#1,801,441 OF 1,955,386 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
Marcus & Jan Roskosch
toolbox-apps.com · Media & Entertainment
At 2.5/10, Marcus & Jan Roskosch 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.
AI engines read this profile 2 times
Claude · Meta AI
#1,801,441 of 1,955,386 in Media & Entertainment for AI visibility
3
AEO Visibility
iNear-invisible · 2.5/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Marcus & Jan Roskosch
from our crawl and measurement
"Explore the innovative apps developed by Marcus and Jan Roskosch. Visit ham-radio-apps.com for HAM Radio apps created by Marcus, an experienced HAM Radio operator (DL8MRE) and...." That is how Marcus & Jan Roskosch introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.3 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, ImageObject, BreadcrumbList), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
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
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.5/10, Marcus & Jan Roskosch is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Marcus & Jan Roskosch
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/toolbox-apps
Cite this score: Engagemii (2026). "AEO Score for Marcus & Jan Roskosch." Retrieved from https://engagemii.com/aeo/brands/toolbox-apps
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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