AI Insights

Operational patterns the Copilot has surfaced across your incident history.

MTTR down 42% quarter-over-quarter

AI-assisted root cause shaved an average of 27 minutes per incident in Prod.

Payments DB pool exhaustion is recurring

3 incidents in 30 days share the same upstream signature. Permanent index fix recommended before next peak window.

Cert rotation playbook needs an update

Auth incidents post key-rotation suggest JWKS cache TTL is too long across api-gateway pods.

Confidence trending up

AI confidence has grown +6 points in the last 30 days as your incident corpus expanded.

AI recommendation history

INC-2041
Rollback deploy v4.21.0 on payments-api (estimated 4 min).
Payments API 5xx spike in eu-west-1 · Database · 94% confidence
INC-2039
Increase session.timeout.ms from 10s → 30s on order-fulfillment consumer.
Kafka consumer lag on order-events · Messaging · 87% confidence
INC-2037
Reduce JWKS cache TTL from 1h → 5m on api-gateway.
Auth service intermittent 401s after cert rotation · Auth · 91% confidence
INC-2032
Cap LRU at 50K entries.
Memory leak in recommendation worker · Application · 82% confidence
INC-2028
Add Vary: User-Agent on /assets/*.
CDN cache poisoning on /assets/* · Network · 79% confidence