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AI Visibility Scorecard
Medical Device Contract Manufacturing | Molded Devices, Inc
medefab.com · Healthcare
Borderline visible. AI bots can crawl Medical Device Contract Manufacturing | Molded Devices, Inc, 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
#479,492 of 781,640 in Healthcare for AI visibility
4.4
/10
AEO Score
About Medical Device Contract Manufacturing | Molded Devices, Inc
from our crawl and measurement
"Molded Devices, Inc. is a global leader in medical device contract manufacturing with dozens of vertically integrated capabilities and services to serve unique needs." That is how Medical Device Contract Manufacturing introduces itself. 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 (WebPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and 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
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.4/10, Medical Device Contract Manufacturing | Molded Devices, Inc is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Medical Device Contract Manufacturing | Molded Devices, Inc
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/medefab
Cite this score: Engagemii (2026). "AEO Score for Medical Device Contract Manufacturing | Molded Devices, Inc." Retrieved from https://engagemii.com/aeo/brands/medefab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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