Current Panorad writing on data privacy & compliance in ai, deployment controls, and production-fit AI workflows.
Public institutions are under pressure to use AI, but the harder question is how to procure and deploy it without weakening governance. The winning path starts before implementation.
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By the end of 2025, financial institutions had a clearer problem than 'how do we use AI?' The real question was how to use AI inside compliance and control workflows without weakening evidentiary discipline.
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Public institutions do not need another vague AI pilot. A better first move is procurement review: organizing packets, surfacing gaps, and supporting evaluators inside a governed process.
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