A new Bayesian statistical approach calibrates automated metrics against human judgment to replace aging models. Researchers tested the system on a QA product handling 5.3M monthly interactions. It identifies suitable replacements by evaluating correctness and refusal behavior. This methodology allows enterprise developers to migrate production LLMs with minimal manual data.