AI Visibility Scorecard
johnleenc.com
johnleenc.com · Technology
Borderline visible. AI bots can crawl johnleenc.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
#1,544,602 of 2,707,397 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About johnleenc.com
from our crawl and measurement
3MF Consortium The File Format for 3D Printing is a business whose own site puts it this way: "The 3MF Consortium is an industry association formed to develop and promote a full-fidelity file format for 3D printing and additive manufacturing." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 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
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
Fair
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
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 4.5/10, johnleenc.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is the 3MF Consortium?
The 3MF Consortium is an industry association formed to develop and promote a full-fidelity file format for 3D printing and additive manufacturing. The consortium came together to rectify the limitations of existing file formats — providing a standardized, more capable format that handles the full range of AM technologies from prototyping to production.
Why use .3MF?
Watertight by spec — defined unit of scale and fully closed geometry. No more repair before printing. Full manufacturing metadata — materials, color, print settings, and more inside a single file. Extensible — a suite of published extensions handles every AM workflow and data type. Reliable & scalable — repeatable processes from prototype to production, across every platform.
Is this your brand?
The exact fixes for johnleenc.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
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Source & Attribution
Scored by Engagemii on September 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnleenc
Cite this score: Engagemii (2026). "AEO Score for johnleenc.com." Retrieved from https://engagemii.com/aeo/brands/johnleenc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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