Most master data management (MDM) evaluations start with a feature list and a demo. That’s backwards. The differences that actually matter, accuracy, time to value, and AI readiness, don’t surface until you’re deep into a contract, long after the demo ended. Define the outcome you need. Prove the platform delivers it. Then confirm the vendor goes the distance.