AI Visibility Scorecard
Medium
l10nn.medium.com · Technology
Borderline visible. AI bots can crawl Medium, 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 7 times
Claude · ChatGPT · Apple Intelligence · Perplexity
#566,360 of 2,705,506 in Technology for AI visibility
8
5
AEO Visibility
iBorderline · 4.7/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Medium
from our crawl and measurement
Medium describes itself simply: "Read writing from Amalfitano on Medium. DevOps Practitioner." When AI engines look at it, they find little to work with. It scores 4.7 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 visited 5 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and GPTBot (ChatGPT).
The 6 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.
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, Medium is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
¿Qué es el proceso de escribir?
Es, sin duda alguna, una pregunta que tiene muchas respuestas y que ha sido formulada en incontables veces. Cada respuesta depende del…Amalfitano·Apr 4, 2023
How to switch from non-root user to root in FreeBSD?
When you install it for the first time FreeBSD you have to add explicitly the option to login as root from a non-root user. As in UNIX-like…Amalfitano·Jun 30, 2022
How to add third party plugin in Grafana 7?
Sometimes as grafana admin I need to add new functionalities onto my Grafana stack. Frequently is enough using grafana-cli, but when we…11
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The exact fixes for Medium
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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.
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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/l10nn-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/l10nn-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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