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AI Visibility Scorecard
TinyML Book
thetinymlbook.com · Technology
Somewhat visible. AI bots can read TinyML Book, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#770,765 of 2,626,560 in Technology for AI visibility
5.1
/10
AEO Score
About TinyML Book
from our crawl and measurement
TinyML Book is a Burlingame, CA business whose own site puts it this way: "The book dives deeper into the technology beyond common application and keep it light for the readers with varying background including students, hobbyists, managers, market researchers and." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 5.1/10, TinyML Book has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TinyML Book
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thetinymlbook
Cite this score: Engagemii (2026). "AEO Score for TinyML Book." Retrieved from https://engagemii.com/aeo/brands/thetinymlbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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