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AI Visibility Scorecard
Medium
joepavitt.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 2 times
Claude
#6,187 of 2,784,714 in Technology for AI visibility
8
/10
AEO Score
About Medium
from our crawl and measurement
Medium describes itself simply: "AI, UI, Data Visualisation & 3D Modelling. Master Inventor & Senior Research Engineer @ IBM Research UK. MEng Aerospace Engineering w/ Spacecraft Engineering." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 8.0 out of 10.
On the page it is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
10
Reddit mentions and discussion.
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 8/10, Medium has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Medium
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/joepavitt-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/joepavitt-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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