Knowledge engineering — Knowledge engineering is the discipline of modeling information so machines can store, connect, and reason about it. Canonical identity work draws on knowledge engineering far more than on marketing. It involves data models, identifiers, relationships, and consistency rules. This is why relabeled search agencies often struggle with true identity work.

Added October 21, 2026