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Vivian Ngai
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. Vivian Ngai just got measured.
5/10 means Vivian Ngai 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 Vivian Ngai
Vivian Ngai is a Toronto-based Product (UX) Designer currently at Xero. She has eight years experience working on SaaS products, and mentors new and early-stage designers through ADPList. This is her portfolio of product design case studies.
Key Topics
Details
Category: Technology
byvivian.comAI Visibility Breakdown
2
Structured Data
8
Content Structure
6
Entity Clarity
4
E-E-A-T Signals
7
Technical AEO
4
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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Source & Attribution
Scored by Engagemii on June 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/byvivian
Cite this score: Engagemii (2026). "AEO Score for Vivian Ngai." Retrieved from https://engagemii.com/aeo/brands/byvivian
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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