AI DASHBOARD
// REAL-TIME INTELLIGENCE OVERVIEW — ALL SYSTEMS NOMINAL
Incidents Triaged
2,847
Last 30 days
MTTR Reduction
41%
↑ vs manual
Alerts Suppressed
12,430
Noise filtered
RCA Accuracy
94.2%
↑ 3.1% WoW
Predictions Fired
187
Pre-outage alerts
Runbooks Used
63
Auto-suggested
⚡ LIVE AUTO-TRIAGE FEED
● PROCESSING
P1
PAYMENTS · DB-CLUSTER-01
PostgreSQL replication lag exceeding 45s — write amplification spike
🤖 AI: Replication lag correlates with 3.2× write throughput spike on payments-api. Root cause likely batch settlement job started at 02:14 UTC. Estimated resolution: restart replication slot + throttle settlement batch.
P2
AUTH · KEYCLOAK-02
JWT token validation latency p99 > 800ms — cache miss storm
🤖 AI: Cache miss rate increased 680% following Redis failover at 01:58 UTC. Pattern matches INC-2203 from Jan 14. Warming the cache for `/auth/validate` endpoint should resolve in ~4 minutes.
📡 ANOMALY SIGNALS
ML-BASELINE
API Error Rate — payments-svc
+620% above baseline · started 02:12 UTC
620%
Memory Utilization — worker-03
+42% above 14-day baseline · trending
+42%
Network Throughput — dc-east egress
+28% above hourly baseline
+28%
Request Latency — search-api p99
+15% above rolling avg · stable
+15%
💬 NOC AI CHATBOT
OLLAMA + CLAUDE
What caused INC-4471?
Show P1 incidents
MTTR this week?
Payments health?
🔇 NOISE REDUCTION
TODAY
85%
Alert Storm Filtered
12,430 low-signal alerts suppressed today. 2,183 actionable alerts delivered to on-call teams.
Maintenance window · prod-db-034,820
Known flapping · lb-health-check3,291
Duplicate correlation · payments2,144
Below-threshold noise2,175
AUTO-TRIAGE ENGINE
// AI-ASSIGNED SEVERITY, SERVICE, AND PRIORITY SCORING
P1PAYMENTS · DB-CLUSTER-01
PostgreSQL replication lag exceeding 45s — write amplification spike
🤖 AI: Replication lag correlates with 3.2× write throughput spike on payments-api. Root cause likely batch settlement job. Confidence: 94%.
P2AUTH · KEYCLOAK-02
JWT token validation latency p99 > 800ms — cache miss storm
🤖 AI: Cache miss surge following Redis failover. Matches historical pattern INC-2203. Suggested action: warm `/auth/validate` endpoint cache. Confidence: 91%.
P3SEARCH · ELASTICSEARCH-03
Index shard allocation delay — disk watermark approaching
🤖 AI: Shard 7 on es-node-03 at 87% disk. At current ingest rate, high watermark (90%) will be breached in ~40 minutes. Non-urgent but schedule cleanup or add node. Confidence: 88%.
NOC AI CHATBOT
// NATURAL LANGUAGE QUERIES OVER LIVE INCIDENT DATA — POWERED BY OLLAMA + CLAUDE API
💬 LIVE NOC ASSISTANT
OLLAMA llama3CLAUDE claude-3
What caused INC-4471?
Any P1s right now?
MTTR trend this week?
Draft post-mortem INC-4468
Payments service health?
Which services are anomalous?
ANOMALY DETECTION
// ML-BASED BASELINING — 14-DAY ROLLING WINDOW PER METRIC
📡 ACTIVE ANOMALIESLIVE
API Error Rate — payments-svc
+620% · started 02:12 UTC · INC-4471 linked
620%
Memory Utilization — worker-03
+42% above 14-day baseline · trending upward
+42%
Egress Throughput — dc-east
+28% above hourly baseline · stable
+28%
Request Latency p99 — search-api
+15% · within acceptable range
+15%
📊 DETECTION STATS30-DAY
94.2%
TRUE POSITIVE RATE
1.8%
FALSE POSITIVE RATE
8.4min
AVG DETECTION TIME
847
METRICS MONITORED
// DETECTION METHODS ACTIVE
Z-score statistical baselineACTIVE
Isolation Forest ML modelACTIVE
Seasonal decomposition (STL)ACTIVE
Cross-metric correlation engineACTIVE
RUNBOOK SUGGESTIONS
// AI MATCHES ACTIVE INCIDENTS TO HISTORICAL RESOLUTION PATTERNS
📋 RB-042 — PostgreSQL Replication Recovery94% MATCH
Replication slot restart procedure for write-lag incidents on pg-cluster. Includes safe throttle commands for batch jobs during recovery.
1. Check replica lag2. Identify blocking queries3. Throttle batch4. Restart replication slot5. Verify catchup
📋 RB-017 — Redis Cache Warming91% MATCH
Automated cache warming script for auth service after Redis failover. Prevents miss storm on `/auth/validate` endpoint during startup.
1. Verify Redis up2. Run warm script3. Monitor hit rate4. Confirm p99 drop
📋 RB-031 — ES Disk Space Remediation88% MATCH
Elasticsearch disk watermark breach prevention — index lifecycle policy enforcement and shard rebalancing steps.
1. Check disk usage2. Delete old indices3. Update ILM policy4. Trigger rebalance
📊 RUNBOOK ANALYTICS
63
USED THIS MONTH
89%
RESOLUTION RATE
// TOP RUNBOOKS THIS MONTH
RB-042 PostgreSQL Recovery14 uses
RB-017 Redis Cache Warm11 uses
RB-008 K8s Pod Restart9 uses
RB-031 ES Disk Cleanup7 uses
POST-MORTEM DRAFTS
// AUTO-GENERATED FROM INCIDENT THREAD TIMELINE + AUDIT LOG
📝 INC-4468 — AUTO-DRAFTAI GENERATED
INC-4468 — Payments Gateway Outage
// SUMMARY
A configuration drift in the payments gateway's connection pool settings, introduced during routine maintenance at 22:47 UTC, caused cascading connection exhaustion. The outage affected 100% of payment processing for 14 minutes with full recovery at 23:18 UTC.
// IMPACT
14 minutes of payment processing downtime. ~2,300 failed transactions. Estimated revenue impact: $48,000. No data loss or security compromise.
// TIMELINE
- Config change deployed to payments-gw-01
- Connection pool exhaustion alerts fired — AI triage assigned P1
- On-call engineer paged via Flux Notify (41s escalation)
- Root cause identified — pool max_conn set to 10 (was 500)
- Config rollback initiated
- Full recovery confirmed — all transactions processing
// AI ROOT CAUSE
Configuration drift in payments-gw-01 connection pool (max_conn: 500 → 10). Change linked to deploy job #2847 by CI/CD pipeline at 22:47 UTC. No validation check existed for pool size bounds.
// DRAFT HISTORY
INC-4468 — Payments Outage
P1 · 14min · AI Draft Ready
INC-4453 — Auth Latency Spike
P2 · 8min · AI Draft Ready
INC-4441 — Search Degradation
P2 · 22min · Draft In Review
INC-4427 — CDN Cache Miss
P3 · 5min · Published
NOISE REDUCTION
// INTELLIGENT ALERT SUPPRESSION — SIGNAL FROM NOISE
🔇 SUPPRESSION RULES12 ACTIVE
🛠 Maintenance: prod-db-03 cluster4,820 blocked
🔄 Known flap: lb-health-check-043,291 blocked
🔗 Duplicate correlation: payments-*2,144 blocked
📉 Below threshold: disk < 70%2,175 blocked
⏱ Transient: duration < 30s892 blocked
🧪 Staging environment alerts544 blocked
📊 SUPPRESSION STATSTODAY
85%
Alerts Suppressed
12,430 of 14,613 total alerts suppressed. 2,183 actionable alerts delivered to on-call teams.
2,183
DELIVERED
12,430
SUPPRESSED
AUTO-REMEDIATION ENGINE
Safe self-healing actions with human approval gates. Restart pods, scale deployments, rotate secrets, flush caches — all with full audit trail and rollback support.
CAPACITY FORECAST
// PREDICTIVE RESOURCE MODELING FROM METRIC TRENDS — 30-DAY OUTLOOK
🖥 CPU — PROD CLUSTERFORECAST
Actual
Predicted
// AI FORECAST
At current growth rate, CPU utilization will exceed 80% threshold in ~18 days. Recommend scaling prod cluster by +2 nodes before day 14.
💾 DISK — DB CLUSTERFORECAST
Current67%
+30 days (predicted)83%
High watermark (90%)BREACH: day 38
// AI RECOMMENDATION
Add 2TB storage or archive logs older than 90 days within 30 days.
🌐 BANDWIDTH — EGRESSFORECAST
2.1 Gbps
CURRENT PEAK
→ 2.7 Gbps
PREDICTED PEAK (30 days)
// AI FORECAST
Within capacity limit (5 Gbps). No action required. Review again in 60 days.
ROOT CAUSE ANALYSIS
AI-guided investigation workflows. Correlate events across Flux Monitor, Flux Event, and Flux Notify. Visualize causal chains and pinpoint the origin of cascading failures with evidence scoring.
AI PROVIDERS
// DUAL-PROVIDER STRATEGY — OLLAMA FOR SPEED, CLAUDE API FOR DEPTH
⚙️ PROVIDER CONFIG2 ACTIVE
Ollama (Local)
llama3.1:8b · localhost:11434 · GPU: RTX 3080
● ACTIVE
12,847 req/day · avg 480ms
Anthropic Claude
claude-sonnet-4-6 · api.anthropic.com
● ACTIVE
341 req/day · avg 2.1s
// ROUTING RULES
Alert triage & chat responses→ Ollama
Root cause analysis→ Claude API
Post-mortem drafting→ Claude API
Anomaly explanation→ Claude API
Capacity forecasting→ Ollama
📊 PROVIDER METRICS7 DAYS
98.4%
OLLAMA UPTIME
99.9%
CLAUDE UPTIME
480ms
OLLAMA AVG LATENCY
2.1s
CLAUDE AVG LATENCY
// COST SAVINGS
Routing 97.4% of requests to local Ollama saves ~$1,240/month vs. API-only operation.