AI Visibility Scorecard
lean-stack
lean-stack.io · Technology
Borderline visible. AI bots can crawl lean-stack, 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
#1,076,247 of 2,707,343 in Technology for AI visibility
91
AI Naming Predictability
iAI names companies like this · 91/100
5
AEO Visibility
iBorderline · 4.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About lean-stack
from our crawl and measurement
lean-stack.io describes itself simply: "A directory of lean tools for kanban, continuous improvement, lean operations, Six Sigma and lean startup teams, organized by practice." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times 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
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.9/10, lean-stack is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to pick lean software without losing a quarter to demos?
The usual way to buy improvement software is to collect vendor names, book demos and compare feature lists. It takes weeks, every demo looks good, and the options become hard to compare. A lean approach starts from the problem and only then looks at products.Name the practice you need to support and the pain the manual version is causing.
Built a lean tool?
Submit it for review. Every tool is checked against our listing criteria and researched from public sources. Approved tools join their category in the next published batch.Get listed How we research
Is this your brand?
The exact fixes for lean-stack
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for lean-stack.
Source & Attribution
Scored by Engagemii on October 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lean-stack-io
Cite this score: Engagemii (2026). "AEO Score for lean-stack." Retrieved from https://engagemii.com/aeo/brands/lean-stack-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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