⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Light in the Margin
jyoki.com · Nonprofits
At 2.1/10, Light in the Margin is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#661,636 of 673,999 in Nonprofits for AI visibility
2.1
/10
AEO Score
About Light in the Margin
from our crawl and measurement
"Skip to content Light in the Margin HomeReflections.Partner in the GospelIntroductionsAbout Subscribe The margins are where overlooked truths reside, quiet spaces carrying...." That is how Light in the Margin introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.1 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.1/10, Light in the Margin is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Light in the Margin
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Most Motivated Donors Are Leaving Without Giving
Here's the moment that happens on nonprofit websites every single day.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Light in the Margin.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jyoki
Cite this score: Engagemii (2026). "AEO Score for Light in the Margin." Retrieved from https://engagemii.com/aeo/brands/jyoki
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform