End-to-end human capital management system using AI, NLP and ML to analyze supply and demand of skills for governmental bodies, enterprises, SMEs and educational institutions. Delivers talent intelligence, AI-based UAE Standardization Classification of Occupations, bilingual Arabic/English upskilling recommendations, and tools for recruitment, mobility and succession planning to bridge education-to-workforce skill gaps.