AI Visibility Scorecard
mddus.com · Healthcare
Borderline visible. AI engines can read MDDUS, but Backlinks, Domain Authority and News & Press are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
Top 1% in Healthcare for AI visibility
75
AI Naming Predictability
iNamed occasionally · 75/100
Healthcare average 11
Top 1% of Healthcare
See what's behind this score →4.09
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Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Healthcare average 18
See what's behind this score →0
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 introduces itself. Its AI visibility score is 4.09 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 read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
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.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.09/10, MDDUS is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
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.
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on November 9, 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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