AI Visibility Scorecard
startsmall.com · Technology
Borderline visible. AI bots can crawl Start Small, Stay Small, 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 1 times
Claude
#1,807,183 of 2,706,566 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Start Small, Stay Small is a business whose own site puts it this way: "Why is this book relevant?Start Small, Stay Small focuses on practical, step-by-step instructions used by hundreds of developers on the road to launching their startups." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 4.1/10, Start Small, Stay Small is crawlable but under-signaled - fixable, and the signals above are where to start.
Who should read this book?
Any developer seeking to launch a startup with no outside funding. Whether you're a solo founder or a three-person team, this book walks through how to find a product idea, how to test the market before writing a line of code, how to find the optimal price for your product, how to find and use virtual assistants, how to structure the ideal startup launch, and much more...
Why is this book relevant?
Start Small, Stay Small focuses on practical, step-by-step instructions used by hundreds of developers on the road to launching their startups. Whether you have a product idea or are still looking, this book takes you through the process of finding an idea, testing it, converting visitors to buyers, and attaining profitability as quickly as possible.
Is this your brand?
The exact fixes for Start Small, Stay Small
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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Scored by Engagemii on August 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/startsmall
Cite this score: Engagemii (2026). "AEO Score for Start Small, Stay Small." Retrieved from https://engagemii.com/aeo/brands/startsmall
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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