Networks Are Graphs, Not Language Problems: A Look at NetAI's GNN Approach
Tech Field Day, Thursday, May 14th, 2026
NetAI uses Graph Neural Networks for deterministic root cause analysis in network operations, offering a more precise alternative to language models.
NetAI introduces a powerful approach to network operations by leveraging Graph Neural Networks (GNNs) for deterministic root cause analysis. This method directly models network topology and dependencies, offering a more precise and reliable solution compared to language models.
The approach enhances the ability to identify causal relationships and improve automation in network management. This work was presented as part of Networking Field Day 40, with contributions from industry experts like Phil Gervasi.