AI Visibility Scorecard
Medium
codevision.medium.com · Technology
Well-positioned for AI search. The breakdown below shows where Medium is still leaving points on the table.
AI engines read this profile 6 times
Claude · ChatGPT · Meta AI
#6,304 of 2,705,352 in Technology for AI visibility
7
AEO Visibility
iVisible · 7.1/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Medium
from our crawl and measurement
Medium describes itself simply: "Math lover, lost in the woods of software development." Measured against the twelve signals AI engines rely on, it scores 7.1 out of 10, a strong showing.
Under the hood there is structured data on the page (Person) and a readable heading structure, but the score is capped by what is missing: an llms.txt file, a sitemap.
Our monitoring has logged 5 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 7.1/10, Medium has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How do you use System.Drawing in NativeAOT?
Out of the box, NativeAOT does not work with System.Drawing.Image class and friends.
Is this your brand?
The exact fixes for Medium
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codevision-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/codevision-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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