AI Visibility Scorecard
Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents
bumblebookshelf.com · Travel & Hospitality
At 1.43/10, Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Meta AI
<1
AI Naming Predictability
iRarely named · <1/100
Travel & Hospitality average 11
See what's behind this score →1.43
AEO Visibility
iNear-invisible · 1.43/10
Travel & Hospitality average 2.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Travel & Hospitality average 4. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Travel & Hospitality average 17
See what's behind this score →0
About Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents
from our crawl and measurement
Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents is a New York, NY business whose own site puts it this way: "A mom-and-daughter-powered publisher dedicated to helping families grow, laugh, and learn together. Specializing in life skills books for girls aged 6, 8." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.43 out of 10.
Our crawl found structured data on the page (Organization, FAQPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
- Company ·
- Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents
- Website ·
- bumblebookshelf.com
- Industry ·
- Travel & Hospitality
- Location ·
- New York, NY
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
-
Not yet measured.
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 1.43/10, Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bumblebookshelf
Cite this score: Engagemii (2026). "AEO Score for Bumble Bookshelf — Books for Amazing Girls and Their Incredible Parents." Retrieved from https://engagemii.com/aeo/brands/bumblebookshelf
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