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AI Visibility Scorecard
NDC Foundry
ndc-foundry.com · Automotive
Borderline visible. AI bots can crawl NDC Foundry, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#214,908 of 307,341 in Automotive for AI visibility
3.8
/10
AEO Score
About NDC Foundry
from our crawl and measurement
Home is a business whose own site puts it this way: "NDC Foundry is the only foundry in France and one of very few in the world to master the process of grey iron casting in metal die." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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.
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 3.8/10, NDC Foundry is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for NDC Foundry
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for NDC Foundry.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ndc-foundry
Cite this score: Engagemii (2026). "AEO Score for NDC Foundry." Retrieved from https://engagemii.com/aeo/brands/ndc-foundry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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