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vReference | by Forbes Guthrie
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. vReference | by Forbes Guthrie just got measured.
5/10 means vReference | by Forbes Guthrie is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About vReference | by Forbes Guthrie
Skip to content by Forbes Guthrie About meContact meBooksReference CardsvSphere 5 CardvSphere 4 CardDesktop Cardesxtop precisVI3 CardDocumentation NotesvSphere 5 NotesvSphere 4 NotesDesktop NotesFirewall DiagramVVD tools series: VVD poster21 Feb 2017 Forbes Guthrie1 CommentA short post this time, but a goodie.
Details
Industry: Technology
vreference.comAI Visibility Breakdown
2
Structured Data
5
Content Structure
6
Entity Clarity
4
E-E-A-T Signals
7
Technical AEO
7
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on June 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vreference
Cite this score: Engagemii (2026). "AEO Score for vReference | by Forbes Guthrie." Retrieved from https://engagemii.com/aeo/brands/vreference
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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