AI Visibility Scorecard
MPI-NEO Co., Ltd.
mpineo.com · Media & Entertainment
Borderline visible. AI bots can crawl MPI-NEO Co., Ltd., 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 5 times
Meta AI · Claude
#848,508 of 1,966,289 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About MPI-NEO Co., Ltd.
from our crawl and measurement
MPI-NEO Co., Ltd. works in Media & Entertainment. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Good
Inbound links from other sites.
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 4/10, MPI-NEO Co., Ltd. is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Anything we can be of your help?
Please contact us at any time. We will get back to you right away. Contact Us MPI-NEO Co., Ltd. Founded in 1990 in Thailand. Designing and manufacturing high quality coils, transformers, and EMS products for global customers. Navigation HOME ABOUT PRODUCTS NEWS CONTACT Products Transformers Coil & Inductor PCBA & EMS Contact 29/6 Moo 2, Ekachai Road, Samutsakorn 74000, Thailand [email protected] Thailand / U.S.A.
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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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mpineo
Cite this score: Engagemii (2026). "AEO Score for MPI-NEO Co., Ltd.." Retrieved from https://engagemii.com/aeo/brands/mpineo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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