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AI Visibility Scorecard
Reflections on UX, Tech, and Business by Johan Berndtsson
johanberndtson.com · Technology
Borderline visible. AI bots can crawl Reflections on UX, Tech, and Business by Johan Berndtsson, 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
#1,985,343 of 2,623,115 in Technology for AI visibility
3.7
/10
AEO Score
About Reflections on UX, Tech, and Business by Johan Berndtsson
from our crawl and measurement
"Reflections by Johan Berndtsson: A weekly three-minute newsletter on UX, Tech, and Business, drawing from current events and 30 years of building companies." That is how Reflections on UX, Tech, and Business by Johan Berndtsson introduces itself. When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found structured data on the page (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.7/10, Reflections on UX, Tech, and Business by Johan Berndtsson is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Reflections on UX, Tech, and Business by Johan Berndtsson
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?
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johanberndtson
Cite this score: Engagemii (2026). "AEO Score for Reflections on UX, Tech, and Business by Johan Berndtsson." Retrieved from https://engagemii.com/aeo/brands/johanberndtson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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