How we built LangChain's Paid Media Agent

2026-09-17

LangChain built a paid-media agent that analyzes campaign data, recommends changes, and applies approved actions, helping paid media reach 20% of its marketing pipeline while cutting qualified lead costs. Its key design principle is to use models for judgment, code for reliable calculations and safeguards, and human approvals for consequential actions.