How to Build an LLM Eval Pipeline for Your AI App

LLM applications require specialized testing beyond unit tests due to non-deterministic outputs. Heuristic, LLM-as-judge, and human evals form a three-tier approach to catch semantic errors. A minimal pipeline starts with 100 real requests, manual review of 50, and one heuristic check.