https://www.centerfortrustworthyai.com/blog daily 0.75 2026-01-07 https://www.centerfortrustworthyai.com/blog/human-loop-ep2 monthly 0.5 2026-01-07 https://www.centerfortrustworthyai.com/blog/trustworthy-ai-principles monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/human-loop-ep1 monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/days-miracle-wonder monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/6e195fe5-85d0-4254-8a32-078b519ad3cc/Andrew+Welch+%28BW+Square%29.jpeg Blog - These are the days of miracle and wonder. AI is the long distance call. - Andrew Welch LinkedIn | X | Threads https://www.centerfortrustworthyai.com/blog/ecosystem-show-ep50 monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/evolving-ai-landscape monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/ecosystem-show-ep49 monthly 0.5 2025-11-17 https://www.centerfortrustworthyai.com/blog/navigating-ai-regulation monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/scaling-trustworthy-ai-finserv monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/ecosystem-show-ep48 monthly 0.5 2025-11-17 https://www.centerfortrustworthyai.com/blog/ecosystem-show-ep47 monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/trustworthy-ai-101 monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/ecosystem-show-ep46 monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/ecosystem-show-ep45 monthly 0.5 2025-11-19 https://www.centerfortrustworthyai.com/blog/center-for-trustworthy-ai-launch monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/c62c748d-b1cb-4850-985c-089d1166c1f5/center.png Blog - Announcing the Center for Trustworthy AI - Make it stand out The Center has built and is launching major initiatives in the weeks and months ahead. https://www.centerfortrustworthyai.com/blog/call-to-arms-for-trustworthy-ai monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/337379b7-620e-4084-87eb-a7bade3ad54f/Framework+Dimensions.png Blog - A call to arms for trustworthy AI - Make it stand out We have come to understand that AI cannot be truly trustworthy if not adopted and used in the context of these twenty-five dimensions. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/6e195fe5-85d0-4254-8a32-078b519ad3cc/Andrew+Welch+%28BW+Square%29.jpeg Blog - A call to arms for trustworthy AI - Andrew Welch LinkedIn | X | Threads https://www.centerfortrustworthyai.com/blog/humanitarian-public-sector monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/6e195fe5-85d0-4254-8a32-078b519ad3cc/Andrew+Welch+%28BW+Square%29.jpeg Blog - A moment of reckoning for humanitarian and public sector technology - Andrew Welch LinkedIn | X | Threads https://www.centerfortrustworthyai.com/blog/eoa-in-public-sector monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/b4fdc9e3-ab12-480d-80c1-f77a53ad1a40/1.png Blog - Applying modern ecosystem-oriented architecture in the Public Sector - Make it stand out Architectures like this are common across the public sector, with many workloads spread amongst technologies like SAP, SQL, SharePoint, Excel, and many other data services. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/942feebb-38aa-4a0a-93da-fa70722eeac7/2.png Blog - Applying modern ecosystem-oriented architecture in the Public Sector - Make it stand out Unfortunately, these common ad hoc architectural patterns create significant risk and compliance issues by creating copies (and copies of copies) of often sensitive or personal data. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/11762220-f628-457a-8a4c-5d85975e63d7/3.png Blog - Applying modern ecosystem-oriented architecture in the Public Sector - Make it stand out Microsoft Dataverse serves as a data orchestration layer for workloads across a cloud ecosystem, securely regulating the storage and onward distribution of data integrated with other services. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/25284b4e-bb46-4749-a411-b1a219c16990/4.png Blog - Applying modern ecosystem-oriented architecture in the Public Sector - Make it stand out I've modified the "reference ecosystem" discussed in a previous article to be specific to what I commonly see across many public sector organizations, which has produced a "Reference Ecosystem for the Public Sector". https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/35a05bd1-c468-4bdb-b226-56d8acac85b9/5.png Blog - Applying modern ecosystem-oriented architecture in the Public Sector - Make it stand out Our common public sector workloads with Dataverse, integrated to a RAG pattern common in many artificial intelligence scenarios. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/6e195fe5-85d0-4254-8a32-078b519ad3cc/Andrew+Welch+%28BW+Square%29.jpeg Blog - 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i. Background - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/foundational-considerations monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/36e4de1f-d141-48d8-99bd-bb08c319e222/Diagram+showing+RAG Crafting your Future-Ready Enterprise AI Strategy, e2 - ii. Foundational Considerations - Make it stand out Figure 2: Use these five pillars to evaluate an organization’s maturity, risks, and opportunities in AI at any point in time. Then build your strategy to mitigate those risks, seize those opportunities, and mature the organization’s use of AI over time. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/ai-strategy-framework monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/2dd4dc89-fdc7-4430-8b95-f5d1ce0c3c17/5.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iii. AI Strategy Framework - Make it stand out Figure 2: Use these five pillars to evaluate an organization’s maturity, risks, and opportunities in AI at any point in time. Then build your strategy to mitigate those risks, seize those opportunities, and mature the organization’s use of AI over time. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/44d2fdcc-b38c-48aa-a2aa-c731c1b1e7a3/3.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iii. AI Strategy Framework - Make it stand out Figure 3: Each pillar is supported by five component dimensions that offer greater specificity through which AI maturity can be measured. Low maturity dimensions generally indicate risks to be mitigated, whilst higher maturity dimensions generally indicate strengths or opportunities to be leveraged. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/473e1d36-0217-4a31-b69f-6dc914b452e2/4.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iii. AI Strategy Framework - Make it stand out Figure 4: Core Platform Services (formerly “Data Readiness”), Data Distribution, Incremental AI, Differential AI, and Scaling AI have been revised and reworked from this white paper’s first to second edition. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/strategy-and-vision monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/5cdd6bf2-db23-4f9b-8bdb-c1b749655e96/6.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iv. Pillar One: Strategy and Vision - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/e6bcc50e-49c0-40f8-8ccc-7741523bb1fb/7.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iv. Pillar One: Strategy and Vision - Make it stand out Figure 5 : A top-level executive vision for AI framing the aspirations for an organization embracing AI. This example includes building a digitally literate culture, creating a scalable and composable cloud ecosystem, extracting value from data safely, adopting a future-ready mindset and increasing AI knowledge and expertise. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/07966c34-a856-4c25-8fc9-2da3327bd86f/8.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iv. Pillar One: Strategy and Vision - Make it stand out Figure 6: These five top-line priorities are representative samples similar to those that we see many organizations priorities as part of their early AI strategy. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/9dcb3552-2773-4bd5-9c08-5e814499c4b9/9.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iv. Pillar One: Strategy and Vision - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/385fd603-e215-46ed-aef1-c1b77028f9df/10.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - iv. Pillar One: Strategy and Vision - Make it stand out Figure 8: A notional Ecosystem Design Authority model, though note that the specific choice of technical domains should be tailored for the organization specifically. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/ecosystem-architecture monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/3a4772a2-8a5a-4015-b3fa-afb4ccfa9b65/11.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - v. Pillar Two: Ecosystem Architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/f6397c06-c978-4172-bce9-aa25b36ac773/Icons+for+an+ecosystem-oriented+architecture Crafting your Future-Ready Enterprise AI Strategy, e2 - v. Pillar Two: Ecosystem Architecture - Make it stand out Figure 9: The “Reference Ecosystem” is a composite of ecosystem-oriented architecture (EOA) across many different organizations in many different industries. Consider it the “North Star” for an effective EOA across and entire cloud estate and use it as a reference to build your own. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/250ed031-7c9e-4e37-a359-a43d577bd036/Core+Platform+Services+Icons Crafting your Future-Ready Enterprise AI Strategy, e2 - v. Pillar Two: Ecosystem Architecture - Make it stand out Figure 10: A magnified view of the Core Platform Services Neighborhood from the Reference Ecosystem. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/workloads monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/11e44f62-c062-48cd-8bce-7c1836b53dae/Workloads+pillar+image Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/1a82d6d6-78e2-481f-96ef-656f6ba22936/Workload+mapping+by+complexity+versus+impact Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/b76cb621-c3a0-473b-8716-5b2ded148c5f/29.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/be2ce0b2-cc8b-42ee-9fd8-9c2f501a38e3/Continuum+of+AI+types Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Figure 22: Incremental, Extensible, and Differential AI workloads provide a conceptual framework—a spectrum—for evaluating an organization’s portfolio of investment in AI workloads. Health portfolios are well balanced, though different organizations and industries will have varying risk tolerances. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/7eb1cd96-48da-45d9-944f-8f44b0ec6a44/35.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Figure 23: Simplified models of typical Extensible AI scenarios. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/a41174d0-e22d-47ce-9f64-22cfc1121ceb/Alphafold.png Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/e5215ce6-060a-4c98-89b9-5775e996f607/37.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - vi. Pillar Three: Workloads - Make it stand out Figure 24: The practical examples discussed here each, in their own way, assimilate and reason over a combination of proprietary customer information, internal documentation, unstructured data, publicly available data, consolidated data stores, and observable characteristics of the physical world to produce a response or outcome. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/responsible-ai monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/f158573d-01fe-4d67-8b15-f4121103e75f/Responsible+AI+Pillar+Image Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Four: Responsible AI - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/7bf53e1e-f3b1-4e47-966e-d8473d4a537b/Two+pictures+of+Lighthouses Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Four: Responsible AI - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/4d9442e4-3d0e-4897-9608-8da99154db5b/42.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Four: Responsible AI - Make it stand out Figure 27: Microsoft’s major platforms or product families build upon one another. Fabric, Dev Tools, and Power Platform sit atop Azure services, and in turn Microsoft 365, Dynamics 365, and the industry-specific components are end-user applications dependent on the platform services sitting beneath them. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/scaling-ai monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/661bc6cd-c99f-4b42-b9c1-ed2b7d40dcd0/Scaling+AI+Pillar Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Five: Scaling AI - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/746e8a8d-af29-4a53-b24d-27078255a038/Workload+icons Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Five: Scaling AI - Make it stand out Figure 28: The above diagram shows (icons noted in blue) an assortment of workloads common across many organizations. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/ff23d119-711f-492d-b12e-709fe30241c3/Workload+icons+with+copies+of+data Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Five: Scaling AI - Make it stand out Figure 29: Working around technical debt limitations can often result in copying data multiple times from one location to another, multiplying data security risk and creating significant risk. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/5c87057e-b2c8-45a4-8b32-2b530c0b2410/workload+icons+with+replaced+data+storage Crafting your Future-Ready Enterprise AI Strategy, e2 - vii. Pillar Five: Scaling AI - Make it stand out Figure 30: The diagram above replaces Excel, SAP, proprietary data storage technologies, MySQL, and SQL Server with SharePoint lists as the application data stores. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/ai-maturity-model monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/300238d0-585e-4d43-9f03-feddb708e1cc/AI+Maturity+Model+Scores Crafting your Future-Ready Enterprise AI Strategy, e2 - viii. AI Maturity Model - Make it stand out Figure 31: The AI Maturity Model allows organizations to assess their maturity or readiness for AI across each of the five pillars and twenty-five dimensions. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/360673e1-f371-4903-8c43-96b734189934/47.webp Crafting your Future-Ready Enterprise AI Strategy, e2 - viii. AI Maturity Model - Make it stand out Figure 32: An example of the AI Strategy Framework with each dimension and pillar scored using the AI Maturity Model. https://www.centerfortrustworthyai.com/enterprise-ai-strategy-e2/ai-maturity monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/bddee603-fb0d-4d29-8971-3b251ea972fb/Maturity+Curve+Graph Crafting your Future-Ready Enterprise AI Strategy, e2 - ix. Onwards - Make it stand out Figure 33: A simplified path that is reflective of that which most organizations are walking in their AI journey. https://www.centerfortrustworthyai.com/eoa-in-public-sector daily 0.75 2025-11-18 https://www.centerfortrustworthyai.com/eoa-in-public-sector/introduction monthly 0.5 2025-11-18 https://www.centerfortrustworthyai.com/eoa-in-public-sector/principles monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/1763503181984-9HLN0B2TQROL5SDEWWV9/Reference+Ecosystem+-+Cover+Image.png Ecosystem-Oriented Architecture in the Public Sector - ii. What is Ecosystem Oriented Architecture? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.centerfortrustworthyai.com/eoa-in-public-sector/eoa-in-public-sector monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/5b6bf89a-fade-4281-bcc8-77f032434f52/Public+Sector+Workloads+%281%29.png Ecosystem-Oriented Architecture in the Public Sector - iv. Applying EOA in Real World Public Sector - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/0b069b9c-c192-4a21-a545-84023d8f73a1/8x+Copies+of+the+Same+PII.png Ecosystem-Oriented Architecture in the Public Sector - iv. Applying EOA in Real World Public Sector - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/b51c1c45-8656-446d-9aa9-c3039f491e1d/An+ecosystem-oriented+approach+in+public+sector.png Ecosystem-Oriented Architecture in the Public Sector - iv. Applying EOA in Real World Public Sector - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/681cda9f3e6f8412dbac37e8/b2029ee2-3454-43ad-a02e-4bf17da6b6d6/Reference+ecosystem+for+the+public+sector Ecosystem-Oriented Architecture in the Public Sector - iv. 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