AI Visibility Scorecard
Tangleberry Books
tangleberry.com · Media & Entertainment
At 1.6/10, Tangleberry Books is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
19
AI Naming Predictability
iRarely named · 19/100
Media & Entertainment average 17
Top 23% of Media & Entertainment
See what's behind this score →1.6
AEO Visibility
iNear-invisible · 1.6/10
Media & Entertainment average 4.2
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Media & Entertainment average 15
See what's behind this score →0
About Tangleberry Books
from our crawl and measurement
Tangleberry Books is a business whose own site puts it this way: "These are updated hourly, so it might not stay long." When AI engines look at it, they find little to work with. It scores 1.6 out of 10.
Our crawl found an llms.txt file for AI models and a readable heading structure. It is missing structured data describing the business and a sitemap.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Tangleberry Books
- Website ·
- tangleberry.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 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
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 1.6/10, Tangleberry Books is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tangleberry Books
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tangleberry
Cite this score: Engagemii (2026). "AEO Score for Tangleberry Books." Retrieved from https://engagemii.com/aeo/brands/tangleberry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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