Your AI First Responder
for Production Alerts

// AI Agent Investigation — Live Stream
[00:00] LogAnalyzer    Querying Datadog logs for "payment-api"...
[00:03] MetricAnalyzer  Pulling latency metrics from Prometheus...
[00:05] DeployChecker   Found deployment "v2.4.1" merged 12 min ago
[00:08] LogAnalyzer    ERROR spike detected: 342 errors in last 5 min
[00:11] DepTracer      Upstream "redis-cache" healthy ✓
[00:14] DeployChecker   Diff: connection pool size changed
[00:16] ReportGen      Correlating findings...

✓ Root Cause Identified — Confidence: 94%
  Category: deployment
  Summary:  Connection pool exhaustion after v2.4.1 deploy
  Action:   Rollback connection pool config or increase pool size

// PagerDuty Webhook → Modlex
{
  "event": "trigger",
  "service": {
    "name": "payment-api",
    "tier": 1
  },
  "severity": "critical",
  "description": "HTTP 500 rate exceeds 5% threshold",
  "details": {
    "error_rate": 8.7,
    "p99_latency_ms": 4200,
    "affected_endpoints": ["/v1/charge", "/v1/refund"]
  }
}

// Investigation Result
{
  "status": "completed",
  "confidence": 0.94,
  "root_cause": {
    "category": "deployment",
    "summary": "Connection pool exhaustion after v2.4.1",
    "evidence": [
      "342 connection timeout errors in 5 min",
      "Deploy v2.4.1 reduced pool from 50 to 10",
      "P99 latency spike correlates with deploy"
    ]
  },
  "suggested_actions": [
    { "action": "Revert pool config", "priority": "critical" },
    { "action": "Add pool size checks", "priority": "high" }
  ],
  "duration_seconds": 16
}