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AI Visibility Scorecard
BookWyrm: Social Reading and Reviewing
joinbookwyrm.com · Technology
Somewhat visible. AI bots can read BookWyrm: Social Reading and Reviewing, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#86,923 of 2,642,812 in Technology for AI visibility
6.5
/10
AEO Score
About BookWyrm: Social Reading and Reviewing
from our crawl and measurement
BookWyrm: Social Reading and Reviewing is a business whose own site puts it this way: "Federation allows BookWyrm users to join small, trusted communities that can connect with one another, and with other ActivityPub services like Mastodon and Pleroma." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once 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
4
Clear headings and answer-style content.
Entity Clarity
1
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
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
0
No press coverage found yet.
Community
7
Forum and community discussion.
Social Mentions
0
No social discussion 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 6.5/10, BookWyrm: Social Reading and Reviewing has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for BookWyrm: Social Reading and Reviewing
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/joinbookwyrm
Cite this score: Engagemii (2026). "AEO Score for BookWyrm: Social Reading and Reviewing." Retrieved from https://engagemii.com/aeo/brands/joinbookwyrm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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