AI Visibility Scorecard
The Algorithms Illuminated Book Series
algorithmsilluminated.org · Education
Borderline visible. AI bots can crawl The Algorithms Illuminated Book Series, 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 11 times
Meta AI · Claude · Apple Intelligence · ShapBot
#23,980 of 937,617 in Education for AI visibility
16
5
AEO Visibility
iBorderline · 4.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About The Algorithms Illuminated Book Series
from our crawl and measurement
The Algorithms Illuminated Book Series is a business whose own site puts it this way: "Algorithms Illuminated Omnibus Edition (September 2022) Big news: Parts 1-4 of Algorithms Illuminated are now available in a single volume." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 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
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
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
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Fair
Social discussion and mentions.
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 4.7/10, The Algorithms Illuminated Book Series is crawlable but under-signaled - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/algorithmsilluminated-org
Cite this score: Engagemii (2026). "AEO Score for The Algorithms Illuminated Book Series." Retrieved from https://engagemii.com/aeo/brands/algorithmsilluminated-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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