AI Visibility Scorecard
admrayner.medium.com · Media & Entertainment
At 2.70/10, Medium is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Technical AEO. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 5% in Media & Entertainment for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Media & Entertainment average 17
Top 16% of Media & Entertainment
See what's behind this score →2.70
AEO Visibility
iNear-invisible · 2.70/10
Media & Entertainment average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Media & Entertainment average 15
See what's behind this score →0
from our crawl and measurement
"Alan Rayner is an evolutionary ecologist, writer and artist, who is pioneering the philosophy of natural inclusion." That is how Medium introduces itself. When AI engines look at it, they find little to work with. It scores 2.70 out of 10.
Our crawl found structured data on the page (Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Good
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.70/10, Medium is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
How Did I Become Aware of Natural Inclusion?
In this, my hundredth and perhaps final Medium article, I turn to the question of how I came to prepare the preceding ninety-nine.44Alan Rayner·Nov 16, 2021
What On Earth Is or Isn’t ‘The Web of Life’?
I have long been both puzzled and disconcerted by the popular conception of ‘The Web of Life’. It is not at all clear to me what this is…
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/admrayner-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/admrayner-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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