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AI Visibility Scorecard
MuggleNet
mugglenet.com · online media
Somewhat visible. AI bots can read MuggleNet, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#19,387 of 1,855,468 in Media & Entertainment for AI visibility
6.8
/10
AEO Score
About MuggleNet
from our crawl and measurement
"The longest-running Harry Potter fan site for Wizarding World news, features, quizzes, guides, and fandom fun, plus updates on TV, books, and collectibles." That is how MuggleNet introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a partly stated business identity. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established, press coverage is thin and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1999.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
2
Forum and community discussion.
7
Reddit mentions and discussion.
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 6.8/10, MuggleNet has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MuggleNet
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mugglenet
Cite this score: Engagemii (2026). "AEO Score for MuggleNet." Retrieved from https://engagemii.com/aeo/brands/mugglenet
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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