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AI Visibility Scorecard
pathshifter.com · Education
At 2.9/10, Free Expert Career Guidance for Students and IT Professionals 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
#850,472 of 912,134 in Education for AI visibility
2.9
/10
AEO Score
from our crawl and measurement
Free Expert Career Guidance for Students and IT Professionals describes itself simply: "Discover personalized career guidance for free with PathShifter. We help college students, fresh graduates, non-IT professionals, and IT professionals achieve their career goals with." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity and basic crawler access. What holds it back is sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
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.
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 2.9/10, Free Expert Career Guidance for Students and IT Professionals is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Free Expert Career Guidance for Students and IT Professionals
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pathshifter
Cite this score: Engagemii (2026). "AEO Score for Free Expert Career Guidance for Students and IT Professionals." Retrieved from https://engagemii.com/aeo/brands/pathshifter
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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