Career Vector - See how systems & recruiters assess your CV before you apply
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Career Vector helps you understand how your CV will be assessed before you apply. Upload your CV and a target job description to get an ATS Fit Score, Recruiter Review Matrix, Role Match Breakdown, Risk Flags, and targeted improvements. It goes beyond simple rewriting by showing where your application is strong, where it may fall short, and how to improve it for the role you want, with clearer positioning, stronger alignment, and more confidence before you hit apply.


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I’ve spent years building two recruitment communities on LinkedIn (Thailand Top Recruitment and Malaysia Top Recruitment), and I kept seeing the same pattern: strong candidates losing out before a recruiter ever really reviewed their CV. Not because they lacked experience, but because their application was not positioned well for the way it would be screened.
That is why I built Career Vector.
Instead of acting as just another CV rewriter, Career Vector helps job seekers understand how their application may be assessed before they apply. Users can upload a CV and a target job description to get an ATS Fit Score, Recruiter Review Matrix, Role Match Breakdown, Risk Flags, and targeted improvements.
The aim is simple: help people apply with clearer positioning, stronger role alignment, and fewer blind spots.
This project is personal. It comes from years of watching talented people slip through the cracks without ever knowing what went wrong.
I’d really appreciate your feedback and support as the product evolves.
And here is a cute cat:
UPDATED!
You can now paste the job description as well (optional), to get a higher keyword match, a more accurate assessment, and further increase your chances of success.
UPDATED!
The app now supports both English and Thai. Each language uses its own model and flow:
– OpenAI for English
– Typhoon by SCB10X for Thai
Using separate, language-specific models delivers more precise and reliable results in each language.
UPDATED!
Added a video demo on the landing page, as well as some FAQs.
UPDATED!
Added Arabic language + demo videos in ech language.
Reduced the price.