[
  {
    "action": "CREATE",
    "entity": "lead",
    "timestamp": "2026-03-01T10:00:00Z",
    "actor": { "name": "John", "role": "Sales" }
  },
  {
    "action": "UPDATE",
    "entity": "quote",
    "timestamp": "2026-03-01T11:30:00Z",
    "actor": { "name": "Ali", "role": "Sales" }
  }
]

[
  { "order_id": "1001", "customer": "Jane", "total": 299.00, "status": "shipped", "created_at": "2026-03-01" },
  { "order_id": "1002", "customer": "Mark", "total": 149.50, "status": "pending", "created_at": "2026-03-02" }
]

{
  "summary": "Low system activity detected with only 3 actions recorded, indicating potential sales stagnation.",
  "priorityScore": { "growth": 7, "risk": 2, "operations": 6 },
  "keyHighlights": [
    "One new lead created — positive pipeline signal.",
    "One quote updated — progress in an existing deal."
  ],
  "businessImpact": [
    "Extremely low activity volume suggests a bottleneck in the sales pipeline."
  ],
  "growthSignals": ["New lead created — potential future conversion."],
  "risksOrConcerns": [
    { "issue": "Critically low activity across all users.", "severity": "MEDIUM" }
  ],
  "aiSuggestions": [
    { "suggestion": "Investigate reasons for low system engagement.", "priority": "HIGH" }
  ],
  "ownerFocus": ["Drive consistent team utilization across all pipeline stages."],
  "notableUsers": ["Ali: 2 of 3 actions — single-user dependency risk."],
  "metrics": { "actionsCount": 3, "activeUsers": 2 },
  "trend": {
    "activityLevel": "LOW",
    "growthDirection": "STABLE",
    "riskLevel": "MEDIUM",
    "operationalHealth": "UNSTABLE"
  },
  "executiveInsight": "Current low activity levels present a direct risk to revenue growth if left unaddressed."
}

{
  "detectedDomain": "operations",
  "summary": "Dataset contains 1 order record spanning a medical e-commerce workflow. The order lifecycle is complete but abnormal re-engagement after 77 days and late-stage marketing removal events are key concerns.",
  "entities": [
    {
      "type": "order",
      "count": 1,
      "keyFields": ["order_id", "order_total", "shipping_country"],
      "notes": "Single order with full lifecycle tracked via nested timeline."
    }
  ],
  "keyInsights": [
    {
      "insight": "Order completed full lifecycle from checkout to shipment within 4 days — efficient fulfillment.",
      "category": "operational"
    },
    {
      "insight": "Customer re-engaged 77 days post-shipment, triggering marketing removal — churn signal.",
      "category": "business"
    }
  ],
  "patternsDetected": [
    { "pattern": "Repeated member logins within short windows suggest engagement but possible confusion.", "significance": "MEDIUM" }
  ],
  "trends": {
    "hasTimestamps": true,
    "timeRange": "2026-01-18 to 2026-04-07",
    "direction": "STABLE",
    "peakPeriod": "2026-01-20",
    "notes": "Most activity concentrated in first 4 days; long gap before customer re-engagement."
  },
  "anomalies": [
    { "description": "ORDER_WELCOME_SMS sent with null order_id — broken event linkage.", "severity": "HIGH", "affectedRecords": 1 }
  ],
  "recommendations": [
    {
      "action": "Fix null order_id in SMS events to ensure accurate tracking.",
      "priority": "HIGH",
      "rationale": "Broken event linkage compromises downstream analytics and customer communication attribution."
    }
  ],
  "metrics": { "totalRecords": 1, "timelineEvents": 33 },
  "dataQuality": { "score": 0.72, "issues": ["Null order_id in 2 external events", "Empty reference_id fields"] },
  "confidence": 0.78
}