AI Visibility Scorecard
kelbournewoolens.com · E-commerce
Somewhat visible. AI bots can read Kelbourne Woolens, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT · Meta AI
#6,455 of 739,051 in E-commerce for AI visibility
68
5
AEO Visibility
iBorderline · 5.4/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Kelbourne Woolens was founded by Courtney Kelley and Kate Gagnon Osborn. We have our own line of yarns, and distribute BC Garn, Navia from the Faroe Islands, and Soak." That is how Kelbourne Woolens of Philadelphia, Pennsylvania introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Fair
Social discussion and mentions.
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 5.4/10, Kelbourne Woolens has a working base to build on - fixable, and the signals above are where to start.
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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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Kelbourne Woolens lists 323 products, 299 in stock, priced 0.00 to 1,450.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kelbournewoolens
Cite this score: Engagemii (2026). "AEO Score for Kelbourne Woolens." Retrieved from https://engagemii.com/aeo/brands/kelbournewoolens
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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