AI Visibility Scorecard
MJ Instruments Co
mjinsts.com · Media & Entertainment
Borderline visible. AI bots can crawl MJ Instruments Co, 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
#1,388,765 of 1,966,212 in Media & Entertainment for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Media & Entertainment average 17
Top 50% of Media & Entertainment
See what's behind this score →3.5
AEO Visibility
iNear-invisible · 3.5/10
Media & Entertainment average 4.2
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Media & Entertainment average 15
See what's behind this score →0
About MJ Instruments Co
from our crawl and measurement
MJ Instruments Co describes itself simply: "Instruments was established in 1989 by four brothers who carried forward the family tradition with a very long history and experience in the manufacturing of surgical instruments." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
- Company ·
- MJ Instruments Co
- Website ·
- mjinsts.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 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
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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 read your site and name it in answers. At 3.5/10, MJ Instruments Co is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MJ Instruments Co
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mjinsts
Cite this score: Engagemii (2026). "AEO Score for MJ Instruments Co." Retrieved from https://engagemii.com/aeo/brands/mjinsts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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