AI Visibility Scorecard
Chuck with Strong Towns
clmarohn.substack.com · Other
Somewhat visible. AI bots can read Chuck with Strong Towns, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
6
AEO Visibility
iBorderline · 5.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Chuck with Strong Towns
from our crawl and measurement
Chuck with Strong Towns describes itself simply: "The Substack home of Charles Marohn, founder and president of Strong Towns. Click to read Chuck with Strong Towns, by Charles Marohn, a Substack publication with thousands of...." Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
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
Strong
Recognized in AI knowledge graphs.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.9/10, Chuck with Strong Towns has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chuck with Strong Towns
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clmarohn-substack
Cite this score: Engagemii (2026). "AEO Score for Chuck with Strong Towns." Retrieved from https://engagemii.com/aeo/brands/clmarohn-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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