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AI Visibility Scorecard
joe_ferguson
joeferguson.substack.com · Other
Somewhat visible. AI bots can read joe_ferguson, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
6
/10
AEO Score
About joe_ferguson
from our crawl and measurement
From the Device of Joe Ferguson. describes itself simply: "Newsletter. Click to read From the Device of Joe Ferguson., by joe_ferguson, a Substack publication. Launched 2 years ago." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions found yet.
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. Roughly two-thirds of sites are invisible to them. At 6/10, joe_ferguson has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for joe_ferguson
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/joeferguson-substack
Cite this score: Engagemii (2026). "AEO Score for joe_ferguson." Retrieved from https://engagemii.com/aeo/brands/joeferguson-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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