Updated September 7, 2026
How to tailor a CV to a job ad without rewriting it every time
Everyone is told to tailor their CV and almost nobody is told which parts. The answer is a surprisingly small surface, and knowing it turns a two-hour job into a ten-minute one.
The case for tailoring is not that recruiters are flattered by it. It is that two adverts for the same job title routinely describe different jobs, and a generic CV answers neither of them. The employer looking for someone to build a team and the one looking for someone to run an existing one are both hiring a manager, and they are reading for opposite evidence.
What does not follow is that you should write a new CV each time. Your work has not changed since yesterday, and rewriting it repeatedly is how small dishonesties creep in. What changes is emphasis, order and vocabulary.
Four things change; the rest does not
The summary at the top, the order of the bullets inside your two most recent roles, the skills you list first, and the job title line if your official title was internal jargon. That is the whole surface. Dates, employers, education and anything with a number in it are fixed points, and moving them is not tailoring but fabrication.
Restricting yourself to those four has a second benefit: it keeps every version of your CV consistent with every other, which matters more than it sounds. Applications leave traces, and two versions of your history in the same company’s database is a conversation nobody wants to have.
- Rewrite the summary around the advert’s two most repeated requirements.
- Move the most relevant bullet of each recent role to the top of its list.
- Reorder the skills so the advert’s vocabulary is in the first line of the section.
What a good tailored bullet looks like
Take a bullet you already have and re-aim it, keeping every fact. Built the reporting pipeline for the finance team becomes Built the reporting pipeline used by 40 people in finance, cutting the monthly close from nine days to four: same work, now answering an advert that asks for stakeholder-facing data work with measurable impact.
Notice that nothing was added. The number of people and the length of the close were always true; they were simply not the part of the story the previous version chose to tell. That is the whole technique, and it is the only version of it that survives an interview.
- Keep the verb, change what follows it.
- Add scale or outcome you already had rather than adjectives you did not.
- If a bullet cannot be re-aimed truthfully, leave it alone and move it down.
Where AI helps and where it does not
A language model is genuinely good at the mechanical half of this: reading an advert, spotting the terms that repeat, and proposing a shorter sentence that keeps your facts. It is bad, and dangerously confident, at the other half: it will happily invent the number that would make a bullet stronger.
That is why every proposal in this tool is checked before you see it: a figure, a company name or a technology that appears in a rewrite has to be somewhere in your CV already, or the answer is rejected and asked for again. Requirements the advert mentions and your CV does not are shown separately, as gaps, and never written into the document.
- Let it propose, never apply: you should be accepting or refusing each suggestion.
- Read every number in a generated sentence against the original before accepting it.
- Treat a gap it reports as information about the advert, not as something to paper over.
Tailoring is editing, not writing. If a version of your CV contains a sentence you would hesitate to defend out loud, the edit went too far, and the interview is where you will find out.
Put it into practice