AI Visibility Scorecard
wollen.org
wollen.org · Media & Entertainment
Somewhat visible. AI bots can read wollen.org, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · Meta AI · Amazon Alexa
#353,551 of 1,966,712 in Media & Entertainment for AI visibility
82
AI Naming Predictability
iLikely to be named · 82/100
5
AEO Visibility
iBorderline · 5.4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About wollen.org
from our crawl and measurement
"A blog for data nerds. Make data beautiful with Matplotlib, Pandas, Seaborn, and more. Take a closer look at current events, sports, entertainment, and other topics." That is how wollen.org introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, WebSite, CollectionPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once 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
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.4/10, wollen.org has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for wollen.org
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/wollen-org
Cite this score: Engagemii (2026). "AEO Score for wollen.org." Retrieved from https://engagemii.com/aeo/brands/wollen-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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