Langtrace wasn't designed to monitor LLMs — it was built to fix hallucinating chatbot features inside a blockchain observability product. When users reported the AI features were giving wrong answers, the team had zero visibility into what was going wrong, so they duct-taped an OpenTelemetry SDK together internally. That internal tool became Langtrace.