This guide addresses common AI governance concerns, explaining how SailPoint embeds AI within Identity Security Cloud to enhance, not replace, human decision-making. It details AI capabilities such as Access Modeling, Role Discovery, Identity Outliers, Harbor Pilot, and explainable AI features that provide transparency into recommendations. The paper outlines strict data governance, model isolation, bias monitoring, and responsible AI development practices. Human-in-the-loop controls ensure administrators review and approve AI-generated insights, helping organizations confidently adopt AI while maintaining compliance and oversight.

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