AI Visibility Scorecard
open book
vnessali.substack.com · Other
Borderline visible. AI engines can read open book, but Structured Data, Content Structure and E-E-A-T Signals are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 3 times
Claude · Apple Intelligence
75
AI Naming Predictability
iNamed occasionally · 75/100
Average 15
Top 1% of Other
See what's behind this score →4.26
-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
0
About open book
from vnessali.substack.com
intimate essays for the high achieving, over-educated & creative woman. Click to read open book, by Vanessa Li, a Substack publication with hundreds of subscribers.
- Company ·
- open book
- Website ·
- vnessali.substack.com
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.26/10, open book is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vnessali-substack
Cite this score: Engagemii (2026). "AEO Score for open book." Retrieved from https://engagemii.com/aeo/brands/vnessali-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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