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AI Visibility Scorecard
Vocation Matrix — Discover Your Path
vocationmatrix.com · Education
At 3/10, Vocation Matrix — Discover Your Path 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
#838,258 of 912,134 in Education for AI visibility
3
/10
AEO Score
About Vocation Matrix — Discover Your Path
from our crawl and measurement
"Not sure what career path is right for you? Answer 20 questions and discover your percentage match across 20 professions, and the specific roles within each one. Completely free." That is how Vocation Matrix — Discover Your Path introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The site gets some of it right: it has substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3/10, Vocation Matrix — Discover Your Path is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vocation Matrix — Discover Your Path
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vocationmatrix
Cite this score: Engagemii (2026). "AEO Score for Vocation Matrix — Discover Your Path." Retrieved from https://engagemii.com/aeo/brands/vocationmatrix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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