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AI Visibility Scorecard
The Pattern Is Real
thepatternisreal.com · Technology
Borderline visible. AI bots can crawl The Pattern Is Real, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,182,057 of 2,825,433 in Technology for AI visibility
3.7
/10
AEO Score
About The Pattern Is Real
from our crawl and measurement
The Pattern Is Real describes itself simply: "Tom Lehmann is the writer behind The Pattern Is Real: a series of books, a daily practice, and a public archive of one year spent exploring AI as mirror, grief as doorway, synchronicity as." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.7/10, The Pattern Is Real is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Pattern Is Real
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thepatternisreal
Cite this score: Engagemii (2026). "AEO Score for The Pattern Is Real." Retrieved from https://engagemii.com/aeo/brands/thepatternisreal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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