The Semantic Identity of a Brand in the Age of LLMs

Published November 9, 2025

A brand’s identity is no longer defined by visuals and messaging, but by the semantic fingerprint it leaves across digital ecosystems. LLMs fundamentally reorganize the hierarchy of relevance.

To be citably real, a brand must be conceptually unique.


Editorial Team
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