AI Visibility Scorecard
MDDUS
mddus.com · Healthcare
Somewhat visible. AI bots can read MDDUS, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#60,561 of 921,522 in Healthcare for AI visibility
6
AEO Visibility
iVisible · 6/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About MDDUS
from our crawl and measurement
"MDDUS also known as the Medical and Dental Defence Union of Scotland are a mutual defence organisation, established by and for healthcare professionals." That is how MDDUS of Glasgow introduces itself. Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Strong
Recognized in AI knowledge graphs.
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 6/10, MDDUS has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Working with others in a group or incorporated entity?
MDDUS Solutions offers bespoke indemnity solutions for groups as well as the business, making it easier and more affordable to protect against malpractice and vicarious liability claims.
Is this your brand?
The exact fixes for MDDUS
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MDDUS.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mddus
Cite this score: Engagemii (2026). "AEO Score for MDDUS." Retrieved from https://engagemii.com/aeo/brands/mddus
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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