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Monitoring

Platform Performance

AI Generated Summary

The AI cluster is healthy at 72% GPU utilization with no active bottlenecks. Database query latency ticked up 8% this week, correlating with the new customer_events index build. Capacity forecast shows headroom for 3 more months at current growth. Across the fleet, all 247 production models continue to serve 18.4M predictions/day at 97.8% forecast accuracy, backed by 99.98% API availability.

Refreshed 4 minutes ago

Cluster Nodes

24

GPU Utilization

72%

Avg Response Time

82ms

Bottlenecks

0

Compute Resources

CPU / GPU / Memory / Storage

24 cluster nodes · 312 pods running

AI Inference Performance

Throughput vs. latency · last 24 hours

18.4M predictions/day · 82ms avg response Model Health

Network Monitoring

Inbound / outbound throughput

Peak inbound 62 MB/s · 0 packet loss events

Database Performance

Query latency · last 7 days

2.4ms avg · up 8% since customer_events index build

Cache Analytics

Hit Rate

94.2%

Eviction Rate

1.2%

Avg Lookup

0.8ms

Cache Size

18.4 GB

Cache layer Healthy

Load Balancer Status

All 4 balancers healthy

Even traffic distribution

lb-us-east-126% traffic · 24ms
lb-us-west-225% traffic · 22ms
lb-eu-central-124% traffic · 27ms
lb-ap-southeast-125% traffic · 25ms
Last failover check 12 min ago

Kubernetes Cluster Health

Pods

312

Nodes

24

Restarts

3

inference-serving184/184 pods ready
api-gateway64/64 pods ready
fraud-detection-v461/64 pods ready
Namespace: production

Capacity Forecast

Projected GPU demand · next 6 months

3 months of headroom at current growth Forecasting

AI Optimization Suggestions

Rebalance batch inference jobs to off-peak hours to reduce peak GPU utilization by an estimated 14%.
Right-size the fraud-detection-v4 replica count — current traffic supports 2 fewer pods without breaching SLA.
Estimated monthly savings $1,240

Performance Timeline

Database index rebuild completed

3 hours ago

Auto-scaled inference cluster from 20 to 24 nodes

7 hours ago

fraud-detection-v4 replica restart triggered by Marcus Lee

Yesterday, 6:42 PM

CDN edge cache purged after deployment

Yesterday, 2:15 PM

Showing 4 of 38 events this week View All Logs