Ping Identity’s white paper on AI-driven identity analytics explains how legacy IAM systems fail to manage today’s scale of digital identities and compliance requirements. The paper introduces Autonomous Identity, an AI-powered solution that integrates machine learning to provide continuous visibility, automate risk detection, and remediate excessive access privileges across the enterprise. It overcomes identity silos and manual inefficiencies by analyzing large datasets to assign confidence scores for user access. This improves compliance, reduces overprovisioning, and accelerates decision-making. By enhancing legacy IAM and IGA systems, AI-driven analytics enables contextual insights, automation, and least-privilege access for modern hybrid environments.

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