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sAI GOVERNANCE DASHBOARD
What is an AI Governance Dashboard?
An AI Governance Dashboard is a control tower for AI systems that monitors:
- Model performance
- Bias & fairness
- Risk & compliance
- Explainability
- Data integrity
- Decision accountability
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Why It Matters
Value of Governance
- Transparency (know what AI is doing)
- Accountability (who/what made decisions)
- Compliance (GDPR, AI regulations)
- Risk reduction
- Trust at scale
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HOW
SYSTEM ARCHITECTURE
[ AI MODELS ]
[ MONITORING LAYER ]
[ METRICS ENGINE ]
[ GOVERNANCE RULE ENGINE ]
[ ALERTING SYSTEM ]
[ DASHBOARD UI ]
[ AUDIT LOG + COMPLIANCE STORE ]
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EXAMPLE (REAL SCENARIO)
AI Credit System
Problem:
- Model starts rejecting more applicants from one demographic group
Dashboard detects:
- Bias Score ↑ (0.14)
- Drift ↑ (30%)
- Accuracy ↓ (from 92% → 84%)
System Action:
ALERT:
Bias threshold exceeded
Model drift detected
AUTO RESPONSE:
- Pause model deployment
- Trigger retraining
- Notify compliance team
