#1,807,928 OF 1,962,324 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
MD自動車
md-sight.com · Media & Entertainment
At 2.5/10, MD自動車 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 1 times
Claude
#1,807,928 of 1,962,324 in Media & Entertainment for AI visibility
3
AEO Visibility
iNear-invisible · 2.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About MD自動車
from our crawl and measurement
md-sight.com is a business whose own site puts it this way: "2006年本公司踏入汽車改裝產業,初期以改裝MAZDA 3 HID LED車燈2011年正式成立MD自動車,從原本的工作室，遷廠至現今的新莊中港路店面以及擴充各項檢測工具與設備，更在2015購入NEW MAZDA 3，進行各項產品開發的動作。並同時提升在各類日系歐系車款的電系配件,空力套件,碳纖維套件,方向盤.....等百貨改裝." As far as answer engines are concerned it may as well not exist yet: 1.9 out of 10.
The site 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
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
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 2.5/10, MD自動車 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MD自動車
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/md-sight
Cite this score: Engagemii (2026). "AEO Score for MD自動車." Retrieved from https://engagemii.com/aeo/brands/md-sight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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