Insights

Practical analysis in Enterprise Architecture, AI Governance and AI Production.

Articles and analysis on the topics that matter most for complex transformations and governance-compliant AI integration.

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AI Production 11 min

Governable AI Operating Models: A Framework for Production Deployment

Why AI Projects Fail — and How a Structured Operating Model Prevents It

More than 40 percent of all AI projects never reach production. The reason is rarely the technology. It lies in the absence of an operating model. This article presents a framework of eight building blocks that makes AI systems manageable, accountable, and scalable.

AI Operating ModelAI ProductionAI Governance
AI Governance 9 min

From Prompt Engineering to Prompt Leadership

The MOTIVE Framework as a Leadership Model for Controllable AI Use

Prompt engineering has been commoditised. What organisations need is a leadership discipline: the ability to define which tasks AI should perform, what a good result looks like — and who is accountable for it. The MOTIVE Framework provides the structure.

Prompt LeadershipMOTIVEAI Governance

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