The new Perceived Error metric attaches quality feedback directly to production traces. LangChain built this tool to help developers pinpoint and resolve specific agent mistakes faster. It simplifies the debugging loop for complex workflows. Practitioners can now quantify failure rates using real-world data instead of relying on manual spot checks of LangSmith logs.