AI Visibility Scorecard
Contrarian Thinking
contrarianthinking.substack.com · Professional Services
At 3.5/10, Contrarian Thinking is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 6 times
ChatGPT · Claude
53
AI Naming Predictability
iRarely named · 53/100
Professional Services average 8
Top 2% of Professional Services
See what's behind this score →3.5
AEO Visibility
iNear-invisible · 3.5/10
Professional Services average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Professional Services average 18
See what's behind this score →0
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, though, it is barely visible: it scores 3.5 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.
AI crawlers have read this profile 6 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
- Company ·
- Contrarian Thinking
- Website ·
- contrarianthinking.substack.com
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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
-
Not yet measured.
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 read your site and name it in answers. At 3.5/10, Contrarian Thinking is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for Contrarian Thinking
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Contrarian Thinking.
Source & Attribution
Scored by Engagemii on November 8, 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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