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AI Governance

Policy enforcement, risk, and compliance ops

Module Snapshot

{
  "systems": 8,
  "policies": 5,
  "pendingApprovals": 3,
  "dashboard": {
    "systemCount": 8,
    "highRiskCount": 4,
    "pendingApprovals": 3,
    "activeViolations": 1,
    "certifiedCount": 5,
    "driftAlerts": 0,
    "monitoringActive": 6,
    "complianceRate": 50,
    "riskDistribution": {
      "low": 2,
      "medium": 3,
      "high": 1,
      "critical": 0
    },
    "recentEvents": [
      {
        "id": "mon_confidence_001",
        "systemId": "ais_inv_agent",
        "type": "confidence_low",
        "severity": "low",
        "title": "Low confidence on vendor match",
        "details": {
          "confidence": 0.71,
          "threshold": 0.75
        },
        "recommendation": "Route to human review queue",
        "acknowledged": false,
        "timestamp": "2026-06-28T06:00:00Z"
      },
      {
        "id": "mon_provider_001",
        "systemId": "ais_gpt4_router",
        "type": "provider_change",
        "severity": "medium",
        "title": "OpenAI API version updated",
        "details": {
          "from": "2024-11",
          "to": "2025-03"
        },
        "recommendation": "Run regression validation suite",
        "acknowledged": true,
        "timestamp": "2026-06-26T11:00:00Z"
      },
      {
        "id": "mon_policy_001",
        "systemId": "ais_hr_app",
        "type": "policy_violation",
        "severity": "critical",
        "title": "PII sent unmasked to external model",
        "details": {
          "policyId": "pol_pii_protection",
          "field": "ssn"
        },
        "recommendation": "Block deployment until PII masking is implemented",
        "acknowledged": false,
        "timestamp": "2026-06-27T15:45:00Z"
      },
      {
        "id": "mon_drift_001",
        "systemId": "ais_custom_analytics",
        "type": "drift",
        "severity": "medium",
        "title": "Forecast accuracy dropped 12%",
        "details": {
          "metric": "mape",
          "previousValue": 0.08,
          "currentValue": 0.2
        },
        "recommendation": "Trigger model retraining workflow",
        "acknowledged": false,
        "timestamp": "2026-06-27T22:00:00Z"
      },
      {
        "id": "mon_hallucination_001",
        "systemId": "ais_support_bot",
        "type": "hallucination",
        "severity": "high",
        "title": "Factual error in product response",
        "details": {
          "query": "warranty period SKU-9921",
          "confidence": 0.62
        },
        "recommendation": "Enable mandatory citation and retrain on product catalog",
        "acknowledged": false,
        "timestamp": "2026-06-28T08:30:00Z"
      }
    ]
  }
}