Satya Nadella defines the Reverse Information Paradox: by using AI, organizations risk giving away the very knowledge that makes them unique. This is why trust boundaries, control, and proprietary learning infrastructures are needed.

"Sovereign AI" risks meaning everything and nothing. For an organisation, however, it has a specific meaning: knowing what happens to its data, models and decision-making processes, and maintaining control over time. Here is the operational definition, and the tools to achieve it.

What "sovereign AI" means for an Italian organization in 2026, the regulatory and operational risks created by unconscious adoption, and how to build governance and control over systems already in use.