Operator Assist - Real-Time Remediation of Resource Anomalies
The Business Problem
A performance alert fires - DFW memory usage is elevated on a critical host. The administrator needs to understand root cause and remediation without manually parsing thousands of log lines and correlating across multiple data sources.
Traditional approach: SSH into the host, pull raw log files, correlate memory metrics with rule counts, identify VNIC distribution issues, and manually calculate which resources are contributing. Time: 2-4 hours.
How Zenera Solves It

Intelligent Assist execution:
- 1Live telemetry query: Pulled real-time DFW memory metrics, rule counts, and VNIC distribution directly from the host - no manual SSH required
- 2Multi-source correlation: Correlated memory usage with rule counts and VNIC growth trends to decompose the contributing factors
- 3Root cause identification: Identified stale "sales-test" tagged resources as the primary driver - a non-obvious finding buried in 14,000+ rule entries
- 4Quantified impact: Calculated that cleanup would recover ~34% of DFW memory footprint, providing a defensible business case for the remediation effort
Time to root cause
45 seconds (vs. 2-4 hours manual log analysis)