AI Visibility Scorecard
Per-Olof Hedvall
nonclusivedesign.com · Education
Borderline visible. AI bots can crawl Per-Olof Hedvall, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#567,472 of 937,395 in Education for AI visibility
31
AI Naming Predictability
iSometimes named · 31/100
4
AEO Visibility
iBorderline · 4.4/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Per-Olof Hedvall
from our crawl and measurement
Per-Olof Hedvall, beyond "us" and "them" is a business whose own site puts it this way: "Per-Olof Hedvall, Professor of Design at Mid Sweden University. Spreading nonclusive design and the tools to enact it." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (Person, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Weak
Little domain authority yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.4/10, Per-Olof Hedvall is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What brings you here?
Pick the situation nearest yours, and it will take you to the pages that describe how nonclusive design can support it. Everything you find along the way is free to use. 01 If you’re new to Universal Design Universal Design is the field I work in and strive to contribute to. Read what it is, how it relates to accessibility and usability, and where nonclusion comes in. The page opens with a 17-minute lecture.
Is this your brand?
The exact fixes for Per-Olof Hedvall
Which AI engines already crawl you
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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 October 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nonclusivedesign
Cite this score: Engagemii (2026). "AEO Score for Per-Olof Hedvall." Retrieved from https://engagemii.com/aeo/brands/nonclusivedesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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