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AI Visibility Scorecard
MDC Studio
mddevelopmentcenter.com · Finance & Insurance
Somewhat visible. AI bots can read MDC Studio, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#150,794 of 746,010 in Finance & Insurance for AI visibility
5.3
/10
AEO Score
About MDC Studio
from our crawl and measurement
MDC Studio describes itself simply: "MDC Studio is a MedTech startup studio in Baltimore, engineering medical innovation from idea to market." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
8
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.3/10, MDC Studio has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MDC Studio
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 MDC Studio.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mddevelopmentcenter
Cite this score: Engagemii (2026). "AEO Score for MDC Studio." Retrieved from https://engagemii.com/aeo/brands/mddevelopmentcenter
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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