Fusion: Practice and Applications FPA 2692-4048 2770-0070 10.54216/FPA https://www.americaspg.com/journals/show/3927 2018 2018 A Bilingual LLM-Based Platform for Job Search and Career Guidance: NaukariCraft School of Engineering & Technology, Vivekananda Institute of Professional Studies - Technical Campus, AU- Block (Outer Ring Road) Pitampura, Delhi - 110034, India Shruti Shruti School of Engineering & Technology, Vivekananda Institute of Professional Studies - Technical Campus, AU- Block (Outer Ring Road) Pitampura, Delhi - 110034, India Satvik Bhardwaj School of Engineering & Technology, Vivekananda Institute of Professional Studies - Technical Campus, AU- Block (Outer Ring Road) Pitampura, Delhi - 110034, India Sonakshi Vij School of Engineering & Technology, Vivekananda Institute of Professional Studies - Technical Campus, AU- Block (Outer Ring Road) Pitampura, Delhi - 110034, India Gopal Chaudhary Finding jobs in today’s world is similar to finding a needle in the haystack. The modern job-search platforms present a language barrier for native-speakers and inexperienced candidates, making it difficult for them to compete in the job search race. NaukariCraft, a bilingual (Hindi & English) job search platform makes it easy for users to look for jobs, gain industrial insights, save time by finding relevant jobs tailored to skills and resume, building ATS friendly resume, and ATS score analyzer. NaukariCraft provides full guidance to novel applicants helping them find direction towards jobs tailored to their resume. Using advanced technology like Large Language Model (LLMs) and agents, NaukariCraft enhances user experience, improves employability through resume analysis, and reduces application fatigue. This paper outlines the methodology, proposed work, result, conclusion and future development avenues for NaukariCraft. 2026 2026 155 164 10.54216/FPA.210111 https://www.americaspg.com/articleinfo/3/show/3927