Canonical Representation
noun

Definition:
The idealized and consistent version of an entity or concept as recognized by AI systems and search engines, shaped by repeated reinforcement across trusted sources. Achieving a canonical representation ensures that generative models describe the entity in a predictable and favorable manner.

Usage:
“They worked across industry sites to establish a canonical representation of their founder’s biography.”

Compare:
Knowledge Graph Entry, Entity Consolidation, Brand Narrative Control