Why Bare-Metal Telemetry and Rack-Level Visibility Are Non-Negotiable
The rise of AI-centric compute providers (aka neoclouds) has fundamentally shifted data center management requirements. Unlike traditional cloud hyperscalers built around virtualized, lower-density web applications, neoclouds orchestrate ultra-high-density GPU clusters pushed to their physical thermal and electrical limits.
At this scale, managing bare-metal infrastructure requires moving beyond basic hypervisor dashboards to deep, real-time physical rack-level telemetry. Software solutions that unify physical data center infrastructure management (DCIM) into a single operational plane are becoming essential architecture components for AI infrastructure providers.
