AI Visibility Scorecard
Medium
nutbutterfly.medium.com · Technology
Somewhat visible. AI bots can read Medium, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 2 times
Claude
#185,219 of 2,704,043 in Technology for AI visibility
82
AI Naming Predictability
iNamed sometimes · 82/100
Technology average 28
Top 3% of Technology
See what's behind this score →5.2
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Technology average 17
See what's behind this score →0
About Medium
from our crawl and measurement
Medium describes itself simply: "Read writing from Natthapon Pinyo on Medium. DevOps at Aware Group." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places, missing in others.
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.
- Company ·
- Medium
- Website ·
- nutbutterfly.medium.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Weak
No social discussion found yet.
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 5.2/10, Medium has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How to sign your message with HMAC + SHA256 in Python and Java?
Sign a request is a one of simple solution to secure your APIs. This short guide will show you how easy to implementation this mechanism…Natthapon Pinyo·May 7, 2024
How to enable Spring Boot DevTools on IntelliJ IDEA?
Make sure that you have Spring Boot DevTools dependency on your pom.xml
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
Already have an account? Sign in
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 Medium.
Source & Attribution
Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nutbutterfly-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/nutbutterfly-medium
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