AI Visibility Scorecard
Medium
lukasoppermann.medium.com · Manufacturing & Industrial
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 1 times
Perplexity
#20,232 of 270,267 in Manufacturing & Industrial for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Manufacturing & Industrial average 14
Top 11% of Manufacturing & Industrial
See what's behind this score →4
AEO Visibility
iBorderline · 4.2/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Medium
from our crawl and measurement
Medium describes itself simply: "Product designer with a love for complex problems & data. I post about Figma, design tokens, design systems & design related topics. https://lukasoppermann.com." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 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.
- Company ·
- Medium
- Website ·
- lukasoppermann.medium.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
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
Weak
No inbound links found yet.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 4.2/10, Medium is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How can design systems up-level design quality?
Exploring the role of design systems in achieving high quality designs.11InBootcampbyLukas Oppermann·Jul 28, 2025
What is design quality?
A closer look at what designers should strive for — and why it’s important.InUX CollectivebyLukas Oppermann·Apr 23, 2025
Do you even need a design system?
A design system can provide a lot of benefits, but they come at a cost. The cost of a design system. Find out if a design system is worth…1111InUX CollectivebyLukas Oppermann·Nov 21, 2024
Is this your brand?
The exact fixes for Medium
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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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lukasoppermann-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/lukasoppermann-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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