AI Visibility Scorecard
ucdc.therectangles.com · Education
At 2.56/10, User Centered Design Canvas — First UX tool combining user needs with business goals is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and Technical AEO. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 10% in Education for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →2.56
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Education average 13
See what's behind this score →0
from our crawl and measurement
"User Centered Design Canvas (UCDC) is an easy to use and effective UX tool for analysing, organising and facilitating user experience design process. First UX design tool.." That is how User Centered Design Canvas — First UX tool combining user needs with business goals introduces itself. When AI engines look at it, they find little to work with. It scores 2.56 out of 10.
The site gets some of it right: it has a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.56/10, User Centered Design Canvas — First UX tool combining user needs with business goals is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What is User Centered Design Canvas (UCDC)?
UCDC was created out of need for an easy and effective tool facilitating user experience design process.
How to use User Centered Design Canvas?
The Canvas Structure UCDC is divided into 9 fields. Done with the user-centered approach in mind, the users field was placed at the very heart of it. The left side of the canvas focuses on the users, the right side on the business. Following the logical order of analysis, the canvas enables creating a one sentence summary in the form of Unique Value Proposition. UCDC Manual 1. Business 2. Users 3. Problems 4.
Why to use User Centered Design Canvas?
I'm always looking for new tools that will help structure conversations or help me deputize system engineers and project managers as UXers. I saw the UCDC as one of those tools - I downloaded it and tested it while evaluating a proposal with one of our teams. UCDC is a good way for non-designers to analyze the product – it structures the conversation and presents the info in a visual hierarchy.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ucdc-therectangles
Cite this score: Engagemii (2026). "AEO Score for User Centered Design Canvas — First UX tool combining user needs with business goals." Retrieved from https://engagemii.com/aeo/brands/ucdc-therectangles
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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