This paper presents a unified observability architecture for on-prem AI environments based on Cisco Secure AI Factory with NVIDIA, including Cisco AI PODs as the underlying infrastructure, together with Splunk Observability Cloud and Splunk Enterprise. This unified architecture is based on SoftServe’s experience as MSP running SOC and NOC using Splunk for our clients and internal purposes, and Cisco validated architectures.
The solution is built on a split-plane observability model tailored by SoftServe for regulated on-prem AI deployments:
Two years ago, a landmark study found only 22% of enterprises had data architecture ready for AI.
In 2026, the number of organizations with AI agents in production is 19%. This number sits almost exactly where the 2024 study left it.
The gap didn’t close. It didn’t even meaningfully change. This report examines why the data foundation is still the deciding factor in AI success and what it looks like when organizations get it right:
The blueprint still works. Here's how to follow it.