Much of the conversation around AI and data privacy centers on compliance frameworks.

Less attention is given to how systems and decisions are evaluated under scrutiny—whether in legal or regulatory contexts.

That distinction matters.

Across domains, outcomes hinge not just on meeting requirements, but on whether reasoning and evidence can be clearly explained and defended.

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