Why observability platforms are becoming AI auditing tools

AI observability is evolving from basic monitoring into auditing and decision tracing for enterprise agentic workloads.

Traditional APM and AIOps tools are not enough to explain what autonomous agents do, why they act, or how to stop misuse.

Enterprises now need AI-specific oversight that spans technical, security, and business teams.

The emerging “AI factory” model aims to provide shared governance, controls, and traceability for production AI systems.