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AI Visibility Scorecard
Lean App Toolkit
leanapptoolkit.com · Technology
At 2.5/10, Lean App Toolkit is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#2,404,919 of 2,616,081 in Technology for AI visibility
2.5
/10
AEO Score
About Lean App Toolkit
from our crawl and measurement
"The Lean App Toolkit has over 50 pages of step-by-step instructions on how to develop your app idea and validate your business plan before you spend time and money building." That is how Lean App Toolkit introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.5 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.5/10, Lean App Toolkit is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lean App Toolkit
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leanapptoolkit
Cite this score: Engagemii (2026). "AEO Score for Lean App Toolkit." Retrieved from https://engagemii.com/aeo/brands/leanapptoolkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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