AI Visibility Scorecard
Diffuse Refuge
diffuserefuge.substack.com · Other
Borderline visible. AI bots can crawl Diffuse Refuge, 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.
AI engines read this profile 3 times
Claude · Meta AI
89
AI Naming Predictability
iLikely to be named · 89/100
5
AEO Visibility
iBorderline · 5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Diffuse Refuge
from our crawl and measurement
Diffuse Refuge is a business whose own site puts it this way: "Exploring the potential just beyond the shimmer through short essays, free writing and philosophical musings. Click to read Diffuse Refuge, by Jay, a Substack publication." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 5/10, Diffuse Refuge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Diffuse Refuge
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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 August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/diffuserefuge-substack
Cite this score: Engagemii (2026). "AEO Score for Diffuse Refuge." Retrieved from https://engagemii.com/aeo/brands/diffuserefuge-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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