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AI Visibility Scorecard
LeanWerks
leanwerks.com · Technology
Somewhat visible. AI bots can read LeanWerks, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#148,206 of 2,708,729 in Technology for AI visibility
6.3
/10
AEO Score
About LeanWerks
from our crawl and measurement
"LeanWerks is an AS9100D, ISO 9001:2015, DDTC/ITAR registered precision CNC production machine shop specializing in hard materials, complex castings, and forgings." That is how LeanWerks of Ogden, Utah introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2003.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
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 6.3/10, LeanWerks has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LeanWerks
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/leanwerks
Cite this score: Engagemii (2026). "AEO Score for LeanWerks." Retrieved from https://engagemii.com/aeo/brands/leanwerks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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