Most creators think identity comes from one place:
their website, their LinkedIn, or their X account.

LLMs don’t think in silos.

A model reconstructs your identity by mapping cross-platform consistency:

  • your writing voice

  • the topics you return to

  • the claims you repeat

  • the values you encode

  • the entities you cite

  • the patterns you avoid

Identity is a semantic fingerprint — scattered across the web and stitched together by inference.

If your presence is fragmented, you become hard to reconstruct.
If your presence is coherent, you become a persistent entity in the model’s landscape.

That’s how LLM visibility is earned:
not through volume, but through recognizable continuity.