One Base CV, Tailored Per Job: A Smarter Approach to Job Applications

A productivity tool called CVSet has been developed to address the inefficiency of rewriting CVs from scratch for every job application. The platform separates a CV into two layers — fixed facts and adjustable presentation — allowing users to maintain one strong base document that is tailored, not rewritten, for each role. Tailoring is limited to reordering, rewording, resurfacing, and trimming existing content, with the tool explicitly prohibited from inventing skills or achievements. CVSet scores the base CV across nine dimensions, including metrics, readability, and ATS keywords, from four perspectives including recruiters and algorithms. The approach aims to save time and maintain accuracy, ensuring that improvements made to the base CV benefit all future applications simultaneously.