AI Visibility Scorecard
MedDev Automation — The QMS that keeps its own evidence
meddevautomation.com · Technology
Borderline visible. AI bots can crawl MedDev Automation — The QMS that keeps its own evidence, 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.
AI engines read this profile 1 times
Claude
#2,024,143 of 2,704,685 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About MedDev Automation — The QMS that keeps its own evidence
from our crawl and measurement
MedDev Automation The QMS that keeps its own evidence is a business whose own site puts it this way: "The quality management system for medical device manufacturers, every action signed, every record traceable, every module connected, end to end. Join the waitlist." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3.7/10, MedDev Automation — The QMS that keeps its own evidence is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MedDev Automation — The QMS that keeps its own evidence
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/meddevautomation
Cite this score: Engagemii (2026). "AEO Score for MedDev Automation — The QMS that keeps its own evidence." Retrieved from https://engagemii.com/aeo/brands/meddevautomation
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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