{"id":2443,"date":"2025-09-21T17:00:04","date_gmt":"2025-09-21T16:00:04","guid":{"rendered":"https:\/\/innovfast.move2.digital\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/"},"modified":"2025-11-26T11:14:44","modified_gmt":"2025-11-26T10:14:44","slug":"ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag","status":"publish","type":"post","link":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/","title":{"rendered":"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG"},"content":{"rendered":"\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"2408\" src=\"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png\" alt=\"\" class=\"wp-image-2408\" srcset=\"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png 1024w, https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-300x200.png 300w, https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-768x512.png 768w, https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">#image_title<\/figcaption><\/figure>\n<\/figure>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h1 class=\"wp-block-heading\"><strong>Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG<\/strong><\/h1>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>Introduction: The Illusion of LLMs and the Real Challenge for Businesses<\/strong><\/h2>\n\n<p>The generative artificial intelligence (GenAI) revolution is disrupting all industries. Every month, new models (GPT, LLaMA, Gemini&#8230;) promise productivity gains, smarter assistants, and faster automations. <\/p>\n\n<p>However, <strong>AI alone will not save businesses<\/strong>. A large language model (LLM) is merely a compressed mirror of its training data. If your organization relies on scattered data, information silos, and poorly structured knowledge, AI will produce <strong>fragmented, inconsistent, and largely unusable<\/strong> responses.  <\/p>\n\n<p>The real challenge lies elsewhere: in building your <strong>Ontological Core<\/strong> \u2013 the ontological core of your business.<\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>Compression and Structure: What LLMs Teach Organizations<\/strong><\/h2>\n\n<p>A <strong>language model<\/strong> is primarily a <strong>meaning compression machine<\/strong>.<br\/>Example: LLaMA-7B condensed nearly 10 TB of text into 140 GB of numerical parameters. The performance of this compression relies on the <strong>latent structure of the data<\/strong>. <\/p>\n\n<p>Applied to the business world:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>The more connected and structured your data is,<\/li>\n\n\n\n<li>The more compressible and usable it becomes,<\/li>\n\n\n\n<li>The more your organization gains in <strong>agility and resilience<\/strong>.<\/li>\n<\/ul>\n\n<p>\ud83d\udc49 In other words: AI needs a <strong>solid core<\/strong>, and <a rel=\"nofollow\" href=\"https:\/\/innovfast.move2.digital\/en\/technology-trends-prepare-your-company\/\">your business<\/a> does too.<\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>Why Not Everything Is Semantic: The Great Misunderstanding<\/strong><\/h2>\n\n<p>An LLM can read text, but it doesn&#8217;t know your business context.<br\/>Let&#8217;s take an example:<\/p>\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;Customer X canceled their subscription because the service was too complex.&#8221;<\/p>\n<\/blockquote>\n\n<p>An LLM extracts linguistic meaning: &#8220;client&#8221; is linked to &#8220;canceled,&#8221; &#8220;subscription,&#8221; and &#8220;complex.&#8221;<br\/>But this is not yet <strong>semantic<\/strong> at the organizational level:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Who is this customer in your CRM?<\/li>\n\n\n\n<li>Which product or service is affected?<\/li>\n\n\n\n<li>Which team is responsible?<\/li>\n\n\n\n<li>Is this a trend or an isolated case?<\/li>\n<\/ul>\n\n<p>\ud83d\udc49 Without a <strong>business ontology<\/strong>, your data remains <strong>isolated sentences<\/strong>. They do not reflect your identity or organizational logic. <\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>Ontology and Data: The Backbone of Organizational Intelligence<\/strong><\/h2>\n\n<p>An <strong>enterprise ontology<\/strong> is much more than a dictionary. It is a <strong>mapping of concepts and their relationships<\/strong>. <\/p>\n\n<p>It defines:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>the <strong>key entities<\/strong> (customers, products, segments, needs, risks&#8230;),<\/li>\n\n\n\n<li>the <strong>relationships<\/strong> (a customer has a need, a product addresses a segment, a trend impacts a market&#8230;),<\/li>\n\n\n\n<li>the <strong>consistency rules<\/strong> that ensure a shared language.<\/li>\n<\/ul>\n\n<p>With a robust ontology, your data becomes <strong>truly semantic<\/strong>. It aligns with your business functions, processes, and strategic objectives. <\/p>\n\n<p>\ud83d\udc49 This is the foundation of your <strong>Ontological Core<\/strong>.<\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>From Classic RAG to GraphRAG: Moving from Raw Text to Knowledge Graph<\/strong><\/h2>\n\n<p><strong>RAG (Retrieval-Augmented Generation)<\/strong> is currently the dominant technique for connecting LLMs to enterprise data. But it has limitations: <\/p>\n\n<ol class=\"wp-block-list\">\n<li>Documents are stored as vectors,<\/li>\n\n\n\n<li>AI searches for the closest passages,<\/li>\n\n\n\n<li>The model produces a response by piecing together excerpts.<\/li>\n<\/ol>\n\n<p>Problem: the result remains <strong>fragmented<\/strong>. No overall view. No business logic.  <\/p>\n\n<p><strong>GraphRAG<\/strong> overcomes these limitations:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Data is <strong>decomposed into entities and relationships<\/strong>.<\/li>\n\n\n\n<li>It is organized into a <strong>knowledge graph<\/strong> linked to the ontology.<\/li>\n\n\n\n<li>AI can navigate this conceptual network, following the links, to generate <strong>contextualized and reliable responses<\/strong>.<\/li>\n<\/ul>\n\n<p>Example:<br\/><strong>Question<\/strong>: &#8220;What emerging needs impact SMEs in electric mobility?&#8221;<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Classic RAG<\/strong>: returns 2\u20133 excerpts containing &#8220;electric mobility&#8221; and &#8220;SMEs.&#8221;<\/li>\n\n\n\n<li><strong>GraphRAG<\/strong>: connects the needs expressed by SMEs, industry trends, market segments, and customer feedback, leading to a <strong>structured and actionable response<\/strong>.<\/li>\n<\/ul>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>InnovFast: The Platform that Transforms Your Data into an Ontological Core<\/strong><\/h2>\n\n<p>This is exactly what <strong>InnovFast<\/strong> does:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Proprietary Innovation Ontology<\/strong>: needs, markets, weak signals, personas, TRL\/MRL, ROI&#8230;<\/li>\n\n\n\n<li><strong>GraphRAG by project and by client<\/strong>: every internal and external data point linked to this conceptual framework.<\/li>\n\n\n\n<li><strong>Intelligent Compression<\/strong>: transforming documentary chaos into a <strong>compact and actionable core<\/strong>.<\/li>\n<\/ul>\n\n<p>With InnovFast:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Your data becomes <strong>contextualized and traceable<\/strong>.<\/li>\n\n\n\n<li>AI speaks the <strong>language of your business<\/strong>, not generic jargon.<\/li>\n\n\n\n<li>You gain a <strong>strategic frontier<\/strong> difficult for competitors to copy.<\/li>\n<\/ul>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>Case Study: From Chaos to a Solid Core with InnovFast<\/strong><\/h2>\n\n<p>A fast-growing industrial company wanted to launch a product in a saturated market.<br\/>Traditionally, the process would have taken 6 to 12 months.<\/p>\n\n<p>With InnovFast:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Market study generated in 30 minutes.<\/li>\n\n\n\n<li>Customer needs modeled via synthetic personas.<\/li>\n\n\n\n<li>Concepts simulated and virtually tested \u2192 <strong>risk reduced by 50%<\/strong>.<\/li>\n<\/ul>\n\n<p>Result: in less than a month, a validated concept ready for launch, with several hundred thousand euros saved.<\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\"><strong>Conclusion: The Future Belongs to Organizations with an Ontological Core<\/strong><\/h2>\n\n<p>In an AI-driven world, your <strong>strategic frontiers<\/strong> are no longer defined solely by your products, but by the <strong>solidity of your Ontological Core<\/strong>.<\/p>\n\n<p>The path is clear:<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>Connect your data<\/strong> to avoid silos.<\/li>\n\n\n\n<li><strong>Build a living ontology<\/strong> adapted to your business functions.<\/li>\n\n\n\n<li><strong>Activate this core via GraphRAG and InnovFast<\/strong> to transform your data into strategic decisions.<\/li>\n<\/ol>\n\n<p>\ud83d\udc49 The real battle will not be between models, but between companies with or without a <strong>solid core<\/strong>.<\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>how to build an ontology for the enterprise&#8221;, &#8220;difference between RAG and GraphRAG&#8221;, &#8220;AI and knowledge graph&#8221;, &#8220;structuring data for AI<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"gallery","meta":{"om_disable_all_campaigns":false,"_uag_custom_page_level_css":"","_uf_show_specific_survey":0,"_uf_disable_surveys":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[46],"tags":[53],"class_list":["post-2443","post","type-post","status-publish","format-gallery","hentry","category-artificial-intelligence","tag-ai-innovation","post_format-post-format-gallery"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG - InnovFast<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG - InnovFast\" \/>\n<meta property=\"og:description\" content=\"how to build an ontology for the enterprise&quot;, &quot;difference between RAG and GraphRAG&quot;, &quot;AI and knowledge graph&quot;, &quot;structuring data for AI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/\" \/>\n<meta property=\"og:site_name\" content=\"InnovFast\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-21T16:00:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-26T10:14:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"InnovFast\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"InnovFast\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/\"},\"author\":{\"name\":\"InnovFast\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#\\\/schema\\\/person\\\/acc1b68df0cbfc00d7fe92788b6c45f9\"},\"headline\":\"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG\",\"datePublished\":\"2025-09-21T16:00:04+00:00\",\"dateModified\":\"2025-11-26T10:14:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/\"},\"wordCount\":779,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png\",\"keywords\":[\"AI Innovation\"],\"articleSection\":[\"Artificial Intelligence\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/\",\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/\",\"name\":\"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG - InnovFast\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png\",\"datePublished\":\"2025-09-21T16:00:04+00:00\",\"dateModified\":\"2025-11-26T10:14:44+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#primaryimage\",\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png\",\"contentUrl\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/\",\"name\":\"InnovFast\",\"description\":\"Accelerate and de-risk your innovations with AI\",\"publisher\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#organization\",\"name\":\"InnovFast\",\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/Innovfast-Main-Logo-1-1.png\",\"contentUrl\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/Innovfast-Main-Logo-1-1.png\",\"width\":1590,\"height\":369,\"caption\":\"InnovFast\"},\"image\":{\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/innovfast\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/quemener-bruno\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/#\\\/schema\\\/person\\\/acc1b68df0cbfc00d7fe92788b6c45f9\",\"name\":\"InnovFast\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/litespeed\\\/avatar\\\/dbec103d7fb98fec8800023eb95e274e.jpg?ver=1782132705\",\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/litespeed\\\/avatar\\\/dbec103d7fb98fec8800023eb95e274e.jpg?ver=1782132705\",\"contentUrl\":\"https:\\\/\\\/innovfast.move2.digital\\\/wp-content\\\/litespeed\\\/avatar\\\/dbec103d7fb98fec8800023eb95e274e.jpg?ver=1782132705\",\"caption\":\"InnovFast\"},\"sameAs\":[\"https:\\\/\\\/innovfast.move2.digital\"],\"url\":\"https:\\\/\\\/innovfast.move2.digital\\\/en\\\/author\\\/thcjzjuvmraf\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG - InnovFast","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/","og_locale":"en_US","og_type":"article","og_title":"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG - InnovFast","og_description":"how to build an ontology for the enterprise\", \"difference between RAG and GraphRAG\", \"AI and knowledge graph\", \"structuring data for AI","og_url":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/","og_site_name":"InnovFast","article_published_time":"2025-09-21T16:00:04+00:00","article_modified_time":"2025-11-26T10:14:44+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20.png","type":"image\/png"}],"author":"InnovFast","twitter_card":"summary_large_image","twitter_misc":{"Written by":"InnovFast","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#article","isPartOf":{"@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/"},"author":{"name":"InnovFast","@id":"https:\/\/innovfast.move2.digital\/en\/#\/schema\/person\/acc1b68df0cbfc00d7fe92788b6c45f9"},"headline":"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG","datePublished":"2025-09-21T16:00:04+00:00","dateModified":"2025-11-26T10:14:44+00:00","mainEntityOfPage":{"@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/"},"wordCount":779,"commentCount":0,"publisher":{"@id":"https:\/\/innovfast.move2.digital\/en\/#organization"},"image":{"@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#primaryimage"},"thumbnailUrl":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png","keywords":["AI Innovation"],"articleSection":["Artificial Intelligence"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/","url":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/","name":"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG - InnovFast","isPartOf":{"@id":"https:\/\/innovfast.move2.digital\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#primaryimage"},"image":{"@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#primaryimage"},"thumbnailUrl":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png","datePublished":"2025-09-21T16:00:04+00:00","dateModified":"2025-11-26T10:14:44+00:00","breadcrumb":{"@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#primaryimage","url":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png","contentUrl":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/09\/ChatGPT-Image-21-sept-2025-17_55_20-1024x683.png"},{"@type":"BreadcrumbList","@id":"https:\/\/innovfast.move2.digital\/en\/ontological-core-and-ai-why-your-organization-must-consolidate-its-ontological-core-with-ontologies-and-graphrag\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/innovfast.move2.digital\/en\/home\/"},{"@type":"ListItem","position":2,"name":"Ontological Core and AI: Why Your Organization Must Consolidate Its Ontological Core with Ontologies and GraphRAG"}]},{"@type":"WebSite","@id":"https:\/\/innovfast.move2.digital\/en\/#website","url":"https:\/\/innovfast.move2.digital\/en\/","name":"InnovFast","description":"Accelerate and de-risk your innovations with AI","publisher":{"@id":"https:\/\/innovfast.move2.digital\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/innovfast.move2.digital\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/innovfast.move2.digital\/en\/#organization","name":"InnovFast","url":"https:\/\/innovfast.move2.digital\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/innovfast.move2.digital\/en\/#\/schema\/logo\/image\/","url":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/01\/Innovfast-Main-Logo-1-1.png","contentUrl":"https:\/\/innovfast.move2.digital\/wp-content\/uploads\/2025\/01\/Innovfast-Main-Logo-1-1.png","width":1590,"height":369,"caption":"InnovFast"},"image":{"@id":"https:\/\/innovfast.move2.digital\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/innovfast\/","https:\/\/www.linkedin.com\/in\/quemener-bruno"]},{"@type":"Person","@id":"https:\/\/innovfast.move2.digital\/en\/#\/schema\/person\/acc1b68df0cbfc00d7fe92788b6c45f9","name":"InnovFast","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/innovfast.move2.digital\/wp-content\/litespeed\/avatar\/dbec103d7fb98fec8800023eb95e274e.jpg?ver=1782132705","url":"https:\/\/innovfast.move2.digital\/wp-content\/litespeed\/avatar\/dbec103d7fb98fec8800023eb95e274e.jpg?ver=1782132705","contentUrl":"https:\/\/innovfast.move2.digital\/wp-content\/litespeed\/avatar\/dbec103d7fb98fec8800023eb95e274e.jpg?ver=1782132705","caption":"InnovFast"},"sameAs":["https:\/\/innovfast.move2.digital"],"url":"https:\/\/innovfast.move2.digital\/en\/author\/thcjzjuvmraf\/"}]}},"spectra_custom_meta":{"_pingme":["1"],"_encloseme":["1"],"_alp_processed":["1764152084"],"_aioseo_description":["how to build an ontology for the enterprise\", \"difference between RAG and GraphRAG\", \"AI and knowledge graph\", \"structuring data for AI\". Clear structure with H2\/H3 optimized for Google crawl "],"_last_translation_edit_mode":["translation-editor"],"_wpml_word_count":["922"],"_uag_css_file_name":["uag-css-2443.css"],"_uag_page_assets":["a:9:{s:3:\"css\";s:9401:\".uag-blocks-common-selector{z-index:var(--z-index-desktop) !important}@media(max-width: 976px){.uag-blocks-common-selector{z-index:var(--z-index-tablet) !important}}@media(max-width: 767px){.uag-blocks-common-selector{z-index:var(--z-index-mobile) !important}}.wp-block-uagb-image{display:flex}.wp-block-uagb-image__figure{position:relative;display:flex;flex-direction:column;max-width:100%;height:auto;margin:0}.wp-block-uagb-image__figure img{height:auto;display:flex;max-width:100%;transition:box-shadow .2s ease}.wp-block-uagb-image__figure>a{display:inline-block}.wp-block-uagb-image__figure figcaption{text-align:center;margin-top:.5em;margin-bottom:1em}.wp-block-uagb-image .components-placeholder.block-editor-media-placeholder .components-placeholder__instructions{align-self:center}.wp-block-uagb-image--align-left{text-align:left}.wp-block-uagb-image--align-right{text-align:right}.wp-block-uagb-image--align-center{text-align:center}.wp-block-uagb-image--align-full .wp-block-uagb-image__figure{margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);max-width:100vw;width:100vw;height:auto}.wp-block-uagb-image--align-full .wp-block-uagb-image__figure img{height:auto;width:100% !important}.wp-block-uagb-image--align-wide .wp-block-uagb-image__figure img{height:auto;width:100%}.wp-block-uagb-image--layout-overlay__color-wrapper{position:absolute;left:0;top:0;right:0;bottom:0;opacity:.2;background:rgba(0,0,0,.5);transition:opacity .35s ease-in-out}.wp-block-uagb-image--layout-overlay-link{position:absolute;left:0;right:0;bottom:0;top:0}.wp-block-uagb-image--layout-overlay .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{opacity:1}.wp-block-uagb-image--layout-overlay__inner{position:absolute;left:15px;right:15px;bottom:15px;top:15px;display:flex;align-items:center;justify-content:center;flex-direction:column;border-color:#fff;transition:.35s ease-in-out}.wp-block-uagb-image--layout-overlay__inner.top-left,.wp-block-uagb-image--layout-overlay__inner.top-center,.wp-block-uagb-image--layout-overlay__inner.top-right{justify-content:flex-start}.wp-block-uagb-image--layout-overlay__inner.bottom-left,.wp-block-uagb-image--layout-overlay__inner.bottom-center,.wp-block-uagb-image--layout-overlay__inner.bottom-right{justify-content:flex-end}.wp-block-uagb-image--layout-overlay__inner.top-left,.wp-block-uagb-image--layout-overlay__inner.center-left,.wp-block-uagb-image--layout-overlay__inner.bottom-left{align-items:flex-start}.wp-block-uagb-image--layout-overlay__inner.top-right,.wp-block-uagb-image--layout-overlay__inner.center-right,.wp-block-uagb-image--layout-overlay__inner.bottom-right{align-items:flex-end}.wp-block-uagb-image--layout-overlay__inner .uagb-image-heading{color:#fff;transition:transform .35s,opacity .35s ease-in-out;transform:translate3d(0, 24px, 0);margin:0;line-height:1em}.wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{width:30%;border-top-width:2px;border-top-color:#fff;border-top-style:solid;margin-bottom:10px;opacity:0;transition:transform .4s,opacity .4s ease-in-out;transform:translate3d(0, 30px, 0)}.wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity:0;overflow:visible;color:#fff;transition:transform .45s,opacity .45s ease-in-out;transform:translate3d(0, 35px, 0)}.wp-block-uagb-image--layout-overlay__inner:hover .uagb-image-heading,.wp-block-uagb-image--layout-overlay__inner:hover .uagb-image-separator,.wp-block-uagb-image--layout-overlay__inner:hover .uagb-image-caption{opacity:1;transform:translate3d(0, 0, 0)}.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure img,.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure .wp-block-uagb-image--layout-overlay__color-wrapper{transform:scale(1);transition:transform .35s ease-in-out}.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure:hover img,.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{transform:scale(1.05)}.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure img,.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure .wp-block-uagb-image--layout-overlay__color-wrapper{width:calc(100% + 40px) !important;max-width:none !important;transform:translate3d(-40px, 0, 0);transition:transform .35s ease-in-out}.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure:hover img,.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{transform:translate3d(0, 0, 0)}.wp-block-uagb-image--effect-grayscale img{filter:grayscale(0%);transition:.35s ease-in-out}.wp-block-uagb-image--effect-grayscale:hover img{filter:grayscale(100%)}.wp-block-uagb-image--effect-blur img{filter:blur(0);transition:.35s ease-in-out}.wp-block-uagb-image--effect-blur:hover img{filter:blur(3px)}.uagb-block-e768222d.wp-block-uagb-image--layout-default figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image__figure figcaption{font-style: normal;align-self: center;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 0.2;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner{left: 15px;right: 15px;top: 15px;bottom: 15px;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading{font-style: normal;color: #fff;opacity: 1;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading a{color: #fff;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 0;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 1;}.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{width: 30%;border-top-width: 2px;border-top-color: #fff;opacity: 0;}.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 280px;height: auto;}.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 1;}.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{opacity: 1;}.uagb-block-e768222d.wp-block-uagb-image--layout-default figure:hover img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-e768222d.wp-block-uagb-image--layout-overlay figure:hover img{box-shadow: 0px 0px 0 #00000070;}@media only screen and (max-width: 976px) {.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 280px;height: auto;}}@media only screen and (max-width: 767px) {.uagb-block-e768222d.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 280px;height: auto;}}.uagb-block-b16ad998.wp-block-uagb-image--layout-default figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image__figure figcaption{font-style: normal;align-self: center;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 0.2;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner{left: 15px;right: 15px;top: 15px;bottom: 15px;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading{font-style: normal;color: #fff;opacity: 1;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading a{color: #fff;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 0;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 1;}.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{width: 30%;border-top-width: 2px;border-top-color: #fff;opacity: 0;}.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image__figure img{width: px;height: auto;}.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 1;}.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{opacity: 1;}.uagb-block-b16ad998.wp-block-uagb-image--layout-default figure:hover img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-b16ad998.wp-block-uagb-image--layout-overlay figure:hover img{box-shadow: 0px 0px 0 #00000070;}@media only screen and (max-width: 976px) {.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image__figure img{width: px;height: auto;}}@media only screen and (max-width: 767px) {.uagb-block-b16ad998.wp-block-uagb-image .wp-block-uagb-image__figure img{width: px;height: auto;}}\";s:2:\"js\";s:0:\"\";s:18:\"current_block_list\";a:15:{i:0;s:12:\"core\/gallery\";i:1;s:10:\"core\/image\";i:2;s:14:\"core\/separator\";i:3;s:12:\"core\/heading\";i:4;s:14:\"core\/paragraph\";i:5;s:9:\"core\/list\";i:6;s:14:\"core\/list-item\";i:7;s:10:\"core\/quote\";i:8;s:11:\"core\/search\";i:9;s:10:\"core\/group\";i:10;s:17:\"core\/latest-posts\";i:11;s:20:\"core\/latest-comments\";i:12;s:13:\"core\/archives\";i:13;s:15:\"core\/categories\";i:14;s:10:\"uagb\/image\";}s:8:\"uag_flag\";b:1;s:11:\"uag_version\";s:10:\"1782247800\";s:6:\"gfonts\";a:0:{}s:10:\"gfonts_url\";s:0:\"\";s:12:\"gfonts_files\";a:0:{}s:14:\"uag_faq_layout\";b:0;}"]},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"InnovFast","author_link":"https:\/\/innovfast.move2.digital\/en\/author\/thcjzjuvmraf\/"},"uagb_comment_info":0,"uagb_excerpt":"how to build an ontology for the enterprise\", \"difference between RAG and GraphRAG\", \"AI and knowledge graph\", \"structuring data for AI","_links":{"self":[{"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/posts\/2443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/comments?post=2443"}],"version-history":[{"count":1,"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/posts\/2443\/revisions"}],"predecessor-version":[{"id":2445,"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/posts\/2443\/revisions\/2445"}],"wp:attachment":[{"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/media?parent=2443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/categories?post=2443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/innovfast.move2.digital\/en\/wp-json\/wp\/v2\/tags?post=2443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}