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Independence and Objectivity

Independence protects the function; objectivity protects judgment. Both require boundaries, safeguards, and transparency—not isolation.

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First-, Second-, and Third-Party Audits

Internal, supplier, and certification audits may use similar methods, but the audit client, expected independence, and resulting decision all change.

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ISO/IEC 23894 Explained: Managing AI-Specific Risk

ISO/IEC 23894 strengthens enterprise risk management by addressing AI-specific risk identification, treatment, monitoring, and change.

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