Automating job applications with Claude created maintenance work
Claude can make tailored job s much faster. In this firsthand case, rewriting a CV for each role dropped from about 50 minutes to about 8 minutes. The first setup used an Claude Code pipeline.
After one profile setup, it read a job listing, scored the fit, drafted a tailored CV and cover letter, and used a second agent to review the draft before the final version was shown. The workflow worked, but keeping it running became a separate job. It broke whenever a job board changed its HTML, and the default setup was made for Danish job boards.
The workflow later moved to a called CV Surgeon, running on Animoca Minds, because it kept context between sessions and avoided re-pasting the same work history each time. The unsolved issue was proof: the tools could make bullet points sound better, but they could not prove to a recruiter that the project behind each bullet was real.
Key points
- Tailoring a CV for one role went from about 50 minutes to about 8 minutes.
- The Claude Code pipeline read job posts, scored fit, drafted documents, and reviewed drafts with a second agent.
- The automation broke when job boards changed their HTML.
- The default setup was tuned for Danish job boards, which limited easy reuse elsewhere.
- A reduced repeated setup by keeping context between sessions.