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AI Visibility Scorecard
Johan Risch — Expert Developer
jrisch.com · Technology
At 3/10, Johan Risch — Expert Developer is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,374,920 of 2,708,166 in Technology for AI visibility
3
/10
AEO Score
About Johan Risch — Expert Developer
from our crawl and measurement
Johan Risch Expert Developer describes itself simply: "Developer with 12+ years of expertise in building systems from embedded edge devices to Kubernetes backends and everything in between." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
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
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
0
No inbound links found yet.
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 3/10, Johan Risch — Expert Developer is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Johan Risch — Expert Developer
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jrisch
Cite this score: Engagemii (2026). "AEO Score for Johan Risch — Expert Developer." Retrieved from https://engagemii.com/aeo/brands/jrisch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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