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AI Visibility Scorecard
Contrarian Thinking
contrarianthinking.substack.com · Professional Services
Well-positioned for AI search. The breakdown below shows where Contrarian Thinking is still leaving points on the table.
AI engines read this profile 1 times
ChatGPT
#2 of 519,986 in Professional Services for AI visibility
8
AEO Visibility
iVisible · 8.2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Contrarian Thinking
from our crawl and measurement
Contrarian Thinking describes itself simply: "Contrarian Thinking is a new kind of investment and advisory firm powered by media. We buy, scale, and build profitable businesses, turning entrepreneurs into CEOs and companies into." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 8.2 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
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
10
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 8.2/10, Contrarian Thinking has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Contrarian Thinking
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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 September 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/contrarianthinking-substack
Cite this score: Engagemii (2026). "AEO Score for Contrarian Thinking." Retrieved from https://engagemii.com/aeo/brands/contrarianthinking-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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