Network Automation Lessons Learned from Deploying 35+ Multi-Tenant GPU Clouds and AI Factories

Lessons from live AI deployments on automating complex GPU networks and securely managing multiple tenants.

Summary

As GPU clusters grow, managing networks across multiple fabrics, technologies, and vendors becomes extremely complex. At RAISE Summit 2026, Netris CEO Alex Saroyan draws the experience from dozens of live deployments to explain why traditional network automation and management falls short and how Netris NAAM (Network Automation, Abstraction, and Multi-Tenancy) addresses these challenges. Netris enables automated network provisioning, hard tenant isolation (enforced on networking hardware), and simplified network operations as GPU clouds scale.