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AI Visibility Scorecard
3D Part Design
3dpartdesign.com · Automotive
At 2.6/10, 3D Part Design 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
#313,456 of 330,353 in Automotive for AI visibility
2.6
/10
AEO Score
About 3D Part Design
from our crawl and measurement
3D Part Design is a business whose own site puts it this way: "Marcin Bartoszewski - 3D designer and engineer. 10+ years designing aftermarket body kits and parts for production. CAD, SubD, 3D scanning, 3D printing. Remote contractor based...." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
1
Established authority for your domain.
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 2.6/10, 3D Part Design is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 3D Part Design
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/3dpartdesign
Cite this score: Engagemii (2026). "AEO Score for 3D Part Design." Retrieved from https://engagemii.com/aeo/brands/3dpartdesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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