AI Visibility Scorecard
MD自動車
md-sight.com · Media & Entertainment
At 2.34/10, MD自動車 is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 25% in Media & Entertainment for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Media & Entertainment average 17
See what's behind this score →2.34
AEO Visibility
iNear-invisible · 2.34/10
Media & Entertainment average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Media & Entertainment average 15
See what's behind this score →0
About MD自動車
from our crawl and measurement
MD自動車 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." When AI engines look at it, they find little to work with. It scores 2.34 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
- Company ·
- MD自動車
- Website ·
- md-sight.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.34/10, MD自動車 is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for MD自動車.
Source & Attribution
Scored by Engagemii on November 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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