observability/grafana/dashboards/model_monitoring.json

{
  "dashboard": {
    "title": "AutoML Model Monitoring",
    "panels": [
      {
        "id": 1,
        "title": "Prediction Rate",
        "type": "graph",
        "gridPos": {"h": 8, "w": 12, "x": 0, "y": 0},
        "targets": [
          {
            "expr": "rate(predictions_total[5m])",
            "legendFormat": "{{model_version}} - {{status}}"
          }
        ]
      },
      {
        "id": 2,
        "title": "Prediction Latency (p95)",
        "type": "graph",
        "gridPos": {"h": 8, "w": 12, "x": 12, "y": 0},
        "targets": [
          {
            "expr": "histogram_quantile(0.95, rate(prediction_duration_seconds_bucket[5m]))"
          }
        ]
      },
      {
        "id": 3,
        "title": "Model Accuracy",
        "type": "gauge",
        "gridPos": {"h": 8, "w": 8, "x": 0, "y": 8},
        "targets": [
          {
            "expr": "model_accuracy"
          }
        ]
      },
      {
        "id": 4,
        "title": "Data Drift Status",
        "type": "stat",
        "gridPos": {"h": 8, "w": 8, "x": 8, "y": 8},
        "targets": [
          {
            "expr": "data_drift_detected"
          }
        ]
      },
      {
        "id": 5,
        "title": "Active Requests",
        "type": "graph",
        "gridPos": {"h": 8, "w": 8, "x": 16, "y": 8},
        "targets": [
          {
            "expr": "active_requests"
          }
        ]
      }
    ],
    "timezone": "browser",
    "schemaVersion": 16,
    "version": 0
  }
}