AI Visibility Scorecard
Mobinoma
mobinoma.com · Automotive
At 2.8/10, Mobinoma is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude · Meta AI
#342,345 of 365,446 in Automotive for AI visibility
3
AEO Visibility
iNear-invisible · 2.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Mobinoma
from our crawl and measurement
"MOBINOMA Home Who we are Our Platform Core Service Contact Us KR EN Digital InnovatorMOBINOMA KR EN Intelligent PaaS by MOBINOMA AUTOWARE 모비노마는 AUTOWARE를 통해 자동차 애프터 마켓의 업무 혁신을 선도하고 정보 비대칭." That is how Mobinoma introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 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
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 2.8/10, Mobinoma is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mobinoma
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mobinoma
Cite this score: Engagemii (2026). "AEO Score for Mobinoma." Retrieved from https://engagemii.com/aeo/brands/mobinoma
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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