nd queries from natural language questions, which made the data far more practical in the moment than static reports.”

Real-world operational wins during the event

The trial supported practical NOC workflows under live conditions, including:


Faster DNS troubleshooting:When one DNS server stopped responding, the NOC could see inbound queries without outbound responses in live views, helping confirm the issue quickly.

IPv4 and IPv6 clarity:With IPv4 assigned by DHCP and IPv6 assigned by RA, the NOC monitored v4 and v6 traffic volume separately to understand differences in behavior and experience.

IPv6 load-balance validation:The team compared router traffic volumes to verify whether router to router IPv6 traffic distribution was working as intended.

Security and policy-driven insight:The team monitored network activity for anomalous behavior potentially associated with malware and confirmed that no such malici
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