Networks for AI at scale: From distributed GPU clusters to new revenue streams
By Clarence Reynolds
Mar 3, 2026
AE Natarajan, GM, SVP, HPE Networking RIS
As AI clusters expand beyond single datacentres, the network is becoming a primary determinant of AI performance and a new monetisation opportunity for AI infrastructure builders. AE Natarajan, SVP and general manager of HPE Routing Infrastructure Solutions, shares how telcos, hyperscalers and neo-clouds can design and monetise secure, deterministic AI network fabrics from edge to cloud. He explains how AI traffic patterns and infrastructure economics are evolving, why outcome-based connectivity and AI interconnect SLAs are gaining traction, and what it takes to scale distributed GPU fabrics reliably.
Recorded March 2026
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