{"id":20511,"date":"2025-07-01T10:20:28","date_gmt":"2025-07-01T10:20:28","guid":{"rendered":"https:\/\/stage.topquadrant.com\/?page_id=20511"},"modified":"2025-09-15T16:18:11","modified_gmt":"2025-09-15T16:18:11","slug":"ai-agent","status":"publish","type":"page","link":"https:\/\/mandalay.topquadrant.com\/?page_id=20511","title":{"rendered":"Building Enterprise AI Agents Require a Strong Semantic Foundation"},"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=\"18924\" >                        <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;\"  >The #1 Reason Financial Firms Struggle to Scale AI (And How to Fix It)<\/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\">The #1 Reason Financial Firms Struggle to Scale AI (And How to Fix It)<\/h1><\/div><\/div><\/div><\/div><div id=\"eckb-article-content-body\">\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"20511\" class=\"elementor elementor-20511\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-63d7b7b e-flex e-con-boxed e-con e-parent\" data-id=\"63d7b7b\" 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-68b4963 e-con-full e-flex e-con e-child\" data-id=\"68b4963\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5fd6866 elementor-widget elementor-widget-heading\" data-id=\"5fd6866\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">AI Agent<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a32322 elementor-widget elementor-widget-heading\" data-id=\"1a32322\" 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\">Knowledge Graphs Help Build Scalable AI Agents<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-065ac6e elementor-widget elementor-widget-text-editor\" data-id=\"065ac6e\" 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>Harness the power of knowledge graphs to manage the metadata driving your AI architecture.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a58502 elementor-align-left elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"0a58502\" 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\">Talk to a Data Expert<\/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<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b675a2 e-con-full e-flex e-con e-child\" data-id=\"1b675a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d4fef1 elementor-widget elementor-widget-image\" data-id=\"9d4fef1\" 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=\"855\" height=\"630\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/ai-agent-initiatives.webp\" class=\"attachment-full size-full wp-image-20519\" alt=\"build an ai agent\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/ai-agent-initiatives.webp 855w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/ai-agent-initiatives-300x221.webp 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/07\/ai-agent-initiatives-768x566.webp 768w\" sizes=\"(max-width: 855px) 100vw, 855px\" \/>\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-a56e4d7 e-flex e-con-boxed e-con e-parent\" data-id=\"a56e4d7\" 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-ec0debf e-con-full e-flex e-con e-child\" data-id=\"ec0debf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3ebdf65 e-con-full e-flex e-con e-child\" data-id=\"3ebdf65\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a14c744 elementor-widget elementor-widget-heading\" data-id=\"a14c744\" 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\">Why AI Agents Need a Semantic Foundation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a308361 e-con-full e-flex e-con e-child\" data-id=\"a308361\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c0084b9 elementor-widget elementor-widget-text-editor\" data-id=\"c0084b9\" 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>Most AI agents today are just proof-of-concepts\u2014they demo well but fall apart when deployed at scale. To build an AI agent that lasts, you need a semantic foundation. A knowledge graph helps manage the metadata driving your AI architecture, allowing you to:<\/p>\t\t\t\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-bdbea76 e-grid e-con-full e-con e-child\" data-id=\"bdbea76\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-266a1e6 e-con-full e-flex e-con e-child\" data-id=\"266a1e6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b7bb06 elementor-widget elementor-widget-heading\" data-id=\"2b7bb06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">01<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ced95d elementor-widget elementor-widget-heading\" data-id=\"8ced95d\" 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\">Improve reliability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2420c5 elementor-widget elementor-widget-text-editor\" data-id=\"e2420c5\" 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>Get more accurate results<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c89bb6 e-con-full e-flex e-con e-child\" data-id=\"4c89bb6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-260a950 elementor-widget elementor-widget-heading\" data-id=\"260a950\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">02<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29736c8 elementor-widget elementor-widget-heading\" data-id=\"29736c8\" 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\">Enhance governable<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ca9a28 elementor-widget elementor-widget-text-editor\" data-id=\"4ca9a28\" 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>Govern the data flowing to your AI pipelines<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-71d04c8 e-con-full e-flex e-con e-child\" data-id=\"71d04c8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c272e2 elementor-widget elementor-widget-heading\" data-id=\"1c272e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">03<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c7ff4e elementor-widget elementor-widget-heading\" data-id=\"1c7ff4e\" 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\">Enable scalability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2624864 elementor-widget elementor-widget-text-editor\" data-id=\"2624864\" 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>Ensure the tools you build don\u2019t become obsolete within a year<\/p>\t\t\t\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-78087fc e-flex e-con-boxed e-con e-parent\" data-id=\"78087fc\" 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-809327e e-con-full e-flex e-con e-child\" data-id=\"809327e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-144e05d elementor-widget elementor-widget-heading\" data-id=\"144e05d\" 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\">How to Build an AI Agent (the Right Way)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5f7af3 elementor-widget elementor-widget-text-editor\" data-id=\"b5f7af3\" 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>With a solid foundation in place, you can scale AI agents by adding data, enabling new use cases, and transforming enterprise knowledge into functional, language-driven agents.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-241cd34 e-con-full e-flex e-con e-child\" data-id=\"241cd34\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0966190 elementor-widget elementor-widget-html\" data-id=\"0966190\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t\r\n    <style>\r\n        * {\r\n            margin: 0;\r\n            padding: 0;\r\n            box-sizing: border-box;\r\n        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0;\r\n            position: relative;\r\n            z-index: 4;\r\n        }\r\n\r\n        .step-item.active .step-label,\r\n        .step-item.completed .step-label {\r\n            color: #185886;\r\n        }\r\n\r\n        .step-item.active .step-circle,\r\n        .step-item.completed .step-circle {\r\n            background-color: #185886;\r\n        }\r\n\r\n        \/* Content Area Styles *\/\r\n        .content-area {\r\n            opacity: 0;\r\n            transform: translateY(20px);\r\n            transition: all 0.4s ease;\r\n            display: none;\r\n        }\r\n\r\n        .content-area.active {\r\n            opacity: 1;\r\n            transform: translateY(0);\r\n            display: block;\r\n        }\r\n\r\n        .content-wrapper {\r\n            display: flex;\r\n            align-items: center;\r\n            justify-content: center;\r\n            gap: 60px;\r\n            height: 100%;\r\n        }\r\n\r\n        .content-image {\r\n            display: flex;\r\n            flex: 1;\r\n            justify-content: center;\r\n            align-items: center;\r\n        }\r\n\r\n        .content-image img {\r\n            width: 100%;\r\n            height: auto;\r\n            border-radius: 12px;\r\n        }\r\n\r\n        .content-text {\r\n            display: flex;\r\n            flex: 1;\r\n            flex-direction: column;\r\n            justify-content: center;\r\n        }\r\n\r\n        .content-step-label {\r\n            color: #F58220;\r\n            margin-bottom: 32px;\r\n            font-weight: inherit;\r\n            font-size: inherit;\r\n        }\r\n\r\n        .content-title {\r\n            margin-bottom: 22px;\r\n            color: #185886;\r\n            font-weight: inherit;\r\n            font-size: inherit;\r\n            line-height: 1.3;\r\n        }\r\n\r\n        .content-description {\r\n            color: #225E8B;\r\n            line-height: 1.6;\r\n            font-weight: inherit;\r\n      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class=\"progress-line\"><\/div>\r\n            <div class=\"step-item active\" data-step=\"1\">\r\n                <h5 class=\"step-label\">Step 1<\/h5>\r\n                <div class=\"step-circle\"><\/div>\r\n            <\/div>\r\n            <div class=\"step-item\" data-step=\"2\">\r\n                <h5 class=\"step-label\">Step 2<\/h5>\r\n                <div class=\"step-circle\"><\/div>\r\n            <\/div>\r\n            <div class=\"step-item\" data-step=\"3\">\r\n                <h5 class=\"step-label\">Step 3<\/h5>\r\n                <div class=\"step-circle\"><\/div>\r\n            <\/div>\r\n            <div class=\"step-item\" data-step=\"4\">\r\n                <h5 class=\"step-label\">Step 4<\/h5>\r\n                <div class=\"step-circle\"><\/div>\r\n            <\/div>\r\n            <div class=\"step-item\" data-step=\"5\">\r\n                <h5 class=\"step-label\">Step 5<\/h5>\r\n                <div class=\"step-circle\"><\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <!-- Content Areas -->\r\n        <div class=\"content-area active\" data-content=\"1\">\r\n            <div class=\"content-wrapper\">\r\n                <div class=\"content-image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/stage.topquadrant.com\/wp-content\/uploads\/2025\/07\/Build-your-business-case.webp\" alt=\"Step 1 - Build your business case\" \/>\r\n                <\/div>\r\n                <div class=\"content-text\">\r\n                    <h5 class=\"content-step-label\">Step 1<\/h5>\r\n                    <h2 class=\"content-title\">Build your business case<\/h2>\r\n                    <p class=\"content-description\">Clearly define the problem statement, identify your users, and ensure you have access to the necessary data.<\/p>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"content-area\" data-content=\"2\">\r\n            <div class=\"content-wrapper\">\r\n                <div class=\"content-image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/stage.topquadrant.com\/wp-content\/uploads\/2025\/07\/Identify-and-Scope-Data.webp\" alt=\"Step 2 - Identify and Scope Data\" \/>\r\n                <\/div>\r\n                <div class=\"content-text\">\r\n                    <h5 class=\"content-step-label\">Step 2<\/h5>\r\n                    <h2 class=\"content-title\">Identify and Scope Data<\/h2>\r\n                    <p class=\"content-description\">Select the key datasets needed to achieve your goal.<\/p>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"content-area\" data-content=\"3\">\r\n            <div class=\"content-wrapper\">\r\n                <div class=\"content-image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/stage.topquadrant.com\/wp-content\/uploads\/2025\/07\/Make-Your-Data-AI-Ready.webp\" alt=\"Step 3 - Make Your Data AI-Ready\" \/>\r\n                <\/div>\r\n                <div class=\"content-text\">\r\n                    <h5 class=\"content-step-label\">Step 3<\/h5>\r\n                    <h2 class=\"content-title\">Make Your Data AI-Ready<\/h2>\r\n                    <p class=\"content-description\">AI agents require consistent terminology across datasets to be effectively queried.<\/p>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"content-area\" data-content=\"4\">\r\n            <div class=\"content-wrapper\">\r\n                <div class=\"content-image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/stage.topquadrant.com\/wp-content\/uploads\/2025\/07\/Orchestrate-and-Test.webp\" alt=\"Step 4 - Orchestrate and Test\" \/>\r\n                <\/div>\r\n                <div class=\"content-text\">\r\n                    <h5 class=\"content-step-label\">Step 4<\/h5>\r\n                    <h2 class=\"content-title\">Orchestrate and Test<\/h2>\r\n                    <p class=\"content-description\">With your data ready, start with one AI agent and iteratively refine to boost accuracy and adaptability.<\/p>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"content-area\" data-content=\"5\">\r\n            <div class=\"content-wrapper\">\r\n                <div class=\"content-image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/stage.topquadrant.com\/wp-content\/uploads\/2025\/07\/Expand.webp\" alt=\"Step 5 - Expand\" \/>\r\n                <\/div>\r\n                <div class=\"content-text\">\r\n                    <h5 class=\"content-step-label\">Step 5<\/h5>\r\n                    <h2 class=\"content-title\">Expand<\/h2>\r\n                    <p class=\"content-description\">With a solid foundation in place, you can scale AI agents by adding data, enabling new use cases, and transforming enterprise knowledge into functional, language-driven agents.<\/p>\r\n           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elementor-element-525cce6 e-flex e-con-boxed e-con e-parent\" data-id=\"525cce6\" 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-7e18166 e-con-full e-flex e-con e-child\" data-id=\"7e18166\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-be6efca e-con-full e-flex e-con e-child\" data-id=\"be6efca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e1e0d41 elementor-widget elementor-widget-heading\" data-id=\"e1e0d41\" 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\">TopQuadrant\u2019s Role in Your AI Journey<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e660042 e-con-full e-flex e-con e-child\" data-id=\"e660042\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f9016e elementor-widget elementor-widget-text-editor\" data-id=\"6f9016e\" 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>TopQuadrant makes data AI-ready, governs it with knowledge graphs, and supports scalable AI agents\u2014ensuring accurate, context-aware results that evolve with your enterprise.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b1fac5 elementor-align-left elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"3b1fac5\" 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\">Talk to a Data Expert<\/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<\/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-4ebf79e e-flex e-con-boxed e-con e-parent\" data-id=\"4ebf79e\" 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-0f203ca h-outline elementor-widget elementor-widget-heading\" data-id=\"0f203ca\" 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 Knowledge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b11aa5 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-posts--show-avatar elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"6b11aa5\" data-element_type=\"widget\" data-e-type=\"widget\" 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data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-23799 epkb_post_type_1 type-epkb_post_type_1 status-publish has-post-thumbnail hentry epkb_post_type_1_category-ai-readiness epkb_post_type_1_category-reference-data-management epkb_post_type_1_category-tq-data-foundation\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=all-data-is-referential-heres-why-that-changes-everything\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/04\/TQ-Everything-is-Reference-Data-to-AI-Thumbnail-300x300.png\" class=\"attachment-medium size-medium wp-image-23809\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/04\/TQ-Everything-is-Reference-Data-to-AI-Thumbnail-300x300.png 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/04\/TQ-Everything-is-Reference-Data-to-AI-Thumbnail-150x150.png 150w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/04\/TQ-Everything-is-Reference-Data-to-AI-Thumbnail.png 600w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Ingrid' src='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/b3f36c60227f04948671ff1c545af844.jpg?ver=1782844676' srcset='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/e4897e376a4278b191462cc58435e6b1.jpg?ver=1782844676 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=all-data-is-referential-heres-why-that-changes-everything\" >\n\t\t\t\tAll Data Is Referential. Here\u2019s Why That Changes Everything.\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Enterprises spend millions on master data management, data catalogs, and AI infrastructure \u2014 and still can\u2019t get their systems to agree on what the data means. The missing piece isn\u2019t more tooling. It\u2019s a governed reference data layer that travels with your data everywhere it goes.<\/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=all-data-is-referential-heres-why-that-changes-everything\" aria-label=\"Read more about All Data Is Referential. Here\u2019s Why That Changes Everything.\" 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<article class=\"elementor-post elementor-grid-item post-23120 epkb_post_type_1 type-epkb_post_type_1 status-publish has-post-thumbnail hentry epkb_post_type_1_category-reference-data-management epkb_post_type_1_category-tq-data-foundation\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=reference-data-management-master-data-management\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-300x300.png\" class=\"attachment-medium size-medium wp-image-23122\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-300x300.png 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-1024x1024.png 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-150x150.png 150w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-768x768.png 768w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-1536x1536.png 1536w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46-700x700.png 700w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-46.png 1875w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Molly' src='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/5e4f0fa22c0be23e9cfb19d10e2126ac.jpg?ver=1782844676' srcset='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/371812c56a877b8b3750ea6becf8b600.jpg?ver=1782844676 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=reference-data-management-master-data-management\" >\n\t\t\t\tWhy We Should Do Reference Data Management Differently Than Master Data Management\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>AI exposes the limits of traditional MDM. Discover why reference data requires a different approach in an ai-ready data foundation.<\/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=reference-data-management-master-data-management\" aria-label=\"Read more about Why We Should Do Reference Data Management Differently Than Master Data Management\" 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<article class=\"elementor-post elementor-grid-item post-23116 epkb_post_type_1 type-epkb_post_type_1 status-publish has-post-thumbnail hentry epkb_post_type_1_category-reference-data-management\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=managing-reference-data-in-the-age-of-ai\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-300x300.png\" class=\"attachment-medium size-medium wp-image-23118\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-300x300.png 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-1024x1024.png 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-150x150.png 150w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-768x768.png 768w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-1536x1536.png 1536w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45-700x700.png 700w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2026\/03\/Resource-Center-Thumbnail-45.png 1875w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Molly' src='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/5e4f0fa22c0be23e9cfb19d10e2126ac.jpg?ver=1782844676' srcset='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/371812c56a877b8b3750ea6becf8b600.jpg?ver=1782844676 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=managing-reference-data-in-the-age-of-ai\" >\n\t\t\t\tWhy Do We Need a New Way of Managing Reference Data in The Age of AI?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Traditional reference data breaks down in AI environments. Discover how an ai-ready data foundation supports scalable, trusted AI.<\/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=managing-reference-data-in-the-age-of-ai\" aria-label=\"Read more about Why Do We Need a New Way of Managing Reference Data in The Age of AI?\" 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<article class=\"elementor-post elementor-grid-item post-19734 epkb_post_type_1 type-epkb_post_type_1 status-publish has-post-thumbnail hentry epkb_post_type_1_category-ai-readiness epkb_post_type_1_category-data-governance epkb_post_type_1_category-datasets epkb_post_type_1_category-metadata-management epkb_post_type_1_category-taxonomies\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=improve-metadata-consistency-in-sharepoint-and-aem-with-ai-powered-tagging\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM-300x300.png\" class=\"attachment-medium size-medium wp-image-19738\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM-300x300.png 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM-1024x1024.png 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM-150x150.png 150w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM-768x768.png 768w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM-700x700.png 700w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Blog-Image-Sharepoint-AEM.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Kim Healy' src='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/1f993df8370d93b1a7a0334dd9ecdcc7.jpg?ver=1782846505' srcset='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/e4220b977f48166746d5ebc57affefa8.jpg?ver=1782846505 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=improve-metadata-consistency-in-sharepoint-and-aem-with-ai-powered-tagging\" >\n\t\t\t\tImprove Metadata Consistency in SharePoint and AEM with AI-Powered Tagging\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Resource Hub Search Table of Contents &lt; All Topics Main Data Governance Improve Metadata Consistency in SharePoint and AEM with AI-Powered Tagging Print Improve Metadata<\/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=improve-metadata-consistency-in-sharepoint-and-aem-with-ai-powered-tagging\" aria-label=\"Read more about Improve Metadata Consistency in SharePoint and AEM with AI-Powered Tagging\" 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<article class=\"elementor-post elementor-grid-item post-19508 epkb_post_type_1 type-epkb_post_type_1 status-publish has-post-thumbnail hentry epkb_post_type_1_category-ai-readiness epkb_post_type_1_category-data-governance epkb_post_type_1_category-datasets epkb_post_type_1_category-knowledge-graphs epkb_post_type_1_category-metadata-management\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=how-topbraid-edg-and-neo4j-work-together-for-smarter-graph-applications\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j-300x300.png\" class=\"attachment-medium size-medium wp-image-19622\" alt=\"\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j-300x300.png 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j-1024x1024.png 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j-150x150.png 150w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j-768x768.png 768w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j-700x700.png 700w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/05\/Copy-of-Blog-Image-EDG-Neo4j.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Kim Healy' src='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/1f993df8370d93b1a7a0334dd9ecdcc7.jpg?ver=1782846505' srcset='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/e4220b977f48166746d5ebc57affefa8.jpg?ver=1782846505 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=how-topbraid-edg-and-neo4j-work-together-for-smarter-graph-applications\" >\n\t\t\t\tHow TopBraid EDG and Neo4j Work Together for Smarter Graph Applications\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Explores how TopBraid EDG and Neo4j now work together, allowing teams to manage governed knowledge models in EDG and use them in Neo4j for dynamic graph applications.<\/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=how-topbraid-edg-and-neo4j-work-together-for-smarter-graph-applications\" aria-label=\"Read more about How TopBraid EDG and Neo4j Work Together for Smarter Graph Applications\" 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<article class=\"elementor-post elementor-grid-item post-18924 epkb_post_type_1 type-epkb_post_type_1 status-publish has-post-thumbnail hentry epkb_post_type_1_category-ai-readiness epkb_post_type_1_category-data-governance epkb_post_type_1_category-datasets epkb_post_type_1_category-financial-services epkb_post_type_1_tag-financial-services epkb_post_type_1_tag-generative-ai-tools\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=the-1-reason-financial-firms-struggle-to-scale-ai-and-how-to-fix-it\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale--300x300.jpg\" class=\"attachment-medium size-medium wp-image-18935\" alt=\"Scale AI initiatives with knowledge graphs\" srcset=\"https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale--300x300.jpg 300w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale--1024x1024.jpg 1024w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale--150x150.jpg 150w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale--768x768.jpg 768w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale--700x700.jpg 700w, https:\/\/mandalay.topquadrant.com\/wp-content\/uploads\/2025\/03\/Blog-Image-Reason-Financial-Firms-Struggle-to-Scale-.jpg 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Kim Healy' src='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/1f993df8370d93b1a7a0334dd9ecdcc7.jpg?ver=1782846505' srcset='https:\/\/mandalay.topquadrant.com\/wp-content\/litespeed\/avatar\/e4220b977f48166746d5ebc57affefa8.jpg?ver=1782846505 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1=the-1-reason-financial-firms-struggle-to-scale-ai-and-how-to-fix-it\" >\n\t\t\t\tThe #1 Reason Financial Firms Struggle to Scale AI (And How to Fix It)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Resource Hub Search Table of Contents &lt; All Topics Main Data Governance The #1 Reason Financial Firms Struggle to Scale AI (And How to Fix<\/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=the-1-reason-financial-firms-struggle-to-scale-ai-and-how-to-fix-it\" aria-label=\"Read more about The #1 Reason Financial Firms Struggle to Scale AI (And How to Fix It)\" 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=financial-services\" rel=\"tag\">financial-services<\/a><\/li><li ><a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_tag=generative-ai-tools\" rel=\"tag\">Generative Ai Tools<\/a><\/li><\/ul><\/div><\/div>\r\n\t\t        <\/article><!-- \/#eckb-article-content -->     <div 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href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=data-fabric\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tData Fabric\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__count\">\r\n\t\t\t\t\t\t\t\t\t\t8\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/li>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<li class=\"eckb--acll__cat-item \">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=metadata-management\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tMetadata Management\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span 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\">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=uncategorized\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tUncategorized\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__count\">\r\n\t\t\t\t\t\t\t\t\t\t2\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/li>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<li class=\"eckb--acll__cat-item \">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=data-catalogs\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tData Catalogs\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__count\">\r\n\t\t\t\t\t\t\t\t\t\t16\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/li>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<li class=\"eckb--acll__cat-item \">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=datasets\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tDatasets\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__count\">\r\n\t\t\t\t\t\t\t\t\t\t11\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/li>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<li class=\"eckb--acll__cat-item \">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=taxonomies\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tTaxonomies\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__count\">\r\n\t\t\t\t\t\t\t\t\t\t4\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/li>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<li class=\"eckb--acll__cat-item \">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/mandalay.topquadrant.com\/?epkb_post_type_1_category=news\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__name\">\r\n\t\t\t\t\t\t\t\t\t\tNews\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"eckb-acll__cat-item__count\">\r\n\t\t\t\t\t\t\t\t\t\t5\t\t\t\t\t\t\t\t\t<\/span>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/li>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<li class=\"eckb--acll__cat-item \">\r\n\t\t\t\t\t\t\t<a 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