Define critical entities

Start with customers, products, assets or territories that cross key workflows. Define an identifier, required attributes and owner for each entity.

This creates a common language for systems and teams.

Create matching rules

Use transparent matching rules and route uncertain matches to a person. Uncontrolled automatic merging may erase meaningful differences.

  • Golden record
  • Change history
  • Exception queue
  • Duplicate controls

Connect AI to governed entities

Agents and models should receive consistent context rather than guess whether two records represent the same thing. This improves accuracy and explainability.

Master data turns isolated integrations into a reusable platform.