how to test ai prompts

Testing AI prompts before production requires running them against a fixed dataset of real inputs and scoring outputs using deterministic checks and LLM judges. The author argues that comparing per-row baseline scores allows developers to catch regressions that overall averages hide, such as broken policy rules or formatting drops. The article outlines a seven-step testing loop that can be automated within CI pipelines to gate prompt changes safely. Open article →