#434,165 OF 930,695 IN EDUCATION
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AI Visibility Scorecard
CourseToJob
coursetojob.com · Education
Borderline visible. AI bots can crawl CourseToJob, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#434,165 of 930,695 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About CourseToJob
from our crawl and measurement
"Independent UK degree and career guidance. Explore graduate earnings, university programmes, international fees, scholarships and a private course shortlist." That is how CourseToJob introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.8/10, CourseToJob is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Where are you in your journey?
Start with what matters to you.01 / EXPLOREI’m choosing a subjectDiscover the careers, skills and everyday work behind a degree.02 / RESEARCHI’m researching universitiesExplore UK institutions and prepare the right questions for admissions.03 / PLANI’m applying from overseasUnderstand entry requirements, funding and the steps to UK study.Turn research into a decision
What is loaded?
Empty official cells read “Awaiting official extract”. We do not fill them from memory.0 of 30HESA 15-month employment loaded28 of 30LEO 1-year and 3-year medians loaded (Tax year 2023-24)No CAH3 row in this extract, so all LEO cells stay empty: Criminology and International Relations.5-year median missing where 1-year is loaded: Geography.How these figures are sourced and labelled
Is this your brand?
The exact fixes for CourseToJob
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for CourseToJob.
Source & Attribution
Scored by Engagemii on September 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coursetojob
Cite this score: Engagemii (2026). "AEO Score for CourseToJob." Retrieved from https://engagemii.com/aeo/brands/coursetojob
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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