The International Foundation for Information Technology (IF4IT)https://if4it.org/articles/Recent content on The International Foundation for Information Technology (IF4IT)Hugoen-usWed, 22 Jul 2026 00:00:00 +0000Shadow AI Agents: Why You Can't Govern the Agents You Can't Seehttps://if4it.org/articles/2026-07-22-shadow-ai-agents-govern-what-you-cannot-see/Wed, 22 Jul 2026 00:00:00 +0000https://if4it.org/articles/2026-07-22-shadow-ai-agents-govern-what-you-cannot-see/AI Agents Inventory vs. Registry vs. Catalog: What's the Difference?https://if4it.org/articles/2026-07-21-ai-agents-inventory-vs-registry-catalog/Tue, 21 Jul 2026 00:00:00 +0000https://if4it.org/articles/2026-07-21-ai-agents-inventory-vs-registry-catalog/AI Governance Is an Inventory Problem: Why Enterprise AI Governance Starts With an AI Agent Inventoryhttps://if4it.org/articles/2026-07-21-ai-governance-is-an-inventory-problem-why-enterprise-ai-governance-starts-with-an-ai-agent-inventory/Tue, 21 Jul 2026 00:00:00 +0000https://if4it.org/articles/2026-07-21-ai-governance-is-an-inventory-problem-why-enterprise-ai-governance-starts-with-an-ai-agent-inventory/Making Legacy Data AI-Ready Is Knowledge Debt Remediationhttps://if4it.org/articles/2026-07-11-ai-exposes-legacy-data-knowledge-debt-that-cannot-be-ignored/Sat, 11 Jul 2026 00:00:00 +0000https://if4it.org/articles/2026-07-11-ai-exposes-legacy-data-knowledge-debt-that-cannot-be-ignored/AI Exposes the Knowledge Debt Enterprises Can No Longer Ignorehttps://if4it.org/articles/2026-07-08-ai-exposes-the-knowledge-debt-enterprises-can-no-longer-ignore/Wed, 08 Jul 2026 00:00:00 +0000https://if4it.org/articles/2026-07-08-ai-exposes-the-knowledge-debt-enterprises-can-no-longer-ignore/Legacy Data That Is Machine-Readable Is Not Automatically AI-Readyhttps://if4it.org/articles/2026-07-08-legacy-data-that-is-machine-readable-is-not-automatically-ai-ready/Wed, 08 Jul 2026 00:00:00 +0000https://if4it.org/articles/2026-07-08-legacy-data-that-is-machine-readable-is-not-automatically-ai-ready/Building and Using Enterprise Knowledge Models with AI-Generated Data Graphshttps://if4it.org/articles/2026-06-14-building-and-using-enterprise-knowledge-models-with-ai-generated-data-graphs/Sun, 14 Jun 2026 00:00:00 +0000https://if4it.org/articles/2026-06-14-building-and-using-enterprise-knowledge-models-with-ai-generated-data-graphs/The Universe Of Enterprise Data Types Is Vast — Why Traditional Enterprise Modeling Cannot Cover It But Inventories And AI Canhttps://if4it.org/articles/2026-06-04-the-universe-of-enterprise-data-types-is-vast-but-inventories-and-ai-can-handle-them/Thu, 04 Jun 2026 00:00:00 +0000https://if4it.org/articles/2026-06-04-the-universe-of-enterprise-data-types-is-vast-but-inventories-and-ai-can-handle-them/Your Enterprise AI Is Only as Good as Your Enterprise Inventorieshttps://if4it.org/articles/2026-05-29-your-enterprise-ai-is-only-as-good-as-your-enterprise-inventories/Fri, 29 May 2026 00:00:00 +0000https://if4it.org/articles/2026-05-29-your-enterprise-ai-is-only-as-good-as-your-enterprise-inventories/AI Right Isn’t About the Model You Buy — It’s About What You Give It to Reason Overhttps://if4it.org/articles/2026-05-23-ai-right-is-not-about-the-model-you-buy-it-is-about-what-you-give-it-to-reason-over/Sat, 23 May 2026 00:00:00 +0000https://if4it.org/articles/2026-05-23-ai-right-is-not-about-the-model-you-buy-it-is-about-what-you-give-it-to-reason-over/AI Raises the Stakes on Knowing Yourself as an Enterprisehttps://if4it.org/articles/2026-05-17-ai-raises-the-stakes-on-knowing-yourself-as-an-enterprise/Sun, 17 May 2026 00:00:00 +0000https://if4it.org/articles/2026-05-17-ai-raises-the-stakes-on-knowing-yourself-as-an-enterprise/Using AI to Build and Maintain Enterprise Inventories and Modelshttps://if4it.org/articles/2026-04-20-use-ai-to-build-and-maintain-enterprise-inventories-and-models/Mon, 20 Apr 2026 00:00:00 +0000https://if4it.org/articles/2026-04-20-use-ai-to-build-and-maintain-enterprise-inventories-and-models/Understanding Reified Relationships, N-Tuples, and How They Give Life to Datahttps://if4it.org/articles/2026-04-13-understanding-reification-and-tuples/Mon, 13 Apr 2026 00:00:00 +0000https://if4it.org/articles/2026-04-13-understanding-reification-and-tuples/From Cost Center to Value Engine: Reframing the Role of IT in the Modern Enterprisehttps://if4it.org/articles/2026-04-10-reframing-it-from-cost-center-to-value-engine/Fri, 10 Apr 2026 00:00:00 +0000https://if4it.org/articles/2026-04-10-reframing-it-from-cost-center-to-value-engine/The Cost of Not Knowing — Why Enterprise Inventories Are Criticalhttps://if4it.org/articles/2026-01-08-cost-of-not-knowing-why-enterprise-inventories-are-critical/Thu, 08 Jan 2026 00:00:00 +0000https://if4it.org/articles/2026-01-08-cost-of-not-knowing-why-enterprise-inventories-are-critical/Make Architecture More Valuable: Take Ownership of Enterprise Process Automations and the Service Cataloghttps://if4it.org/articles/2025-08-22-increasing-architecture-value-enterprise-automations-service-catalog/Fri, 22 Aug 2025 00:00:00 +0000https://if4it.org/articles/2025-08-22-increasing-architecture-value-enterprise-automations-service-catalog/Product Thinking in IT: Treating IT Systems, Platforms, and Services Like Productshttps://if4it.org/articles/2025-01-08-product-thinking-systems-platforms-services/Wed, 08 Jan 2025 00:00:00 +0000https://if4it.org/articles/2025-01-08-product-thinking-systems-platforms-services/Not Everything Can Be Agilehttps://if4it.org/articles/2024-08-09-not-everything-can-be-agile/Fri, 09 Aug 2024 00:00:00 +0000https://if4it.org/articles/2024-08-09-not-everything-can-be-agile/One Source of Truth — How Inventories End the “Whose Numbers Are Right?” Debatehttps://if4it.org/articles/2024-05-22-one-source-of-truth-how-inventories-end-the-whose-numbers-are-right-debate/Wed, 22 May 2024 00:00:00 +0000https://if4it.org/articles/2024-05-22-one-source-of-truth-how-inventories-end-the-whose-numbers-are-right-debate/Inventories Are Worth More Together — The Network Effect of a Connected Enterprise Modelhttps://if4it.org/articles/2024-03-19-inventories-are-worth-more-together-the-effect-of-a-connected-enterprise-model/Tue, 19 Mar 2024 00:00:00 +0000https://if4it.org/articles/2024-03-19-inventories-are-worth-more-together-the-effect-of-a-connected-enterprise-model/Make Architecture More Valuable: Have Enterprise Architecture Own the CMDBhttps://if4it.org/articles/2023-06-18-increasing-architecture-value-with-cmdb-ownership/Sun, 18 Jun 2023 00:00:00 +0000https://if4it.org/articles/2023-06-18-increasing-architecture-value-with-cmdb-ownership/Stale Data Lies — Why an Inventory Is Never “Done”https://if4it.org/articles/2023-02-02-stale-data-lies-why-an-inventory-is-never-done/Thu, 02 Feb 2023 00:00:00 +0000https://if4it.org/articles/2023-02-02-stale-data-lies-why-an-inventory-is-never-done/Building Service Catalogs That Actually Workhttps://if4it.org/articles/2020-02-27-building-service-catalogs-that-work/Thu, 27 Feb 2020 00:00:00 +0000https://if4it.org/articles/2020-02-27-building-service-catalogs-that-work/Make Architecture More Valuable: Take on At-Risk & High-Risk Initiativeshttps://if4it.org/articles/2019-09-04-increasing-architecture-value-with-at-risk-high-risk-projects/Wed, 04 Sep 2019 00:00:00 +0000https://if4it.org/articles/2019-09-04-increasing-architecture-value-with-at-risk-high-risk-projects/What You Don’t Know About Your Own Enterprise Is Costing You: Understanding Why Enterprise Inventories Are Critical Knowledge Assetshttps://if4it.org/articles/2017-09-05-enterprise-inventories-are-critical-knowledge-assets/Tue, 05 Sep 2017 00:00:00 +0000https://if4it.org/articles/2017-09-05-enterprise-inventories-are-critical-knowledge-assets/Enterprise Capabilities Models (ECMs) as a Knowledge Management Toolshttps://if4it.org/articles/2017-02-02-enterprise-capability-models-as-km-tools/Thu, 02 Feb 2017 00:00:00 +0000https://if4it.org/articles/2017-02-02-enterprise-capability-models-as-km-tools/The Persistence Polyglot for Tiny Data and Big Datahttps://if4it.org/articles/2012-02-25-persistence-polyglot-for-big-data/Sat, 25 Feb 2012 00:00:00 +0000https://if4it.org/articles/2012-02-25-persistence-polyglot-for-big-data/Why Business Architecture and Enterprise Architecture Practices Often Failhttps://if4it.org/articles/2010-04-11-why-architecture-practices-fail/Sun, 11 Apr 2010 00:00:00 +0000https://if4it.org/articles/2010-04-11-why-architecture-practices-fail/THE IF4IT NOUNZ Data Compilerhttps://if4it.org/articles/2009-02-11-if4it-nounz/Wed, 11 Feb 2009 00:00:00 +0000https://if4it.org/articles/2009-02-11-if4it-nounz/Welcome to the IF4IThttps://if4it.org/articles/2009-02-10-welcome-to-if4it/Tue, 10 Feb 2009 00:00:00 +0000https://if4it.org/articles/2009-02-10-welcome-to-if4it/