https://iris-automation.ai/resources/data-intelligence-series Data Intelligence Series en Thu, 03 Sep 2026 23:50:35 GMT 2026-09-03T23:50:35Z en https://iris-automation.ai/resources/data-intelligence-series/introducing-the-iris-assistant <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/introducing-the-iris-assistant" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_introducing-the-iris-assistant-min-1.png" alt="The Design Problem Was Always The Hard Part" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Introducing the IRiS Assistant.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/introducing-the-iris-assistant" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_introducing-the-iris-assistant-min-1.png" alt="The Design Problem Was Always The Hard Part" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Introducing the IRiS Assistant.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Fintroducing-the-iris-assistant&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 7 Thu, 03 Sep 2026 23:50:35 GMT https://iris-automation.ai/resources/data-intelligence-series/introducing-the-iris-assistant 2026-09-03T23:50:35Z IRiS https://iris-automation.ai/resources/data-intelligence-series/from-architecture-to-action <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/from-architecture-to-action" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_your-ai-is-only-as-trustworthy-as-your-data-min-1.png" alt="From Architecture to Action" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <h4 style="font-weight: bold;"><strong><span style="line-height: 23.25px;">A solution brief for data and AI leaders who are ready to move from architecture to action.</span></strong><span style="line-height: 23.25px;"></span></h4> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/from-architecture-to-action" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_your-ai-is-only-as-trustworthy-as-your-data-min-1.png" alt="From Architecture to Action" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <h4 style="font-weight: bold;"><strong><span style="line-height: 23.25px;">A solution brief for data and AI leaders who are ready to move from architecture to action.</span></strong><span style="line-height: 23.25px;"></span></h4> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Ffrom-architecture-to-action&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Solution Brief Thu, 03 Sep 2026 23:50:34 GMT https://iris-automation.ai/resources/data-intelligence-series/from-architecture-to-action 2026-09-03T23:50:34Z IRiS https://iris-automation.ai/resources/data-intelligence-series/why-your-enterprise-ai-project-stalled <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/why-your-enterprise-ai-project-stalled" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/iris_blog_why-your-enterprise-ai-project-stalled-min.png" alt="Why Your Enterprise AI Project Stalled and How the Right Data Foundation Fixes It" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">A guide to Retrieval Augmented Generation, and why Data Vault 2 is the knowledge base that makes enterprise AI reliable.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/why-your-enterprise-ai-project-stalled" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/iris_blog_why-your-enterprise-ai-project-stalled-min.png" alt="Why Your Enterprise AI Project Stalled and How the Right Data Foundation Fixes It" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">A guide to Retrieval Augmented Generation, and why Data Vault 2 is the knowledge base that makes enterprise AI reliable.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Fwhy-your-enterprise-ai-project-stalled&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 02 Thu, 03 Sep 2026 23:50:34 GMT https://iris-automation.ai/resources/data-intelligence-series/why-your-enterprise-ai-project-stalled 2026-09-03T23:50:34Z IRiS https://iris-automation.ai/resources/data-intelligence-series/your-data-architecture-is-holding-your-ai-back <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/your-data-architecture-is-holding-your-ai-back" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_your-data-architecture-is-holding-your-ai-back-min.png" alt="Your Data Architecture Is Holding Your AI Back" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Why Star Schemas, Raw Medallion, Semantic Layers, and Ontology Platforms Are Not Enough and What to Do About It.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/your-data-architecture-is-holding-your-ai-back" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_your-data-architecture-is-holding-your-ai-back-min.png" alt="Your Data Architecture Is Holding Your AI Back" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Why Star Schemas, Raw Medallion, Semantic Layers, and Ontology Platforms Are Not Enough and What to Do About It.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Fyour-data-architecture-is-holding-your-ai-back&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 03 Thu, 03 Sep 2026 23:50:32 GMT https://iris-automation.ai/resources/data-intelligence-series/your-data-architecture-is-holding-your-ai-back 2026-09-03T23:50:32Z IRiS https://iris-automation.ai/resources/data-intelligence-series/your-ai-is-only-as-trustworthy-as-your-data-a-practical-framework-for-data-quality-in-the-modern-lakehouse <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/your-ai-is-only-as-trustworthy-as-your-data-a-practical-framework-for-data-quality-in-the-modern-lakehouse" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_your-ai-is-only-as-trustworthy-as-your-data-min.png" alt="Your AI Is Only as Trustworthy as Your Data: A Practical Framework for Data Quality in the Modern Lakehouse " class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">A Practical Framework for Data Quality in the Modern Lakehouse.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/your-ai-is-only-as-trustworthy-as-your-data-a-practical-framework-for-data-quality-in-the-modern-lakehouse" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_your-ai-is-only-as-trustworthy-as-your-data-min.png" alt="Your AI Is Only as Trustworthy as Your Data: A Practical Framework for Data Quality in the Modern Lakehouse " class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">A Practical Framework for Data Quality in the Modern Lakehouse.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Fyour-ai-is-only-as-trustworthy-as-your-data-a-practical-framework-for-data-quality-in-the-modern-lakehouse&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 04 Thu, 03 Sep 2026 23:50:30 GMT https://iris-automation.ai/resources/data-intelligence-series/your-ai-is-only-as-trustworthy-as-your-data-a-practical-framework-for-data-quality-in-the-modern-lakehouse 2026-09-03T23:50:30Z IRiS https://iris-automation.ai/resources/data-intelligence-series/from-semantic-foundation-to-working-ai <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/from-semantic-foundation-to-working-ai" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_from-semantic-foundation-to-working-ai-1-min.png" alt="From Semantic Foundation to Working AI: Ontologies, Knowledge Graphs, Context Engineering, and Where Data Vault Fits" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Ontologies, Knowledge Graphs, Context Engineering, and Where Data Vault Fits.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/from-semantic-foundation-to-working-ai" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_from-semantic-foundation-to-working-ai-1-min.png" alt="From Semantic Foundation to Working AI: Ontologies, Knowledge Graphs, Context Engineering, and Where Data Vault Fits" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Ontologies, Knowledge Graphs, Context Engineering, and Where Data Vault Fits.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Ffrom-semantic-foundation-to-working-ai&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 05 Thu, 03 Sep 2026 23:50:29 GMT https://iris-automation.ai/resources/data-intelligence-series/from-semantic-foundation-to-working-ai 2026-09-03T23:50:29Z IRiS https://iris-automation.ai/resources/data-intelligence-series/semantic-foundations-for-ai <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/semantic-foundations-for-ai" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_semantic-foundations-for-ai-min.png" alt="From Taxonomy to Trusted AI: Understanding the Semantic Foundations That Make AI Work" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>You have the AI models. You have the budget. You have leadership buy-in.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/semantic-foundations-for-ai" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_semantic-foundations-for-ai-min.png" alt="From Taxonomy to Trusted AI: Understanding the Semantic Foundations That Make AI Work" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>You have the AI models. You have the budget. You have leadership buy-in.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Fsemantic-foundations-for-ai&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 01 Thu, 03 Sep 2026 23:50:29 GMT https://iris-automation.ai/resources/data-intelligence-series/semantic-foundations-for-ai 2026-09-03T23:50:29Z IRiS https://iris-automation.ai/resources/data-intelligence-series/the-model-is-the-message <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/the-model-is-the-message" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_the-mode-is-the-message1-min.png" alt="The Model Is the Message" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Data modelling has never mattered more. Now AI can help you do it right, faster.</p> <div class="hs-featured-image-wrapper"> <a href="https://iris-automation.ai/resources/data-intelligence-series/the-model-is-the-message" title="" class="hs-featured-image-link"> <img src="https://iris-automation.ai/hubfs/migrated/ign_blog_the-mode-is-the-message1-min.png" alt="The Model Is the Message" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p style="font-weight: bold; font-size: 20px;">Data modelling has never mattered more. Now AI can help you do it right, faster.</p> <img src="https://track-ap1.hubspot.com/__ptq.gif?a=443504081&amp;k=14&amp;r=https%3A%2F%2Firis-automation.ai%2Fresources%2Fdata-intelligence-series%2Fthe-model-is-the-message&amp;bu=https%253A%252F%252Firis-automation.ai%252Fresources%252Fdata-intelligence-series&amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "> Article 06 Thu, 03 Sep 2026 23:50:20 GMT https://iris-automation.ai/resources/data-intelligence-series/the-model-is-the-message 2026-09-03T23:50:20Z IRiS