Visibility in the age of generative AI is a matter of recognizability in vector space.
When models process text, they do not store it as words or sentences. They convert it into embeddings: dense mathematical representations of meaning. These embeddings determine how ideas relate, cluster, and compete.
Semantic Proximity and Distinction
If your content overlaps too closely with widely available phrasing or conceptual framing, it collapses into an existing cluster and becomes semantically replaceable.
To be visible, your content must introduce a distinct position in conceptual space.
The Strategic Shift
- Write from a defined worldview
- Use consistent terminology
- Develop structured argumentation
Recognition is no longer about ranking. It is about identity in semantic topology.
— Stefano Galloni, Head of SEO & AI Visibility Researcher
