SCORE HISTORY BEGINS 2026-09-22
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AI Visibility Scorecard
cosdj.com
Borderline visible. AI bots can crawl cosdj.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.
Monitoring for AI engine activity
In the Engagemii AEO index
4
AEO Visibility
iNear-invisible · 3.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About cosdj.com
from our crawl and measurement
MVB MVB is a turnkey company that provides skillful consulting, analysis, design processes, quality equipment construction and implementation., based in Three Rivers, MI, describes itself simply: "Design We take a systems-engineering approach, designing and building with the highest quality electronics, process vision controls and automation machinery." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found a readable heading structure. It 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
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 3.9/10, cosdj.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for cosdj.com
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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 cosdj.com.
Source & Attribution
Scored by Engagemii on September 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cosdj
Cite this score: Engagemii (2026). "AEO Score for cosdj.com." Retrieved from https://engagemii.com/aeo/brands/cosdj
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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