How do you design evaluation systems for LLM quality?

LLM evaluation systems combine automated metrics, human feedback, and LLM-as-judge scoring.

Evaluation includes correctness, relevance, safety, and coherence metrics. Systems often use hybrid evaluation pipelines where human feedback trains evaluation models, and LLMs act as judges for scalability.