#332,137 OF 518,095 IN PROFESSIONAL SERVICES
SCORE HISTORY BEGINS 2026-07-07
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AI Visibility Scorecard
System Design, LLC — Collective System Design™ for Lean & Sustainable Enterprises
systemdesignllc.com · Professional Services
Borderline visible. AI bots can crawl System Design, LLC — Collective System Design™ for Lean & Sustainable Enterprises, 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.
AI engines read this profile 2 times
Claude
#332,137 of 518,095 in Professional Services for AI visibility
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About System Design, LLC — Collective System Design™ for Lean & Sustainable Enterprises
from systemdesignllc.com
System Design, LLC provides Collective System Design (CSD) consulting, certification, and education. Founded by Dr. David S. Cochran, two-time Shingo Prize winner.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4/10, System Design, LLC — Collective System Design™ for Lean & Sustainable Enterprises is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for System Design, LLC — Collective System Design™ for Lean & Sustainable Enterprises
Which AI engines already crawl you
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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/systemdesignllc
Cite this score: Engagemii (2026). "AEO Score for System Design, LLC — Collective System Design™ for Lean & Sustainable Enterprises." Retrieved from https://engagemii.com/aeo/brands/systemdesignllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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