Building Governed Agents: A Framework for Cost, Control and Compliance
LangChain frames agent governance as a new engineering discipline requiring cost, reliability, and compliance controls.
“Production agents introduce a different risk profile than traditional LLM apps. They have greater autonomy, meaning they have a greater need for visibility and control.”
LangChain's product team presented a governance framework for production agents centered on their LangSmith LLM Gateway, targeting cost control, reliability, and compliance. They cited 7,000 active customers and usage by half the Fortune 10 across regulated industries like HR, legal, and financial services. The talk positions agent governance not as a blocker but as an enabler of faster, safer shipping—a framing increasingly common as enterprises move agents to production.