#408,061 OF 734,925 IN E-COMMERCE
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AI Visibility Scorecard
mdmfg.com
mdmfg.com · E-commerce
Borderline visible. AI bots can crawl mdmfg.com, 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 1 times
Claude
#408,061 of 734,925 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About mdmfg.com
from our crawl and measurement
"Helping you keep your home clean and healthy for years to come. Quality central vacuums helping families keep homes clean since 1961." That is how Find Central Vacuum System Dealers and Shop Parts introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 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.
The 6 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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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 4.2/10, mdmfg.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for mdmfg.com
Which AI engines already crawl you
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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 mdmfg.com.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdmfg
Cite this score: Engagemii (2026). "AEO Score for mdmfg.com." Retrieved from https://engagemii.com/aeo/brands/mdmfg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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