AI Visibility Scorecard
MDCAT Guide
mdcatguide.com · Education
Somewhat visible. AI bots can read MDCAT Guide, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#204,743 of 936,913 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About MDCAT Guide
from our crawl and measurement
MDCAT & NUMS Guide: Syllabus, Past Papers, Prep is a business whose own site puts it this way: "Free guides to the MDCAT and NUMS entry tests: the 2026 syllabus and marks distribution, past papers by university, registration steps and study plans." Its AI visibility score is 5.4 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 (WebPage, BreadcrumbList, WebSite), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
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 5.4/10, MDCAT Guide has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What to expect?
Whenever there are any updates from PMDC about MDCAT 2026, we will update you on all of those changes through our blog section instantly. You will get tons of resources and study material for your MDCAT preparation, and all of it is free to read with no registration and no download required.
Is this your brand?
The exact fixes for MDCAT Guide
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.
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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/mdcatguide
Cite this score: Engagemii (2026). "AEO Score for MDCAT Guide." Retrieved from https://engagemii.com/aeo/brands/mdcatguide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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