Shadow AI

Ungoverned AI Is a Trillion-Pound Risk Surface. Here Is Where Governance Pays.

Ungoverned AI is now a top-tier institutional risk. This paper sizes the exposure across thirteen categories and shows where governance investment produces the largest reduction in expected loss.

AI Governance

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