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AI Visibility Scorecard
Lawrence Fossi’s Substack
montanaskeptic.substack.com · Legal
Somewhat visible. AI bots can read Lawrence Fossi’s Substack, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,349 of 355,687 in Legal for AI visibility
6.7
/10
AEO Score
About Lawrence Fossi’s Substack
from our crawl and measurement
"Insights about the egregious behavior of Elon Musk, the chaotic craziness at Tesla, Inc., and the poisonous alliance of Musk and Donald Trump, all with a legal slant informed by my career." That is how Lawrence Fossi’s Substack introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
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
1
Inbound links from other sites.
Domain Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
Social Mentions
0
No social discussion 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, Lawrence Fossi’s Substack has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Lawrence Fossi’s Substack
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/montanaskeptic-substack
Cite this score: Engagemii (2026). "AEO Score for Lawrence Fossi’s Substack." Retrieved from https://engagemii.com/aeo/brands/montanaskeptic-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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