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© 2026 visible4ai. A product of Siempi. GEO analysis and real citation visibility.

We measure if you get cited in LLMs and help you improve.

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5 min

E-E-A-T: what it means for LLMs

E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness) is a Google framework that LLMs have implicitly adopted, content that signals these qualities is more likely to be retrieved and cited.

E

Experience

First-hand use and reporting. Built it? Used it? Say so. Personal experience signals that your content comes from reality, not theory.

→ Document what you built and learned. 'We tested this tool against 50 sites and found…'

E

Expertise

Technical depth, research citations, and explanations of *why*, not just what. Link to research and industry specs.

→ Cite the Princeton GEO paper. Explain the retrieval pipeline. Link to specs.

A

Authoritativeness

Others citing you, your presence in directories, consistent branding across machine-readable files.

→ Implement AI Discovery Files. Submit to verified directories. Build clear entity identity.

T

Trustworthiness

Transparency about who you are, how to contact you, and what your product does, stated in both human and machine-readable form.

→ Add ai.json, brand.txt, identity.json. Provide a contact page. Be accurate and honest.

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