Network Complexity Is Outpacing NetOps Teams: How AI Can Help
NetworkWorld, Friday, September 11th, 2026
Multi-vendor estates with thousands of device permutations have outgrown manual NetOps, and AI can close part of the gap.
Network operations teams now manage multi-vendor environments containing thousands of device and firmware permutations, which makes manual vulnerability discovery and compliance checking impractical.
The article describes using AI to accelerate vulnerability discovery, compliance monitoring and device status checks across heterogeneous infrastructure. The recommended division of labor keeps humans in decision-making roles while AI handles data aggregation, analysis and remediation recommendations.
That framing matters because the failure mode in network automation is not bad analysis but unreviewed change execution.