Tailor your CV to a job description with AI

What it means to tailor a CV to a job description

In the UK, Ireland, the EU and Turkey the document is a CV; in the US and Canada it is a résumé. This page says CV for both. To tailor a CV is to choose and order what is already true about you so that one posting's requirements are easy to see. Harvard's career office, MIT's career office (CAPD), Prospects and the UK National Careers Service all advise it for each application.

Three ways to do it

By hand (steps below). With ChatGPT, Claude or Gemini: paste the posting and your notes. The model writes from what it knows about that kind of job and can add skills and numbers you never gave it; MIT CAPD warns of made-up experience, which researchers call hallucination (Huang and colleagues, arXiv, 2023). With a builder that reads the posting and your facts, as CitedCV does: tools differ in what the writer may add.

What reads a tailored CV

Applicant tracking systems (ATS) such as Workday, Greenhouse, Lever, Taleo, SuccessFactors and iCIMS parse, store and search a CV. Greenhouse's Talent Matching compares resume terms with skills a recruiter chose; its support page says it does not auto-reject or auto-advance anyone. A person decides, and none detects AI text.

What you can do in the first minute, and what it costs

The quickest useful step is a job match: one posting against one CV, shown line by line. It costs 1 credit and needs a purchased credit pack. Reading the posting first costs no credits.

Packs, each paid once: Starter $9 for 30 credits, Pro $29 for 150. A pack never renews and its credits do not expire (pricing page). A match plus a full rewrite is 11 credits, so Starter covers two.

On a free account

A new account gets 6 credits and needs no card: enough for one quick draft of a general CV. Auditing a CV you already have and fixing its lines cost nothing. Reading a posting, matching and a CV written for a posting open once you buy any credit pack; the free signup credits do not unlock them.

By hand, at no cost

1. List the posting's required and preferred requirements.
2. Beside each, write the CV line that shows it, or "nothing".
3. For each "nothing", add a line only if you did the work.
4. Move the closest-matching experience to the top and cut the rest.

How tailoring works in CitedCV

1. Give it the posting as a link, screenshot, file or text, and check what was read. LinkedIn, Indeed and Glassdoor links are not read (those sites need a login); paste the text.
2. Pick the CV: one made in CitedCV, a file up to 5 MB, or pasted text. The report takes about half a minute.
3. Read the report. Each requirement is shown with the CV line that covers it, or with "No line on this CV shows it".
4. Rewrite for the posting. A CV made in CitedCV can be rewritten at once; an uploaded one is first imported (reading costs no credits) and each line confirmed.
5. Compare again to see the score before and after.

What a match report contains

• A score from 0 to 100 and a band: fits, close or far.
• Decisive requirements met (such as 6 of 8), plus requirements covered and search terms present as percentages.
• Each requirement as Required, Preferred or Assumed, with the verdict Shown, Partly or Not on the CV and the CV line, decisive words highlighted.
• A flag where a term is on the CV but no line shows the work, and missing search terms ("Add one only if it is true").

What a rewrite does about a gap

A rewrite uses only facts you confirmed, and brings onto the CV a confirmed fact that covers a missing requirement. If nothing on file covers it, a full rewrite asks you first (up to three questions by default); a declined answer stays out, and a quick rewrite asks nothing. The step that writes the bullets never sees the posting, only your facts, and a verifier checks every number, date and name. A line that still fails after a rewrite is dropped.

Proof: how a report is computed and what we measured

Every figure comes from CitedCV's code or our own runs, and says which.

Check a report yourself

Read the evidence line for three Shown requirements and ask whether you could defend each in an interview.

Who this is not for

• You apply to many similar roles and want a tailored file in seconds. RecastCV and Enhancv describe tailoring in under 30 seconds by their own figures (2026-09-08); a full CitedCV rewrite takes minutes.
• You do not want to pay anything. Use the by-hand steps, or Teal, Rezi or ResumeFab, which have free tiers, and check every line.
• You want the posting's terms inserted whether or not you did the work. Rezi lists missing keywords and can generate a bullet for each one you accept; accept only what you can back up.

Alternatives, and whom each fits

CitedCV is ours, so read this as a disclosure. Competitor rows repeat each tool's own pages as of 2026-09-08.

Limits we state out loud

No CV tool can promise an interview, and none controls what Workday, Greenhouse, Lever, Taleo, SuccessFactors or iCIMS do after you apply. They do not detect AI text. The score describes this posting and this CV, not any employer's software.

A language model judges each requirement. The quote is verified in code, but whether it shows the requirement is a judgement, so read the line. If that step fails you get a flagged term-matching report and no charge. A page built only in the browser can come back empty; paste the text. Reads are capped at 40 links and 30 pictures a day, and 20,000 characters of posting.

With thin facts the CV is shorter, not padded. CitedCV does not submit applications for you.

Questions people ask

Sources

1. Harvard Office of Career Services, AI for resumes and cover letterscareerservices.fas.harvard.edu/ai-resumes-and-cover-letters/
2. MIT Career Advising and Professional Development, Career toolkit: crafting an effective resumecapd.mit.edu/resources/career-toolkit-crafting-an-effective-resume/
3. MIT Career Advising and Professional Development, AI uses for resume writingcapd.mit.edu/resources/ai-uses-for-resume-writing/
4. Prospects, How to write a CVwww.prospects.ac.uk/careers-advice/cvs-and-cover-letters/how-to-write-a-cv
5. National Careers Service (GOV.UK), How to write a CVnationalcareers.service.gov.uk/careers-advice/cv-sections
6. Greenhouse Support, Talent Matching FAQsupport.greenhouse.io/hc/en-us/articles/41131886674075-Talent-Matching-FAQ
7. Huang et al., A survey on hallucination in large language models (arXiv 2311.05232, 2023)arxiv.org/abs/2311.05232