How to Build a Self-Evaluating AI System: Automated Testing and Evaluation Pipelines for LLM Applications

So you shipped your AI feature and it works in demos. Your team is impressed. Then a user asks a question slightly outside your test cases and the model confidently returns something completely wrong.