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AI Visibility Scorecard
Ed Koehler Designs
edkoehlerdesign.com · Food & Beverage
Borderline visible. AI bots can crawl Ed Koehler Designs, 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
#762,656 of 1,346,116 in Food & Beverage for AI visibility
4
/10
AEO Score
About Ed Koehler Designs
from our crawl and measurement
"Ed Koehler custom Sculptures are functional art sculptures, e.g. driftwood wall sconces, leaf chandeliers and lights, ginko chairs, turtle shells and many more." That is how Ed Koehler: Custom Sculptures for Luxury Spaces and Collectors introduces itself. When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (Organization, WebSite, CollectionPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
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 4/10, Ed Koehler Designs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ed Koehler Designs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edkoehlerdesign
Cite this score: Engagemii (2026). "AEO Score for Ed Koehler Designs." Retrieved from https://engagemii.com/aeo/brands/edkoehlerdesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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