AI in ITSM: What Works, Risks, and the Virima Advantage
When an AI agent closes an incident in seconds or auto-approves a low-risk change, it looks like a win. The …
EMA reveals why real-time discovery and CMDB maturity are key to ServiceOps success. Download the EMA Report!
The agentic IT era runs on runtime truth. Not ticket history, not manual CMDB maintenance. See Virima in action →


When an AI agent closes an incident in seconds or auto-approves a low-risk change, it looks like a win. The …


Updated July 2026: added production failure scenario, drift definitions, hallucination checks, governance framework anchors, and service-context GEO blocks.


Table of Contents
What Is Network vs. Application Monitoring (and Why You Need Both)
Why Unified Network and Application Monitoring …












The Xurrent CMDB is a core system that supports accurate configuration data, reliable operations, and confident IT decision-making. As environments …