IT Teams Add AI Evaluation Roles as Agents Scale

Companies moving AI agents past pilot stage are spinning up dedicated evaluation teams - roles that barely existed a year ago. The trigger isn't regulatory pressure alone; autonomous agents that passed initial tests keep producing surprising outputs once they hit real workflows. Google Cloud, Innowise, and Agiloft all describe variations of the same staffing gap: you need people who understand both the technical stack and the business context to judge whether an agent's decisions actually make sense. Observability dashboards alone can't catch misalignment with company-specific processes or local compliance rules like GDPR. The pattern echoes what happened with DevOps and SRE - a new operational discipline forming around a capability that outgrew its original owners.