How to Evaluate LLM Output Quality Programmatically
Ayi NEDJIMI
Shipping a language model integration without automated evaluation is flying blind. Manual review does not scale, and eyeballing a handful of outputs in staging misses the regressions that appear after model version bumps or prompt rewrites. This article walks through a practical, layered evaluation framework you can wire into CI. What "Quality" Means in Practice Evaluation is context-dependent. For a classification task, quality means accuracy. For a summarizer, it means coverage and faithfulne