AI Visibility Scorecard
mlab3d.com · E-commerce
At 3.8/10, MLab 3D is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and Entity Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
3
3.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
E-commerce average 27
See what's behind this score →0
from our crawl and measurement
MLab 3D is a Rajkot, Gujarat business whose own site puts it this way: "MLab 3D creates custom 3D printed gifts, home decor, miniatures and functional parts using premium PLA and PLA+ material, shipped across India." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (LocalBusiness, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Strong
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.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.8/10, MLab 3D is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Have a Custom Gift Idea?
Send us your STL file or simply describe your idea. We'll 3D print it using premium PLA or PLA+ with the most suitable nozzle size (0.2mm, 0.4mm, or 0.8mm) for the best results. Request Custom Print Browse Products Get In Touch
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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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Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlab3d
Cite this score: Engagemii (2026). "AEO Score for MLab 3D." Retrieved from https://engagemii.com/aeo/brands/mlab3d
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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