Scalable AI agents are quickly moving from experimental tools to embedded components of enterprise infrastructure. In financial services, manufacturing, retail, and other regulated sectors, autonomous systems are beginning to interface directly with ledgers, operational databases, and reporting pipelines. As these systems evolve from conversational assistants into operational actors capable of invoking tools, modifying records, and influencing downstream decisions, their risk profile changes materially. As explored in our article on AI agents in data analytics, these systems can automate everything from data ingestion to predictive insights. Why Traceability Becomes a Governance Requirement At this stage, AI agent performance alone is no…