🎯
Business Objectives
- ›Least-privilege enforcement
- ›Audit readiness
⚙️
Operational KPIs
- ›Over-permissioned account %
📈
Management KPIs
- ›Time-to-revoke after offboarding
🤝
Customer KPIs
- ›Customer-portal access SLAs
🗄️
Available Data
- ›Role matrix, permission grants, usage of granted permissions
✨
AI Use Cases
- ›Permission recommendation
- ›Toxic combinations detection
🔮
Predictive Analytics
- ›Risk score per role
🚨
Anomaly Detection
- ›Privilege drift
🎁
Recommendation Engines
- ›Right-sized role suggestion
🤖
AI Copilot Features
- ›'What can this user do today and is it too much?'
💬
Natural-Language Reporting
- ›'Which roles can delete WOs?'
📊
Executive Dashboard Metrics
- ›Risk-weighted privilege exposure
⚡
Workflow Automation
- ›Auto-revoke unused permissions
🛰️
Autonomous Agents
- ›Access Governance Agent
🖥️
Recommended Dashboards
- ›Identity & Access
💡
Example Executive Insights
- ›41% of grants unused in 90 days — safe to revoke
📦
Required Datasets
- ›user_roles
- ›permissions
- ›activity_log
📅
Historical Data Needed
6–12 months
🧠
ML Models / AI Approaches
- ›Rule mining + ML hybrid