Towards the Dark NOC: AI-native operations at scale
October 6, 2026
12:00-13:00
Innovate Stage
Autonomous Networks
Case study: How the NOC becomes AI-native
Traditional network operations centers are evolving into AI-native operational environments powered by predictive assurance, digital twins, and autonomous workflows. This session explores how CSPs are redesigning the NOC for AI-native operations — using digital twins, predictive assurance, and autonomous workflows to move from reactive fault management to real-time decision-making.
As telecom operators introduce AI-assisted and autonomous operational workflows, the role of network operations teams is rapidly evolving. This panel explores how AI is already making operational decisions inside live network environments - and what it takes to scale this safely across the NOC, from incident management to real-time optimization.
Traditional network operations centers are evolving into AI-native operational environments powered by predictive assurance, digital twins, and autonomous workflows. This session explores how CSPs are redesigning the NOC for AI-native operations — using digital twins, predictive assurance, and autonomous workflows to move from reactive fault management to real-time decision-making.
- Scaling autonomous assurance across complex, hybrid networks
- Using digital twins to predict and simulate network behavior
- Moving from fault detection to root cause decisioning
- Closing the loop with autonomous remediation
As telecom operators introduce AI-assisted and autonomous operational workflows, the role of network operations teams is rapidly evolving. This panel explores how AI is already making operational decisions inside live network environments - and what it takes to scale this safely across the NOC, from incident management to real-time optimization.
- Where AI is already making real operational decisions today
- What breaks when you try to scale autonomy
- Where operators still don’t trust AI - and why
- How far AI should go in live operations
- What the next-generation NOC team looks like
- What does a dark NOC actually look like?
- Making AI decisions visible: Observability in the AI-native NOC
- The last mile in autonomy: Human decision boundaries
- Making autonomy repeatable across the network

