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AI Visibility Scorecard
MRD Engineering
mrd-engineering.com · Healthcare
Borderline visible. AI bots can crawl MRD Engineering, 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 4 times
ChatGPT · Apple Intelligence · Meta AI
#693,866 of 816,935 in Healthcare for AI visibility
3.5
/10
AEO Score
About MRD Engineering
from our crawl and measurement
"Mechanical design and analysis services for aerospace, defense, energy, medical and consumer products industries." That is how MRD Engineering introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT), Applebot (Siri) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.5/10, MRD Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MRD Engineering
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mrd-engineering
Cite this score: Engagemii (2026). "AEO Score for MRD Engineering." Retrieved from https://engagemii.com/aeo/brands/mrd-engineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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