AI Visibility Scorecard
The $100 Startup — You're Inspired. Now Let's Make It Work.
100startup.com · Technology
Somewhat visible. AI bots can read The $100 Startup — You're Inspired. Now Let's Make It Work., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · Meta AI · Apple Intelligence · ShapBot
#203,269 of 2,705,977 in Technology for AI visibility
45
AI Naming Predictability
iNamed sometimes · 45/100
More likely to be named than 97% of Technology companies
5
AEO Visibility
iBorderline · 5.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About The $100 Startup — You're Inspired. Now Let's Make It Work.
from our crawl and measurement
"Practical guide to starting a microbusiness for under $100, drawn from a study of 1,500 founders who built businesses earning $50,000+ a year with fewer than five employees." That is how The $100 Startup You're Inspired. Now Let's Make It Work. introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Book), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
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
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 5.2/10, The $100 Startup — You're Inspired. Now Let's Make It Work. has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
You read the book. You got fired up.Then… what?
You're stuck on "how." You don't need more inspiration. You need a clear first step, then a second one, then a third. You want free, proven tools. We built a library of the exact frameworks from the book: business plans, launch checklists, promotion plans. They're free. You want to go further, faster.
Is this your brand?
The exact fixes for The $100 Startup — You're Inspired. Now Let's Make It Work.
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 The $100 Startup — You're Inspired. Now Let's Make It Work..
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/100startup
Cite this score: Engagemii (2026). "AEO Score for The $100 Startup — You're Inspired. Now Let's Make It Work.." Retrieved from https://engagemii.com/aeo/brands/100startup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform