AI Visibility Scorecard
Lean Design Studios LLC
leandesignstudios.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Lean Design Studios LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Claude · Apple Intelligence · ChatGPT
#20,030 of 268,060 in Manufacturing & Industrial for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
6
AEO Visibility
iBorderline · 5.9/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Lean Design Studios LLC
from leandesignstudios.com
Lean Design Studios is a premium industrial design studio offering product design, CAD, prototyping, DFM, rendering, and development services for startups, inventors, and brands.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
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
Weak
No inbound links found yet.
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 5.9/10, Lean Design Studios LLC has a working base to build on - fixable, and the signals above are where to start.
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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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leandesignstudios
Cite this score: Engagemii (2026). "AEO Score for Lean Design Studios LLC." Retrieved from https://engagemii.com/aeo/brands/leandesignstudios
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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