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AI Visibility Scorecard
Welcome to MADlab
mcraydesignlab.com · Fashion & Apparel
At 2.6/10, Welcome to MADlab 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
#194,999 of 212,031 in Fashion & Apparel for AI visibility
2.6
/10
AEO Score
About Welcome to MADlab
from our crawl and measurement
"top of pageLyndale_15Lyndale_151/6PROJECTSABOUT MADLabKathryn McRay is an architect, designer, and collaborator who believes that good design is more than the sum of its parts." That is how Welcome to MADlab introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.6 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
2
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
8
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 2.6/10, Welcome to MADlab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Welcome to MADlab
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The Fitting Room Question Your Website Can't Answer (Yet)
Fashion is the most personal purchase category on the internet. And yet most fashion brands treat their website like a lookbook - beautiful to scroll, impossible to actually talk to.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Welcome to MADlab.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcraydesignlab
Cite this score: Engagemii (2026). "AEO Score for Welcome to MADlab." Retrieved from https://engagemii.com/aeo/brands/mcraydesignlab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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