row-left-group\"><div id=\"eckb-article-content-title-container\"><h1 class=\"eckb-article-title\">Unlock the Power of Knowledge Graphs and LLMs: The Ultimate Synergy for Enterprise Data<\/h1><\/div><\/div><\/div><\/div><div id=\"eckb-article-content-body\">\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"20739\" class=\"elementor elementor-20739\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca2cdad e-flex e-con-boxed e-con e-parent\" data-id=\"ca2cdad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1704a41 elementor-widget elementor-widget-heading\" data-id=\"1704a41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Why Knowledge Graphs Are a Game Changer for Data-Driven Enterprises<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59f8f10 elementor-widget elementor-widget-text-editor\" data-id=\"59f8f10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Transform scattered data into connected intelligence.<\/strong><\/p><p>TopQuadrant\u2019s Knowledge Graphs unify your technical, business, and operational metadata into one flexible, machine-readable model &#8211; built to think like you do.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ec8ce6 elementor-align-center elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"7ec8ce6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xl elementor-animation-grow\" href=\"\/request-a-demo\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request a Demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dca213f e-flex e-con-boxed e-con e-parent\" data-id=\"dca213f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f0a168a e-con-full e-flex e-con e-child\" data-id=\"f0a168a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2122c4b elementor-widget elementor-widget-heading\" data-id=\"2122c4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">From Metadata Chaos to Meaningful Insights<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cb36e8 elementor-widget elementor-widget-text-editor\" data-id=\"5cb36e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Unlike rigid relational databases that struggle at scale, <span style=\"font-weight: 400;\">Enterprise Knowledge Graphs<\/span> reveal the full context of your data. They understand relationships, context, and direction &#8211; guiding users to the insights they need, no matter where the data lives or what it&#8217;s called.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4167956 e-flex e-con-boxed e-con e-child\" data-id=\"4167956\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a9587d2 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"a9587d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNo more silos\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLink data across departments, formats, and sources.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-372a7be elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"372a7be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNo more guesswork\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUnderstand the full lineage, meaning, and quality of every asset.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62e6027 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"62e6027\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNo more slow starts\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDeploy with prebuilt models, assistants, and 300+ ontologies.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6099809 e-con-full e-flex e-con e-child\" data-id=\"6099809\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acb87ab elementor-widget elementor-widget-image\" data-id=\"acb87ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1056\" height=\"690\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-2.webp\" class=\"attachment-full size-full wp-image-20794\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-2.webp 1056w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-2-300x196.webp 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-2-1024x669.webp 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-2-768x502.webp 768w\" sizes=\"(max-width: 1056px) 100vw, 1056px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-893cc5b e-flex e-con-boxed e-con e-parent\" data-id=\"893cc5b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-89efb0e e-flex e-con-boxed e-con e-child\" data-id=\"89efb0e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e92ed3d elementor-widget elementor-widget-heading\" data-id=\"e92ed3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Built to Power What\u2019s Next<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea97a31 elementor-widget elementor-widget-text-editor\" data-id=\"ea97a31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>TopBraid EDG is the leading enterprise-grade platform for creating and curating <span style=\"font-weight: 400;\">Enterprise Knowledge Graphs<\/span><span style=\"font-weight: 400;\">.<\/span> Trusted across industries like Pharma &amp; Life Sciences, Financial Services, and Media &amp; Communications<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d66b9ba e-flex e-con-boxed e-con e-child\" data-id=\"d66b9ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1425725 elementor-widget__width-inherit elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"1425725\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"52\" height=\"52\" viewBox=\"0 0 52 52\" fill=\"none\"><rect width=\"52\" height=\"52\" rx=\"6.5\" fill=\"#E3F8FB\"><\/rect><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M26 41.4375C30.0943 41.4375 34.0209 39.8111 36.916 36.916C39.8111 34.0209 41.4375 30.0943 41.4375 26C41.4375 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18.8845 26.6847 19.1465 28.8304C20.8314 29.1726 22.7639 29.3974 24.8431 29.4577V21.7732ZM16.3438 23.1599C16.5035 23.1023 16.6675 23.0469 16.8359 22.9936C16.631 24.7255 16.6037 26.4738 16.7544 28.2112C16.6143 28.1656 16.4774 28.1188 16.3438 28.071C15.1299 27.6425 14.2304 27.1585 13.6552 26.6795C13.0751 26.1955 12.9545 25.8305 12.9545 25.6154C12.9545 25.402 13.0751 25.037 13.6552 24.5514C14.2304 24.0723 15.1299 23.5884 16.3438 23.1599ZM21.2175 35.4655C20.538 34.2874 19.9791 32.8649 19.5897 31.2697C21.2094 31.5467 22.9822 31.7227 24.8415 31.7748V38.8581C23.5525 38.436 22.2799 37.3101 21.2175 35.4655ZM27.1585 38.8581V31.7748C28.9188 31.73 30.6737 31.5612 32.4103 31.2697C32.0192 32.8649 31.4619 34.2874 30.7808 35.4655C29.7201 37.3101 28.4491 38.436 27.1585 38.8581ZM35.3368 26C35.3368 26.7495 35.3058 27.4861 35.2439 28.2095C35.3841 28.1639 35.5209 28.1172 35.6545 28.0694C36.8685 27.6409 37.768 27.1569 38.3432 26.6779C38.9232 26.1939 39.0438 25.8289 39.0438 25.6138C39.0438 25.4004 38.9232 25.0354 38.3432 24.5498C37.768 24.0707 36.8685 23.5868 35.6545 23.1582C35.4914 23.1002 35.3274 23.0448 35.1624 22.992C35.2787 23.9697 35.3373 24.9724 35.3384 26\" fill=\"#185886\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tOpen source and Standards based\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tKnowledge graphs are built on open standards and technologies, ensuring data interoperability and avoiding vendor lock-in.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb065b0 elementor-widget__width-inherit elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"eb065b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"65\" height=\"64\" viewBox=\"0 0 65 64\" fill=\"none\"><rect x=\"0.666748\" width=\"64\" height=\"64\" rx=\"8\" fill=\"#E3F8FB\"><\/rect><path d=\"M47.1429 31.0952H44.4287V23.8571C44.4287 22.8973 44.0474 21.9768 43.3687 21.2981C42.69 20.6194 41.7694 20.2381 40.8096 20.2381H33.5715V17.5238C33.5715 16.324 33.0949 15.1734 32.2465 14.325C31.3981 13.4766 30.2475 13 29.0477 13C27.8479 13 26.6973 13.4766 25.8489 14.325C25.0005 15.1734 24.5239 16.324 24.5239 17.5238V20.2381H17.2858C16.326 20.2381 15.4054 20.6194 14.7267 21.2981C14.048 21.9768 13.6667 22.8973 13.6667 23.8571V30.7333H16.381C19.0953 30.7333 21.2667 32.9048 21.2667 35.619C21.2667 38.3333 19.0953 40.5048 16.381 40.5048H13.6667V47.381C13.6667 48.3408 14.048 49.2613 14.7267 49.94C15.4054 50.6187 16.326 51 17.2858 51H24.162V48.2857C24.162 45.5714 26.3334 43.4 29.0477 43.4C31.762 43.4 33.9334 45.5714 33.9334 48.2857V51H40.8096C41.7694 51 42.69 50.6187 43.3687 49.94C44.0474 49.2613 44.4287 48.3408 44.4287 47.381V40.1429H47.1429C48.3427 40.1429 49.4934 39.6662 50.3418 38.8179C51.1901 37.9695 51.6667 36.8188 51.6667 35.619C51.6667 34.4193 51.1901 33.2686 50.3418 32.4202C49.4934 31.5719 48.3427 31.0952 47.1429 31.0952Z\" fill=\"#185886\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFlexibility and extensibility\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tTopBraid EDG adapts to evolving business needs with a scalable, model-driven UI and open APIs. Its knowledge graph foundation ensures extensibility and long-term flexibility.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0dfdcd elementor-widget__width-inherit elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"f0dfdcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"65\" height=\"64\" viewBox=\"0 0 65 64\" fill=\"none\"><rect x=\"0.333374\" width=\"64\" height=\"64\" rx=\"8\" fill=\"#E3F8FB\"><\/rect><path d=\"M26.386 17.5819C27.5275 14.2413 32.1432 14.1401 33.4966 17.2784L33.6112 17.5838L35.1517 22.0888C35.5047 23.122 36.0752 24.0674 36.8247 24.8614C37.5742 25.6553 38.4852 26.2793 39.4963 26.6912L39.9106 26.8458L44.4156 28.3844C47.7562 29.5259 47.8573 34.1417 44.721 35.4951L44.4156 35.6096L39.9106 37.1501C38.877 37.5029 37.9312 38.0733 37.137 38.8228C36.3427 39.5723 35.7184 40.4834 35.3063 41.4948L35.1517 41.9071L33.6131 46.414C32.4716 49.7546 27.8558 49.8558 26.5043 46.7194L26.386 46.414L24.8474 41.909C24.4946 40.8755 23.9242 39.9297 23.1747 39.1354C22.4252 38.3411 21.514 37.7168 20.5027 37.3047L20.0904 37.1501L15.5854 35.6115C12.2429 34.47 12.1417 29.8543 15.28 28.5027L15.5854 28.3844L20.0904 26.8458C21.1236 26.4928 22.069 25.9223 22.8629 25.1728C23.6569 24.4233 24.2808 23.5123 24.6928 22.5012L24.8474 22.0888L26.386 17.5819ZM45.2708 11C45.6279 11 45.9778 11.1002 46.2809 11.2891C46.5839 11.4781 46.8278 11.7483 46.985 12.069L47.0766 12.2923L47.7447 14.2509L49.7052 14.919C50.063 15.0406 50.3768 15.2657 50.6066 15.5657C50.8364 15.8658 50.972 16.2274 50.9961 16.6046C51.0202 16.9818 50.9318 17.3577 50.7421 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class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tBuilt-in reasoning uncovers relationships and insights automatically, enabling smarter governance and proactive issue detection without manual effort.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0b8e003 e-flex e-con-boxed e-con e-parent\" data-id=\"0b8e003\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-338e3ad e-con-full e-flex e-con e-child\" data-id=\"338e3ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9765b1f elementor-widget elementor-widget-image\" data-id=\"9765b1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1035\" height=\"690\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-1.webp\" class=\"attachment-full size-full wp-image-20793\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-1.webp 1035w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-1-300x200.webp 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-1-1024x683.webp 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/knowledge-graphs-1-768x512.webp 768w\" sizes=\"(max-width: 1035px) 100vw, 1035px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d548806 e-con-full e-flex e-con e-child\" data-id=\"d548806\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a40ca0f elementor-widget elementor-widget-heading\" data-id=\"a40ca0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Make Your Data Work Like \na Brain<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a7636f elementor-widget elementor-widget-text-editor\" data-id=\"0a7636f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Knowledge Graphs are self-descriptive. Each data point stores meaning alongside structure, using semantic models (ontologies) that grow with your business needs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-53ed69f e-flex e-con-boxed e-con e-child\" data-id=\"53ed69f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bbca6dc elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"bbca6dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<b>Unified:<\/b> One shared model for all teams to collaborate and  build on.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24f70b7 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"24f70b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<b>Flexible:<\/b> Open standards let you extend and integrate freely. No vendor lock-in.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-360dc18 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"360dc18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<b>Intuitive:<\/b> Designed to think like humans, enabling smarter search, discovery, and automation.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d681b07 e-flex e-con-boxed e-con e-parent\" data-id=\"d681b07\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d4eb140 e-flex e-con-boxed e-con e-child\" data-id=\"d4eb140\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2045224 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"2045224\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Future-Proof Your Data Strategy<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f7e8f0 elementor-widget elementor-widget-text-editor\" data-id=\"3f7e8f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Avoid the limitations of rigid, short-lived data tools. <\/span><span style=\"font-weight: 400;\">Knowledge Graphs<\/span><span style=\"font-weight: 400;\"> are living systems: adaptive, extensible, and ready to solve real business problems. From privacy and compliance to drug discovery and digital twins, your next innovation starts here.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f776130 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"f776130\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Ready to unlock what your data already knows?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a112b0b elementor-align-center elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"a112b0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xl elementor-animation-grow\" href=\"\/request-a-demo\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request a Demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5718a69 e-flex e-con-boxed e-con e-parent\" data-id=\"5718a69\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-331da8b elementor-widget elementor-widget-n-accordion\" data-id=\"331da8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5350\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5350\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h2 class=\"e-n-accordion-item-title-text\"> Why Enterprises Need Knowledge Graphs Today <\/h2><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M20.3326 18.2116H45.7885V43.6674M44.0207 19.9793L18.2113 45.7887\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M45.7887 20.3329V45.7887H20.3328M44.0209 44.0209L18.2115 18.2115\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5350\" class=\"elementor-element elementor-element-081c8ad e-con-full e-flex e-con e-child\" data-id=\"081c8ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f311f99 elementor-widget elementor-widget-text-editor\" data-id=\"f311f99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Modern organizations generate and rely on more data than ever before, yet most still struggle to use that data effectively. Information is stored in different databases, owned by different teams, described inconsistently, or locked inside legacy systems. The result is slow analysis, duplicated effort, brittle integrations, and limited trust in data quality.<\/span><\/p><p><span style=\"font-weight: 400;\">Knowledge Graphs solve these challenges by turning isolated datasets into an interconnected, contextual data foundation. Instead of treating data as static records, Knowledge Graphs treat data as relationships: how things, people, processes, and rules connect. This shift is especially important for:<br \/><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Regulated industries that must prove accuracy, lineage, and compliance<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enterprises with multiple systems, data lakes, or business units<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Organizations undergoing modernization, cloud migration, or AI adoption<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Teams struggling with inconsistent definitions or unclear ownership<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\"><br \/>By unifying business, technical, and operational metadata, Knowledge Graphs improve clarity, accelerate analytics, and become a reusable foundation for a wide range of initiatives; from data governance to digital transformation to AI.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5351\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5351\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h2 class=\"e-n-accordion-item-title-text\"> How Knowledge Graphs Are Built: Models, Metadata, Semantics, and Standards <\/h2><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M20.3326 18.2116H45.7885V43.6674M44.0207 19.9793L18.2113 45.7887\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M45.7887 20.3329V45.7887H20.3328M44.0209 44.0209L18.2115 18.2115\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5351\" class=\"elementor-element elementor-element-165bfdd e-con-full e-flex e-con e-child\" data-id=\"165bfdd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a739068 elementor-widget elementor-widget-text-editor\" data-id=\"a739068\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Knowledge Graphs are powerful because they combine meaning and structure. Rather than forcing every data source into a rigid schema, they use flexible ontologies and shared semantics to describe the real world the way humans understand it.<\/span><\/p><h3><span style=\"font-weight: 400;\">Semantic Models (Ontologies)<\/span><\/h3><p><span style=\"font-weight: 400;\">Ontologies define the \u201clanguage\u201d of a Knowledge Graph &#8211; the concepts, attributes, and relationships that matter to the business.<\/span><\/p><p><span style=\"font-weight: 400;\">Examples include:<\/span><\/p><p><i><span style=\"font-weight: 400;\">customer \u2192 owns \u2192 account<\/span><\/i><\/p><p><i><span style=\"font-weight: 400;\">product \u2192 requires \u2192 regulatory approval<\/span><\/i><\/p><p><i><span style=\"font-weight: 400;\">dataset \u2192 is sourced from \u2192 system<\/span><\/i><\/p><p><span style=\"font-weight: 400;\">These models can be extended as the business grows, eliminating the need for disruptive data migrations.<\/span><\/p><h3><span style=\"font-weight: 400;\">Metadata Integration<\/span><\/h3><p><span style=\"font-weight: 400;\">Knowledge Graphs excel at bringing together:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Technical metadata (schemas, APIs, tables, fields)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Business metadata (definitions, policies, glossary terms)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Operational metadata (lineage, quality, process flows)<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\"><br \/>This unification produces a single source of truth enriched with context and traceability.<\/span><\/p><h3><span style=\"font-weight: 400;\">Standards and Interoperability<\/span><\/h3><p><span style=\"font-weight: 400;\">Enterprise-grade Knowledge Graphs rely on open standards such as:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RDF (Resource Description Framework)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">OWL (Web Ontology Language)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SHACL (Shapes Constraint Language)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SPARQL (query language)<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\"><br \/>These ensure long-term interoperability and prevent vendor lock-in \u2014 a critical concern for large organizations that need flexibility and future-proof architecture.<\/span><\/p><h3><span style=\"font-weight: 400;\">Reasoning and Inference<\/span><\/h3><p><span style=\"font-weight: 400;\">Because Knowledge Graphs understand the meaning behind data, they can automatically infer new relationships (e.g., \u201cIf A is related to B, and B to C, then A may be relevant to C\u201d). This helps detect undocumented dependencies, governance issues, or compliance gaps before they become problems.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5352\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5352\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h2 class=\"e-n-accordion-item-title-text\"> Real-World Use Cases for Knowledge Graphs Across Industries <\/h2><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M20.3326 18.2116H45.7885V43.6674M44.0207 19.9793L18.2113 45.7887\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M45.7887 20.3329V45.7887H20.3328M44.0209 44.0209L18.2115 18.2115\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5352\" class=\"elementor-element elementor-element-43cfb1e e-con-full e-flex e-con e-child\" data-id=\"43cfb1e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ca4d3f elementor-widget elementor-widget-text-editor\" data-id=\"1ca4d3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Knowledge Graphs are being adopted across industries because they provide clarity, consistency, and context in environments where data is often siloed and difficult to interpret. In financial services, they help institutions better understand the relationships among customer data, products, transactions, policies, and regulatory obligations. This makes it easier to track data lineage, support audits, and deliver trustworthy insights across teams that depend on accurate and timely information.<\/span><\/p><p><span style=\"font-weight: 400;\">In life sciences and healthcare, Knowledge Graphs bring together research data, trial information, product specifications, and regulatory documentation. This unified foundation improves traceability, accelerates scientific discovery, and supports more coordinated decision-making across R&amp;D teams, clinical operations, and compliance groups.<\/span><\/p><p><span style=\"font-weight: 400;\">Manufacturers rely on Knowledge Graphs to connect product data, supply chain information, equipment records, and quality documentation. When these datasets are linked, organizations gain a more complete understanding of how processes, materials, and operational decisions affect each other. This allows teams to reduce risk, resolve issues more quickly, and plan more effectively for product lifecycles and production changes.<\/span><\/p><p><span style=\"font-weight: 400;\">Media and publishing organizations use Knowledge Graphs to organize large volumes of content. When articles, assets, topics, and production workflows are linked in context, it becomes much easier for teams to discover information, maintain consistent tagging practices, and streamline editorial operations.<\/span><\/p><p><span style=\"font-weight: 400;\">Public sector organizations also benefit from Knowledge Graphs because they help unify information stored across many departments and legacy systems. A connected data foundation improves transparency, supports faster analysis, and strengthens the ability to enforce standards and policies across diverse agencies. Across all industries, the central value is the same: Knowledge Graphs create a shared understanding of data so that people, processes, and systems can operate with greater alignment and confidence.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5353\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5353\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h2 class=\"e-n-accordion-item-title-text\"> How Knowledge Graphs Power AI, Automation, and Intelligent Agents <\/h2><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M20.3326 18.2116H45.7885V43.6674M44.0207 19.9793L18.2113 45.7887\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"64\" height=\"64\" viewBox=\"0 0 64 64\" fill=\"none\"><path d=\"M45.7887 20.3329V45.7887H20.3328M44.0209 44.0209L18.2115 18.2115\" stroke=\"#094C7E\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5353\" class=\"elementor-element elementor-element-3167bad e-con-full e-flex e-con e-child\" data-id=\"3167bad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b26594 elementor-widget elementor-widget-text-editor\" data-id=\"8b26594\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Knowledge Graphs play a central role in enabling accurate and trustworthy AI. Modern AI systems work best when they have access to structured and contextual information. A Knowledge Graph provides this structure by connecting data to its meaning, its lineage, and the relationships it has with other data. This reduces ambiguity and gives AI models a more complete foundation for generating insights.<\/span><\/p><p><span style=\"font-weight: 400;\">Knowledge Graphs also improve the performance of retrieval-augmented generation systems by supplying verified, consistent, and semantically rich information. When AI models can refer to clearly defined terms, standardized concepts, and authoritative sources, the results are more accurate and aligned with enterprise policies and definitions.<\/span><\/p><p><span style=\"font-weight: 400;\">Intelligent agents benefit from Knowledge Graphs as well. With a connected and semantically aware data foundation, automated agents can identify gaps, validate entries, detect emerging issues, and recommend corrections in ways that reflect actual business logic. This reduces manual effort, shortens the time required to resolve data quality or governance concerns, and supports continuous improvement.<\/span><\/p><p><span style=\"font-weight: 400;\">Knowledge Graphs also help organizations prepare for emerging AI requirements. Because they are based on open standards and flexibly modeled relationships, they adapt easily as new AI technologies, regulations, and interoperability expectations evolve. This positions the Knowledge Graph as one of the most future-ready components of an enterprise data architecture and ensures that organizations can adopt new AI capabilities with confidence.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1870d32 e-flex e-con-boxed e-con e-parent\" data-id=\"1870d32\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ed1ee4 h-outline elementor-widget elementor-widget-heading\" data-id=\"0ed1ee4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Resources<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e1c933 elementor-posts--thumbnail-none 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href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=unlock-the-power-of-knowledge-graphs-and-llms-the-ultimate-synergy-for-enterprise-data\" >\n\t\t\t\tUnlock the Power of Knowledge Graphs and LLMs: The Ultimate Synergy for Enterprise Data\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>A practical overview of how LLMs and knowledge graphs work together\u2014covering KG creation, governance, RAG, and enterprise GenAI pipelines.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=unlock-the-power-of-knowledge-graphs-and-llms-the-ultimate-synergy-for-enterprise-data\" aria-label=\"Read more about Unlock the Power of Knowledge Graphs and LLMs: The Ultimate Synergy for Enterprise Data\" tabindex=\"-1\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div><div id=\"eckb-article-content-footer\"><div class=\"eckb-tag-container\"  ><span class=\"eckb-tag-description\">Tags:  <\/span><ul class=\"eckb-tag-list\"><li ><a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_tag=ai-readiness\" rel=\"tag\">AI Readiness<\/a><\/li><li ><a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_tag=data-governance\" rel=\"tag\">Data Governance<\/a><\/li><li ><a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_tag=generative-ai-tools\" rel=\"tag\">Generative Ai Tools<\/a><\/li><li ><a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_tag=knowledge-graph\" rel=\"tag\">Knowledge Graph<\/a><\/li><li ><a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_tag=llm\" 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[&hellip;]<\/p>\n","protected":false},"author":18,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-20739","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Knowledge Graphs Unify Your Technical, Business &amp; Operational Metadata | TopQuadrant<\/title>\n<meta name=\"description\" content=\"TopQuadrant&#039;s knowledge graphs reveal the full context of your data. 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