The banner is styled with an amber background and appears directly in the AI response:
⚡ This issue is also active on 3 other clusters: prod-east, prod-west, staging-01
This signals that the problem isn’t isolated — it may indicate a systemic issue across your fleet, such as a CVE, a shared misconfiguration, or an upstream bug affecting multiple environments.
Fully supported — cross-cluster matching from Engine data
Demo
Simulated on select responses (etcd, Longhorn queries)
BYO Model
Not available — requires fleet-wide data from the Engine
Fleet correlation requires the Oracle backend to have visibility into multiple clusters. It is not available when using a BYO model, since your own endpoint has no access to fleet-wide cluster data.
Without fleet correlation, operators troubleshoot clusters in isolation. A Longhorn degradation on one cluster might be treated as a local issue, when in reality the same problem is hitting three other clusters due to a shared storage driver version.Fleet correlation surfaces these patterns automatically, enabling:
Coordinated remediation — fix all affected clusters, not just the one you noticed
Pattern detection — identify systemic issues before they escalate
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