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AI Visibility Scorecard
Munbyn
munbynscan.com · Technology
Somewhat visible. AI bots can read Munbyn, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#110,017 of 2,623,115 in Technology for AI visibility
6.4
/10
AEO Score
About Munbyn
from our crawl and measurement
Munbyn describes itself simply: "MUNBYN's handheld devices capture data and improve your workforce with optimal solutions for various industries, including handheld computers and rugged tablets." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, ImageObject), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 6.4/10, Munbyn has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Munbyn
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?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/munbynscan
Cite this score: Engagemii (2026). "AEO Score for Munbyn." Retrieved from https://engagemii.com/aeo/brands/munbynscan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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