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AI Visibility Scorecard

Atelier UMS inc.

Atelier UMS inc.

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atelierums.com · Automotive

At 2.8/10, Atelier UMS inc. 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 5 times

Claude · Apple Intelligence · Meta AI

#306,904 of 337,156 in Automotive for AI visibility

2.8

/10

AEO Score

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About Atelier UMS inc.

from our crawl and measurement

Atelier UMS inc. is a business whose own site puts it this way: "Aller au contenu Expertise unique en fabrication sur Mesure." As far as answer engines are concerned it may as well not exist yet: 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.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Automotive
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

6

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

5

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

AI Discoverability

4

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 Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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, Atelier UMS inc. is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Atelier UMS inc.: 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 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/atelierums

Cite this score: Engagemii (2026). "AEO Score for Atelier UMS inc.." Retrieved from https://engagemii.com/aeo/brands/atelierums

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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