AI Visibility Scorecard
Lean Enterprise Institute
lean.org · Education
Well-positioned for AI search. The breakdown below shows where Lean Enterprise Institute is still leaving points on the table.
AI engines read this profile 9 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#605 of 936,926 in Education for AI visibility
8
AEO Visibility
iVisible · 7.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Lean Enterprise Institute
from our crawl and measurement
"Lean Enterprise Institute is a non-profit dedicated to spreading Lean Thinking & Practice through education, partnerships, and community." That is how Lean Enterprise Institute introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.6 out of 10, a strong showing.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
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
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Good
Press and news coverage.
Community
Fair
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 7.6/10, Lean Enterprise Institute has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Lean Thinking & Practice?
Rooted in purpose, people, and process, Lean Thinking & Practice is a practical way to create more value with fewer resources.
Is this your brand?
The exact fixes for Lean Enterprise Institute
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
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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/lean-org
Cite this score: Engagemii (2026). "AEO Score for Lean Enterprise Institute." Retrieved from https://engagemii.com/aeo/brands/lean-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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