White Paper

Governing the Expanding Estate: Observability, AI Infrastructure, and the Architecture Enterprises Now Need

Is Your Observability Architecture Ready for the AI Era?

IDC Spotlight | Sponsored by Virtana

AI agents, GPU infrastructure, model pipelines, and distributed AI systems are becoming part of the production estate. But the observability architectures many enterprises rely on were built for an application-centric world.

What you’ll learn

Download the IDC Spotlight to understand why extending observability across the full technology estate is becoming critical to governing AI operations and investment. Learn:

  • Why the observability boundary must expand as AI infrastructure becomes a production dependency.
  • How fragmented system context affects humans and AI agents alike when they need to identify the true limiting dependency behind performance issues.
  • Why AI infrastructure observability matters for investment accountability, including the ability to connect infrastructure performance with AI workload behavior and outcomes.
  • How agentic operations change governance requirements as enterprises deploy more AI agents across business and technology domains.
  • Three actions enterprises can prioritize now to close visibility gaps and strengthen governance as their estates expand.

The estate has changed. Has your observability architecture changed with it?

This IDC Spotlight examines the architectural shift enterprises face as applications, infrastructure, networks, storage, Kubernetes, GPUs, AI workloads, and agents become increasingly interdependent.

Source: IDC Spotlight, Sponsored by Virtana, Governing the Expanding Estate: Observability, AI Infrastructure, and the Architecture Enterprises Now Need, Doc. #US54619726, August 2026.

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