Most rejected applications fail for a boring reason: the CV describes a different job than the one being filled.

A hiring manager skims for proof you have done the work in the posting. ATS software skims for the same words. Neither is impressed by a generic “results-driven professional.”

What actually works, on one posting at a time:

1. Copy the whole job description. Not the title. The requirements, the preferred list, the tools, the repeated phrases. Those repeats are the employer’s priorities.

2. Put your current CV next to it. Highlight matching skills you already have. Highlight required skills you do not have. Do not add the ones you do not have.

3. Rewrite bullets with a strict shape: Action + task + result + evidence. “Owned the reporting process” is a duty. “Built a weekly sales report in Excel used by 4 managers, cutting ad-hoc requests” is a result — only if it is true.

4. If you do not have a metric, do not manufacture one. Use scale you can defend in an interview: team size, number of accounts, tools, frequency. Invented percentages are how interviews collapse.

5. Send a short, specific note to the recruiter or hiring manager: the role, one matching proof point from your CV, and that you applied. Four sentences. No “passionate about the space.”

That is the whole system. One posting, one tailored CV, one letter, one follow-up date. Then the next posting.

I built Job Application OS around this workflow so you can run it without a prompt library or a fake achievement generator.