AI Visibility Scorecard
MMD
mmdcoe.com · Manufacturing & Industrial
At 2.55/10, MMD is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
30
AI Naming Predictability
iRarely named · 30/100
Manufacturing & Industrial average 14
Top 11% of Manufacturing & Industrial
See what's behind this score →2.55
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Manufacturing & Industrial average 18
See what's behind this score →0
About MMD
from our crawl and measurement
MMD describes itself simply: "MMD Group designs and manufactures innovative material and mineral processing equipment for efficiency and sustainability. Learn more and Contact us today!" When AI engines look at it, they find little to work with. It scores 2.55 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- MMD
- Website ·
- mmdcoe.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Fair
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.55/10, MMD is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What is a Mineral Sizer?
A Mineral Sizer™ is a low-speed, high-torque crusher that breaks material between counter-rotating shafts arranged in a scrolling, intermeshing pattern. Unlike conventional crushers, it applies bending, tensile, and shear forces to create a more efficient and controlled three-dimensional product size with minimal fines.
Why choose MMD Group?
With over 45 years of experience in the mining industry, MMD Group are world leaders in material processing technology, especially known for developing the original Mineral Sizer. We help customers reduce downtime, lower costs, and maximise output through reliable equipment and expert technical support.
Is this your brand?
The exact fixes for MMD
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmdcoe
Cite this score: Engagemii (2026). "AEO Score for MMD." Retrieved from https://engagemii.com/aeo/brands/mmdcoe
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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