#797,001 OF 927,332 IN EDUCATION
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AI Visibility Scorecard
Vocation Matrix — Discover Your Path
vocationmatrix.com · Education
Borderline visible. AI bots can crawl Vocation Matrix — Discover Your Path, 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.
AI engines read this profile 1 times
Claude
#797,001 of 927,332 in Education for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 3.3/10, 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
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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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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