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AI Visibility Scorecard
hypha.pub · Media & Entertainment
Borderline visible. AI bots can crawl Hypha, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#880,712 of 1,895,908 in Media & Entertainment for AI visibility
4.8
/10
AEO Score
from our crawl and measurement
Hypha describes itself simply: "ORM is Not.Nov 26, 2025·13 min readBack to FreeBSD: Part 2, JailsBefore we explore FreeBSD jails, it is worth refreshing our understanding of how Linux solved the same problem with LXC." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (Blog) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
3
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
7
Forum and community discussion.
Social Mentions
0
No social discussion found yet.
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 4.8/10, Hypha is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hypha
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hypha-pub
Cite this score: Engagemii (2026). "AEO Score for Hypha." Retrieved from https://engagemii.com/aeo/brands/hypha-pub
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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