AI Visibility Scorecard
Medium
munaeem.medium.com · Healthcare
Somewhat visible. AI bots can read Medium, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 20 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#7,042 of 924,420 in Healthcare for AI visibility
23
5
AEO Visibility
iBorderline · 5.2/10
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 is a business whose own site puts it this way: "Munaeem Jamal. Karachi. Geopolitics, trade, and power. The contradictions nobody headlines. www.munaeem.org." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
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 20 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
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
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 5.2/10, Medium has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/munaeem-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/munaeem-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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