What happens when you measure an AI quality workflow like a manufacturing measurement system? MAD-Ai evaluated 2,370 criterion judgments and found 93.2% repeatability and 99% reproducibility—while also uncovering ambiguous criteria and an input-format failure that normal use did not reveal.