CitedCV vs ChatGPT for writing a CV

The short answer

Use ChatGPT (or Claude, or Gemini) when you want a fast, free first draft or a reworded paragraph and you are willing to check every line yourself. Use CitedCV when you want a CV in which every bullet can be traced to a fact you supplied, in a single-column layout that applicant tracking systems such as Workday, Greenhouse, Lever, Taleo and SuccessFactors read without trouble. The trade is speed and freedom for provenance and verification.

A note on the word. In the UK, Europe and Turkey the document is a CV (curriculum vitae, or özgeçmiş in Turkish); in the US the same one-to-two-page document is a résumé. This page uses CV for both.

Both tools are language models underneath. The difference is what they are allowed to write from, and what happens to a sentence that cannot be checked.

What ChatGPT does when you ask it for a CV

ChatGPT is a general-purpose chat assistant made by OpenAI. When you paste a job description and some notes and ask for a CV, it predicts the most likely CV for that kind of job, drawing on the CVs, job adverts and career advice it was trained on. Claude (Anthropic) and Gemini (Google) behave the same way for this task.

What it does well

It has a free tier and answers in seconds. It is good at rewording: it turns a clumsy sentence into a clean one, cuts a paragraph to two lines, or shifts the tone from casual to formal. It is good at a rough draft from nothing, when you do not yet know which sections a CV for this job should have. It works in dozens of languages and will answer questions about the job market while you write.

Where it goes wrong

It writes from what it knows about jobs in general. If your prompt says 'sales manager, 2021 to 2024', it will add a team size, a revenue figure and a growth percentage that you never mentioned. Researchers call this hallucination; the arXiv survey in the sources catalogues how it happens. It cannot show where a sentence came from: every line reads with the same confidence, whether it came from your notes or from the model's idea of a typical sales manager.

It also produces the same phrases for everyone. 'Results-driven', 'proven track record' and 'spearheaded cross-functional initiatives' appear in thousands of AI-written CVs, and recruiters have started calling the pattern AI slop. The output is text in a chat window, so layout, headings, file format and ATS safety are your job afterwards. And by default, consumer chats may be used to improve OpenAI's models; OpenAI's help centre explains the data controls setting that turns this off. Check it before pasting an employer's name and your salary.

What CitedCV does

CitedCV is an AI CV builder that writes only from facts you provide: a form, a PDF, DOCX or TXT file that is read in your browser, or your answers to interview questions. The writing model (MiniMax M3) receives the confirmed facts and nothing else, never a chat history. Every bullet in the output carries the ids of the facts it was written from.

What it does well

Provenance on every line: open a bullet and you see the facts behind it. A deterministic verifier checks every number, date and named entity against your facts, and a language-model entailment check runs on top; a line that fails is rewritten once, then dropped, and is never shipped. A filler linter scores each CV for human-likeness, so the template phrases above are flagged instead of encouraged. Templates are single-column with standard headings, exported as PDF and DOCX and then re-parsed to confirm the file reads back correctly, which is what ATS-friendly means in practice. Regional conventions for the US, UK, EU, Turkey and Germany settle the rest: photo or no photo, date of birth or not, one page or two.

Where it falls short

It cannot write what you did not give it; if your facts are thin, the CV is thin, and it asks questions instead of filling gaps. Asking questions before writing takes longer than a chat reply, so expect minutes, not seconds. It costs credits: five are free at signup, a full build costs ten, and packs start at 30 credits for $9, with current prices on the pricing page at /en/pricing. There are eight templates, three free and five premium, all single-column; a two-column creative layout or a bespoke design is not on offer. The interface is in English and Turkish only.

Side by side

When ChatGPT is the better choice

• You already have a CV you trust and only need it reworded, shortened or translated.
• You need a language other than English or Turkish.
• You need a format CitedCV does not offer: an academic CV with a publications list, a design portfolio, a two-column creative layout.
• You have no budget beyond the free tier and are willing to check every claim yourself with the checklist below.
• You want to think out loud about which jobs to apply for before writing anything.

When CitedCV is the better choice

• Your CV will be read by an applicant tracking system such as Workday, Greenhouse, Lever, Taleo or SuccessFactors, and a parsing failure would cost you the application.
• You have been caught out by an invented metric before, or you work in a field (finance, healthcare, public sector, law) where an unverifiable claim can end an interview.
• You want to reuse the same fact set for many targeted CVs and know that each one is consistent with the others.
• You are applying across regions and do not want to remember which conventions apply where.
• You would rather answer five questions than write from a blank page.

Using both: draft the facts with ChatGPT, build with CitedCV

The two tools are not exclusive. The pairing that works is to let ChatGPT help you remember and phrase, and to let CitedCV write and verify.

1. Ask ChatGPT to interview you about one job at a time: what you were responsible for, what changed while you were there, what you can put a number on. Answer in your own words.
2. Ask it to turn your answers into a plain list of facts, one per line, with no adjectives. Delete anything you did not say.
3. Paste that list, or your old CV, into CitedCV. Answer the questions it asks about gaps.
4. Build. Read the bullets with their fact ids. Anything that was rewritten or dropped tells you where your facts were unclear.
5. Export PDF or DOCX. If a recruiter asks about a line, you can point to the fact it came from.

How to check any AI-written CV for invented claims

Whichever tool you use, run the draft against this checklist before sending it. It takes about ten minutes and catches most of what ChatGPT adds on its own.

Numbers, titles and dates

Every percentage, currency amount, team size and count must trace to something you can name: a report, a payslip, a dashboard, a contract. If you cannot say where a number came from, delete the number and keep the sentence. Then compare every job title against your contract or LinkedIn profile and every date range against your own record. ChatGPT rounds titles upward ('Senior' appears from nowhere) and rounds dates to whole years.

Skills, tools and phrases

Strike any tool or certification you have not used in the last few years, and any verb that overstates your role: 'led' when you contributed, 'owned' when you supported. Then search for the stock phrases in the list below.

1. List every number in the draft and write its source next to it.
2. Check every job title and date range against a document you did not write with an AI.
3. Delete any skill, tool or certification you could not discuss in an interview.
4. Search for 'results-driven', 'proven track record', 'spearheaded', 'leveraged', 'synergy' and 'passionate', and replace each one with what you actually did.
5. Ask the same model to list every claim in its draft that was not in your prompt. It will find some; you find the rest.
6. Read the draft aloud. A sentence you would not say is a sentence you cannot defend.

Which should you pick

Pick by how much you can verify yourself and how much a mistake would cost you.

• Pick ChatGPT if you have a trusted CV, need rewording or another language, and will run the checklist.
• Pick CitedCV if the CV goes through an ATS, if invented claims are a real risk in your field, or if you want every line to have a source you can show.
• Pick both if you are starting from nothing: draft the facts in chat, then build and verify in CitedCV.
• Pick neither as a guarantee. No CV tool can promise an interview, and applicant tracking systems do not detect AI text; they parse structure and match keywords.

Questions people ask

Sources

1. A survey on hallucination in large language models (arXiv 2311.05232, 2023)arxiv.org/abs/2311.05232
2. OpenAI help centre: ChatGPT data controls and how conversations are usedhelp.openai.com/
3. Harvard Office of Career Services: create a resume, CV or cover lettercareerservices.fas.harvard.edu/resources/create-a-resume-cv-or-cover-letter/
4. MIT Career Advising and Professional Development: how to write a resumecapd.mit.edu/resources/how-to-write-a-resume/
5. Prospects (UK): how to write a CVwww.prospects.ac.uk/careers-advice/cvs-and-cover-letters/how-to-write-a-cv