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AI Visibility Scorecard

MD自動車

MD自動車

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md-sight.com · Media & Entertainment

At 1.9/10, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,874,000 of 1,916,468 in Media & Entertainment for AI visibility

1.9

/10

AEO Score

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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.

Industry · Media & Entertainment
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 1.9/10, 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

Weekly ChatGPT & Claude citation tracking

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Picked for MD自動車: AEO & AI Search

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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