AI Visibility Scorecard
Contrarian Thinking
contrarianthinking.substack.com · Professional Services
Borderline visible. AI bots can crawl Contrarian Thinking, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 3 times
ChatGPT · Claude
#4,698 of 528,058 in Professional Services for AI visibility
3
5
AEO Visibility
iBorderline · 4.7/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
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, though, it is barely visible: it scores 4.7 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 visited 2 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 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.
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 4.7/10, Contrarian Thinking is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Buy a Profitable, Small Business (That You Don’t Regret Buying And Doesn’t Take Up All Your Time)?
In this 90-minute masterclass, Codie breaks down the 10 key steps to buying a cash-flowing business.JOIN USAustin, TXOCTOBER 20-22, 2026
Is this your brand?
The exact fixes for Contrarian Thinking
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Contrarian Thinking.
Source & Attribution
Scored by Engagemii on October 4, 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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform