Problem
The main challenge was connecting several AI actions into one practical workflow. CV parsing, job data, match scoring, cover letters and interview practice needed to share context so the product felt like a career workspace, not separate AI tools.
Solution
CareerCraft is a full-stack AI career assistant built around one job-search workflow: upload and review a CV, save job offers, analyze CV-to-offer fit, generate tailored cover letters, track applications on a Kanban board and practice contextual interview sessions.
Result
The MVP includes authentication, profile management, CV and job management, AI matching, cover letters, mock interviews, application tracking, analytics and deployment documentation.