AI Visibility Scorecard
Recommendation
book2rec.com · Technology
Borderline visible. AI bots can crawl Recommendation, 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
#1,419,483 of 2,704,127 in Technology for AI visibility
20
AI Naming Predictability
iRarely named · 20/100
Technology average 28
Top 49% of Technology
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →8
About Recommendation
from our crawl and measurement
Recommendation is a business whose own site puts it this way: "Discover books with similar themes and stories using our AI. Get book recommendations based on your favorite titles, save them to your shelves, or buy them on Amazon. Find your...." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- Recommendation
- Website ·
- book2rec.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Jul 31, 2026
The 6 on-page 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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
The 6 off-page signals AI reads
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.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.9/10, Recommendation is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How do your recommendations work?
We leverage an AI-powered model (book2rec.model) that analyzes the book you loved—its themes, tone, style, and more—to suggest similar reads. These suggestions are generated on the fly based on similarities in narrative, genre, and emotional resonance.
Can I save my recommendations or revisit them later?
Absolutely. Once you log in, you can save your recommended books to personal shelves and even purchase them through Amazon—all tailored just for you.
Is registration required to use the service?
Registration isn't mandatory if you just want quick recommendations.
Who can I contact for feedback or suggestions?
We’d love to hear from you! For book suggestions, feature ideas, or support, please use "Feedback" button or email to [email protected].
Since the app is free, how can I support book2rec?
book2rec is a passion project built to make book discovery easier for readers everywhere.
Is this your brand?
The exact fixes for Recommendation
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Recommendation.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/book2rec
Cite this score: Engagemii (2026). "AEO Score for Recommendation." Retrieved from https://engagemii.com/aeo/brands/book2rec
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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