How do you actually monitor and evaluate your agents in production? Devs compare LangSmith, Phoenix, Ragas

rcleffke · reddit · 2026-10-22

A Reddit developer asks how teams monitor and evaluate agents in production, where prompt changes or model updates can silently break things. He shares his own rankings site's take — LangSmith leading, Arize Phoenix (20.24.0, Oct 21) as the open-source self-hostable option, Ragas for free CI-runnable RAG metrics — and asks what others trace, whether they use exact-match tests, LLM-as-judge or human review, and if any of it runs pre-deploy.

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