Should I rewrite my CV for every job application?

No. In 36 measured before/after scores, CVs already matching a role at 80 or above mostly did not improve with tailoring and most came out lower, while CVs starting under 50 gained a median of 22 points. Score the CV against the ad first, then rewrite only where the score says it will pay.

Does an AI CV rewrite invent experience?

It must not. ApexHunt grounds every rewritten line in the CV and background you provide, and deliberately preserves your named systems and skills. The measured gains come from restating real experience in the words the ad screens for, not from embellishment.

Is a tailored CV rewrite free?

Your first tailored CV rewrite with a free ApexHunt account is fully readable and exportable, along with your first cover letter. Match scoring and gap analysis stay free on every role.

Guide · updated 8 September 2026

How to rewrite your CV for a specific role

By Hillel Lithwick, founder of ApexHunt · Melbourne

The order matters more than the writing: score your CV against the ad first, then rewrite against the named gaps. We have measured this on 36 real before/after pairs scored against identical rubrics: the median rewrite gained 8 points, weak-fit CVs gained a median of 22, and strong-fit CVs mostly did not move at all.

Start with the document itself. Paste or upload your CV for a free strength score before you score it against a role:

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Step 1: score before you touch anything

Rewriting blind wastes the evening. A match score against the actual ad tells you whether this CV needs work for this role at all, and the gap analysis tells you exactly where. If the score is already high, apply as-is: in our data, six in ten CVs starting at 80 or above showed no gain from tailoring, and time spent polishing an 85 is time not spent on the application where 8 points crosses a screening threshold.

Step 2: fix the gaps the ad actually names

Across 1,053 documented gaps from 212 scored senior Australian ads, one of the two most common is a named tool or platform missing from the CV (14%), followed by sector experience never stated in the ad's words (12%) and team sizes left unquantified (9%). These are writing problems wearing the costume of experience problems. The fix is mechanical: name every platform you have touched in exactly the ad's spelling, state your sector in the ad's vocabulary, and put a number on every team and budget.

Step 3: keep your evidence exact

The most dangerous rewrite is the one that trims "irrelevant" history. In our measured data, one in four rewrites scored lower than the original, most of them CVs that already scored 80 or above, usually because cutting old detail cut evidence the role wanted. ApexHunt's rewriter deliberately preserves your named systems and capability lines, and it never invents: every claim in the output is bounded by what your own CV and confirmed background actually say.

Step 4: re-score and compare

A rewrite you cannot measure is a guess. ApexHunt scores the original and the tailored CV against the same frozen rubric and shows the before/after delta, so you know whether the rewrite earned its keep before you send it. Generating a tailored CV takes about two minutes; your first one with a free account is complete and exportable.

How ApexHunt rewrites your CV for a specific role

ApexHunt compares your CV against the specific job description you paste, identifies the skill and experience gaps the ad names, and rewrites the CV for that role using only what your own CV and confirmed background say. It keeps your named systems and capability lines instead of trimming them, checks every claim in the draft against your evidence, and then scores the original and the tailored version against the same frozen rubric so the before-and-after number is a measurement rather than a promise. If the tailored version scores below your original on two reads, it says so and recommends the original. Your first tailored rewrite is complete and exportable with a free account.

Example from a real account: ApexHunt tailored CV match, original CV 55%, tailored CV 60%, plus 5 points after tailoring, scored against the same rubric for a Group Product Manager role

An example from a real account, not a mock: a senior ecommerce CV scored 55% against a Group Product Manager ad and 60% after the rewrite, both on the same frozen rubric. Five points is a typical gain for a mid-fit CV; the large gains in our data come from CVs that started under 50.

Sources and further reading

Fair Work Commission, Tham v Hertz Australia [2018] FWC 3967: The Commission upheld the dismissal of an employee whose resume overstated the length of a previous job, finding intentional dishonesty a valid reason for dismissal; a rewrite that invents is a liability, not an edge.
California State University Long Beach, Understanding Applicant Tracking Systems: ATS parsing varies by vendor: some systems fail to read abbreviations, tables or images, and some flag missing skills to the recruiter, which is why the ad's own spelling matters.

Common questions

Should I rewrite my CV for every application?

No. Tailor when the match score is mid or low; apply as-is when it is already high. The measurement, not habit, should make that call.

Will the rewrite invent experience?

It must not, and here it cannot: output is grounded in your real CV and background. The gains come from translation into the ad's vocabulary, not from embellishment.

What does it cost?

Scoring and gap analysis are free on every role. Your first tailored rewrite and first cover letter are included free in full; unlimited writing starts at A$39/month.