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AI Visibility Scorecard
Brad Littlejohn
bradlittlejohn.substack.com · Nonprofits
Somewhat visible. AI bots can read Brad Littlejohn, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#5,446 of 628,853 in Nonprofits for AI visibility
6.7
/10
AEO Score
About Brad Littlejohn
from our crawl and measurement
Brad Littlejohn describes itself simply: "Essays and reflections from Brad Littlejohn at American Compass, addressing the crisis of human competence and the fracture of community in an age of WALL-E-fication." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
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.
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
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
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 6.7/10, Brad Littlejohn has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bradlittlejohn-substack
Cite this score: Engagemii (2026). "AEO Score for Brad Littlejohn." Retrieved from https://engagemii.com/aeo/brands/bradlittlejohn-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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