AI Visibility Scorecard
LeanWerks
leanwerks.com · Manufacturing & Industrial
Somewhat visible. AI bots can read LeanWerks, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude · Apple Intelligence
#3,697 of 267,466 in Manufacturing & Industrial for AI visibility
7
AEO Visibility
iVisible · 6.5/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
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 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Place, Organization, WebSite), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 6.5/10, 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
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LeanWerks.
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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