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AI Visibility Scorecard
Kiln
debraruzinsky.com · Education
Borderline visible. AI bots can crawl Kiln, 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
#552,556 of 872,315 in Education for AI visibility
4.3
/10
AEO Score
About Kiln
from our crawl and measurement
"Debra serves as Executive Director of Sonoran Glass School, a public-access educational organization dedicated to inspiring people of all ages to discover the wonder of glass art." That is how Kiln introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
8
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
0
No community discussion yet.
Social Mentions
0
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 4.3/10, Kiln is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kiln
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/debraruzinsky
Cite this score: Engagemii (2026). "AEO Score for Kiln." Retrieved from https://engagemii.com/aeo/brands/debraruzinsky
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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