--- type: WebPage title: #enterpriseai #knowledgegraph #semanticlayer #dataarchitecture | Akshay Mohan description: "" resource: https://www.linkedin.com/posts/akshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-share-7472139931449098240-LwJQ/?utm_source=social_share_send&utm_medium=android_app&rcm=ACoAAA32ICoBXm9UGX9_WhaaM8dJvN8N-R8bKY4&utm_campaign=copy_link tags: [] timestamp: 2026-06-17T02:02:29Z --- Agree & Join LinkedIn By clicking Continue to join or sign in, you agree to LinkedIn’s [User Agreement](/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement), [Privacy Policy](/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy), and [Cookie Policy](/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy). [Skip to main content](#main-content) [LinkedIn](/?trk=public_post_nav-header-logo) * [Top Content](https://www.linkedin.com/top-content?trk=public_post_guest_nav_menu_topContent) * [People](https://www.linkedin.com/pub/dir/+/+?trk=public_post_guest_nav_menu_people) * [Learning](https://www.linkedin.com/learning/search?trk=public_post_guest_nav_menu_learning) * [Jobs](https://www.linkedin.com/jobs/search?trk=public_post_guest_nav_menu_jobs) * [Games](https://www.linkedin.com/games?trk=public_post_guest_nav_menu_games) [Sign in](https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&fromSignIn=true&trk=public_post_nav-header-signin) [Join now](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_nav-header-join) [![]()](https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&fromSignIn=true&trk=public_post_nav-header-signin) # Akshay Mohan’s Post [![View profile for Akshay Mohan]()](https://in.linkedin.com/in/akshay-mohan-iiftd?trk=public_post_feed-actor-image) [Akshay Mohan](https://in.linkedin.com/in/akshay-mohan-iiftd?trk=public_post_feed-actor-name) 1d * [Report this post](/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting) A semantic layer is not the same thing as a Knowledge Graph. This is where a lot of enterprise AI conversations get confused. When people ask, “Why do we need a Knowledge Graph? Snowflake and Databricks already have semantic layers and AI,” they are asking the right question. But the answer depends on what problem you are trying to solve. A semantic layer is excellent when the problem is definition: What is revenue? What is an active customer? What is churn? Which table should be used? Which metric is approved? Which dimension can this KPI be grouped by? That matters. Without a semantic layer, AI can produce inconsistent answers because every team defines the same business term differently. But a Knowledge Graph solves a different problem. It is not primarily about defining metrics. It is about making relationships explicit. A customer is connected to accounts, products, invoices, complaints, support tickets, service delays, contracts, regions, sales owners, suppliers, and operational events. A semantic layer may tell AI what “customer revenue” means. A Knowledge Graph helps AI understand what that customer is connected to, what changed around them, what downstream entities are affected, and which similar patterns have happened before. That is a different class of intelligence. Without a graph, AI can answer: “Which customers have declining revenue?” With a graph, AI can answer: “Which customers have declining revenue and are also connected to unresolved complaints, delayed service, product issues, high-risk regions, and patterns similar to previous churn cases?” The first is analytics. The second is relationship reasoning. This is why Knowledge Graphs matter. Not because semantic layers are useless. They are not. In fact, a strong enterprise AI architecture may need both. The semantic layer gives governed business meaning. The Knowledge Graph gives connected business context. One tells AI what the terms mean. The other tells AI how the business is actually connected. And in real enterprises, the hardest answers usually live in those connections. [#EnterpriseAI](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fenterpriseai&trk=public_post-text) [#KnowledgeGraph](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fknowledgegraph&trk=public_post-text) [#SemanticLayer](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fsemanticlayer&trk=public_post-text) [#DataArchitecture](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fdataarchitecture&trk=public_post-text) * ![graphical user interface, application]() [![]() 21](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_social-actions-reactions) [3 Comments](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_social-actions-comments) [Like](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_like-cta) [Comment](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment-cta) Share * Copy * LinkedIn * Facebook * X [![Rainer Hofmann, graphic]()](https://at.linkedin.com/in/rainer-hofmann-248945163?trk=public_post_comment_actor-image) [Rainer Hofmann](https://at.linkedin.com/in/rainer-hofmann-248945163?trk=public_post_comment_actor-name) 1d * [Report this comment](/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting) An interesting distinction. What I find fascinating is that both semantic layers and knowledge graphs ultimately exist to make meaning and relationships explicit for systems that cannot otherwise access them. This raises an interesting question. Should future architectures focus on building ever more sophisticated semantic and relationship models, or on managing information in a way that meaning and relationships remain directly accessible and discoverable in the first place? If business meaning is often more stable than the technologies used to process it, perhaps the long-term opportunity lies not only in better models, but in reducing the dependency on those models altogether. [Like](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_like) [Reply](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_reply) [1 Reaction](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_reactions) 2 Reactions [![Sonal Goyal, graphic]()](https://www.linkedin.com/in/sonalgoyal?trk=public_post_comment_actor-image) [Sonal Goyal](https://www.linkedin.com/in/sonalgoyal?trk=public_post_comment_actor-name) 19h * [Report this comment](/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting) There is a middle layer that often gets missed - entity resolution. More on the topic [https://www.learningfromdata.zingg.ai/p/before-you-build-a-knowledge-graph](https://www.learningfromdata.zingg.ai/p/before-you-build-a-knowledge-graph?trk=public_post_comment-text) [Like](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_like) [Reply](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_reply) [4 Reactions](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_comment_reactions) 5 Reactions [See more comments](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_see-more-comments) To view or add a comment, [sign in](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fakshay-mohan-iiftd_enterpriseai-knowledgegraph-semanticlayer-activity-7472139933025988608-zskj&trk=public_post_feed-cta-banner-cta) ![](https://static.licdn.com/aero-v1/sc/h/5q92mjc5c51bjlwaj3rs9aa82) ![Akshay Mohan]() 1,857 followers * [47 Posts](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fin%2Fakshay-mohan-iiftd%2Frecent-activity%2F&trk=public_post_follow-posts) [View Profile](https://in.linkedin.com/in/akshay-mohan-iiftd?trk=public_post_follow-view-profile) [Connect](https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Ffeed%2Fupdate%2Furn%3Ali%3Aactivity%3A7472139933025988608&trk=public_post_follow) ## Explore content categories * [Career](https://www.linkedin.com/top-content/career/) * [Productivity](https://www.linkedin.com/top-content/productivity/) * [Finance](https://www.linkedin.com/top-content/finance/) * [Soft Skills & Emotional Intelligence](https://www.linkedin.com/top-content/soft-skills-emotional-intelligence/) * [Project Management](https://www.linkedin.com/top-content/project-management/) * [Education](https://www.linkedin.com/top-content/education/) * [Technology](https://www.linkedin.com/top-content/technology/) * [Leadership](https://www.linkedin.com/top-content/leadership/) * [Ecommerce](https://www.linkedin.com/top-content/ecommerce/) * [User Experience](https://www.linkedin.com/top-content/user-experience/) Show more Show less * LinkedIn © 2026 * [About](https://about.linkedin.com?trk=d_public_post_footer-about) * [Accessibility](https://www.linkedin.com/accessibility?trk=d_public_post_footer-accessibility) * [User Agreement](https://www.linkedin.com/legal/user-agreement?trk=d_public_post_footer-user-agreement) * [Privacy Policy](https://www.linkedin.com/legal/privacy-policy?trk=d_public_post_footer-privacy-policy) * [Cookie Policy](https://www.linkedin.com/legal/cookie-policy?trk=d_public_post_footer-cookie-policy) * [Copyright Policy](https://www.linkedin.com/legal/copyright-policy?trk=d_public_post_footer-copyright-policy) * [Brand Policy](https://brand.linkedin.com/policies?trk=d_public_post_footer-brand-policy) * [Guest Controls](https://www.linkedin.com/psettings/guest-controls?trk=d_public_post_footer-guest-controls) * [Community Guidelines](https://www.linkedin.com/legal/professional-community-policies?trk=d_public_post_footer-community-guide) * + العربية (Arabic) + বাংলা (Bangla) + Čeština (Czech) + Dansk (Danish) + Deutsch (German) + Ελληνικά (Greek) + **English (English)** + Español (Spanish) + فارسی (Persian) + Suomi (Finnish) + Français (French) + हिंदी (Hindi) + Magyar (Hungarian) + Bahasa Indonesia (Indonesian) + Italiano (Italian) + עברית (Hebrew) + 日本語 (Japanese) + 한국어 (Korean) + मराठी (Marathi) + Bahasa Malaysia (Malay) + Nederlands (Dutch) + Norsk (Norwegian) + ਪੰਜਾਬੀ (Punjabi) + Polski (Polish) + Português (Portuguese) + Română (Romanian) + Русский (Russian) + Svenska (Swedish) + తెలుగు (Telugu) + ภาษาไทย (Thai) + Tagalog (Tagalog) + Türkçe (Turkish) + Українська (Ukrainian) + Tiếng Việt (Vietnamese) + 简体中文 (Chinese (Simplified)) + 正體中文 (Chinese (Traditional)) Language ![]() ## Sign in to view more content Create your free account or sign in to continue your search Email or phone Password Show [Forgot password?](https://www.linkedin.com/uas/request-password-reset?trk=csm-v2_forgot_password) Sign in Sign in with Email or New to LinkedIn? 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