AI Visibility Scorecard
12ncengineering
12ncengineering.com · Other
Borderline visible. AI bots can crawl 12ncengineering, 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
<1
4
AEO Visibility
iNear-invisible · 3.5/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About 12ncengineering
from our crawl and measurement
"บริษัท 12 เอ็นซี เอ็นจิเนียริ่ง จำกัด 88/5 ม.8 ต.สองคลอง อ.บางปะกง จ.ฉะเชิงเทรา 24130Tel: 0947027709 Line ID: @12nc Tel: 0947027709Line ID: @12nc หน้าแรก เกี่ยวกับเรา บริการของเรา." That is how 12ncengineering.com introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
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.
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 3.5/10, 12ncengineering is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for 12ncengineering
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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.
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Source & Attribution
Scored by Engagemii on October 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/12ncengineering
Cite this score: Engagemii (2026). "AEO Score for 12ncengineering." Retrieved from https://engagemii.com/aeo/brands/12ncengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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