How do teams check LLM output quality before shipping—manual review or evals?

Short-Camera-9029 · reddit · 2026-07-23

A practitioner asks how people actually verify LLM output quality before shipping features or agents.

They compare manual spot-checking with structured rubrics, LLM-as-judge, and evaluation frameworks, and ask which part of the workflow is most painful in practice.

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