AI Visibility Scorecard
Christopher Landriau
christopherlandriau.substack.com · Education
At 3.32/10, Christopher Landriau is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Content Structure and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
ChatGPT · Claude
49
AI Naming Predictability
iRarely named · 49/100
Education average 14
Top 10% of Education
See what's behind this score →3.32
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About Christopher Landriau
from our crawl and measurement
"Where voice education, personal development, and aesthetic culture meet. Click to read VOICE, by Christopher Landriau, a Substack publication with hundreds of subscribers." That is how Christopher Landriau introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.32 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
- Company ·
- Christopher Landriau
- Website ·
- christopherlandriau.substack.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 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
Strong
Inbound links from other sites.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 3.32/10, Christopher Landriau is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Christopher Landriau
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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/christopherlandriau-substack
Cite this score: Engagemii (2026). "AEO Score for Christopher Landriau." Retrieved from https://engagemii.com/aeo/brands/christopherlandriau-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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