governance

What enterprise AI governance must prove

In regulated industries, the question is not “can the model answer?” It is “can we let it act?” Governance is what turns an impressive demo into a production system.

Four things have to be provable: that an agent only sees and acts within the permissions of the requesting person; that every answer can cite its source; that critical actions wait for human approval; and that every step leaves an audit trail.

Independent frameworks like the NIST AI Risk Management Framework and the OECD AI Principles frame trustworthy AI around exactly these properties — risk management, transparency, accountability and security. For enterprises, that is not a constraint on AI value. It is the precondition for it.

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