Smart CV Enhancement and Professional Portfolio Generation System is an AI-powered platform that helps graduates and job seekers transform a basic resume into a market-ready professional profile. The system analyzes uploaded CVs (PDF/DOCX), checks ATS compatibility, evaluates specialization and skill coverage using NLP/RAG techniques, and identifies gaps between candidate profiles and job-market expectations. It then generates personalized recommendations, including targeted learning paths and course suggestions, and can convert CV content into a live professional portfolio. To strengthen credibility, the platform integrates technical evidence (such as GitHub project analysis) so users can move from simply listing skills to demonstrating real competence. The system also supports CV version comparison, enabling continuous improvement over time. Overall, this project delivers an end-to-end, automated career development workflow—from CV diagnosis to portfolio generation—designed to reduce manual effort, improve hiring readiness, and increase candidate visibility in competitive recruitment pipelines. This work was conducted at Arab International University (AIU), Syria. The official website of the university is: https://www.aiu.edu.sy
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Majed Bahbah
Tarek Barhoum
Arab International University
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Bahbah et al. (Mon,) studied this question.
www.synapsesocial.com/papers/69f1545d879cb923c49447dc — DOI: https://doi.org/10.5281/zenodo.19823167