AI can draft and improve every section of your CV, but the facts, accuracy checks, and final edits always need to come from you.

AI can be very helpful in CV writing, especially for organising and phrasing content, but the facts always come from the candidate, and they shouldn't completely rely on an AI CV writer. An AI-generated CV that hasn't been reviewed and edited by a human tends to read as generic, which signals low effort. Using AI can significantly speed up the process and make it easier, producing faster drafts and helping with phrasing and tailoring, and this guide will explain how to use it properly. Finally, CV writing with AI can take different forms: candidates can use general AI tools or specialised AI CV makers to write their CVs, and we'll show how it works in practice.
To help you use AI for CV writing, the table below covers all the tasks where AI is really helpful, along with recommendations on what to watch for and what to keep, modify, or remove from its output.
| AI Writing Task | Helpful Use | Weak or Misleading Output | What to Check |
|---|---|---|---|
| Professional summary | Organizes your experience into a concise, targeted introduction | Generic superlatives, such as “visionary leader,” without concrete support | Remove empty phrases and keep the target role, real scope, and two or three relevant strengths (skills) |
| Experience bullets | Rewrites facts and notes into clear achievement-based statements | Invented results, percentages, or ownership claims | Check if every number and outcome matches your experience and remove unsupported claims |
| Job tailoring | Identifies relevant achievements and skills from your background | Including every phrase from the posting and tools you never used | Keep only verified, relevant skills and achievements |
| Skills and keywords | Suggests ways to effectively present your skills | Adding tools, competencies, or certifications based on the job description and not your experience | Require evidence for each skill; do not fill gaps by guessing |
| ATS and export review | Reviews your document to verify clear headings, formatting, and readable text | Claiming ATS guarantees or a universal pass score | Review the final file and keep in mind that no tool can guarantee hiring outcomes |
An AI CV maker can help at each step of CV writing, but checking the accuracy is always the candidate's job.
As mentioned above, you can use AI for CV writing in different ways, depending on whether it's a general tool or a specialised AI CV writing service. The guide below will show you how to use an AI CV maker most effectively.
Before opening an AI CV maker, gather all the achievements and responsibilities from your past jobs that you can think of in one place. The quality of the AI output always depends on the input you feed it. Also, your notes can help you keep track of your experience and the tool's inventions.
Most AI CV makers will first analyse and parse your existing document to create the initial version of your AI-generated CV. Some CV makers, like Toptal's AI CV maker, offer an additional path: you can start from scratch and go section by section, and it gives you content suggestions based on the role title. In that case, use your notes to be sure which suggestions best match your experience.
CV makers typically have a workflow that goes through the CV section by section: contact details, professional summary, work experience, skills, and so on. AI CV writers, like the one offered by Toptal CV, provide two kinds of content editing: rewriting existing content and suggesting additional content tailored to your role.
If you're editing your CV with the help of a general AI tool, such as ChatGPT, instead of an AI CV maker, use prompts that will ensure the AI doesn't fabricate things and produce output based only on your facts. Here are some examples you can use:
The goal of AI CV writing is to spare you the time to think and write yourself, but you should always read all the suggestions and rewrites carefully to ensure everything aligns with your background. Edit any specific achievement number that isn't accurate and include only the skills that you could defend in an interview.
Once your CV content is finalised, select a template that suits you best, download the PDF, and check that every part of the final draft serves to show you're a strong fit for the job you're applying for. AI CV makers typically include a gallery of CV templates you can choose from. As a final step, you can also use an ATS CV checker to compare your CV with the target job. Tools like Toptal CV's ATS CV checker provide a thorough analysis of different aspects: keywords, achievements, formatting, language, job fit, and so on.
AI tools are very helpful in comparing your CV with a job description and offering suggestions to tailor it for a specific application. This step requires extra attention to avoid misleading inventions. Toptal CV's AI CV maker includes an additional "Tailor to a Job" feature that lets you paste a job description and receive tailoring suggestions for each section. You're in control of which changes will be applied and which ones skipped.
Scenario: A candidate is using AI to write their new CV. They are a client coordinator at a professional services company and are applying for an operations coordinator role. The responsibilities listed in the job description for the target role are: managing client accounts, tracking support tickets, and coordinating with the sales team on CRM records.
The table below shows how their original content looks (their input taken from either their notes/prompts or the original uploaded CV), what a weak AI output looks like, and the stronger, human-edited version as the final result.
| Raw Note | Weak AI-style Output | Human-reviewed Resume Bullet | Why the Edit Matters |
|---|---|---|---|
| “Prepared deadlines and issue updates every week for 12 clients” | “Led strategic initiatives for high-value clients and drove cross-functional success” | “Prepared weekly deadlines and issue updates for 12 client accounts” | Shows only the real scope of work, without inventing seniority, strategy ownership, or results |
| “Used Excel to track support tickets and update their status each day” | “Built automated analytics dashboards that transformed support operations” | “Tracked support tickets in Excel and updated case status daily” | Names the real tool and responsibility, and removes nonexistent automation and impact |
| “Worked with sales to keep CRM contact records current” | “Optimised CRM strategy and increased sales efficiency by 30%” | “Collaborated with the sales team to maintain accurate CRM contact records” | Keeps the real collaboration and removes an invented performance metric |
What AI often does, which is demonstrated in this example:
Why the human review was important in this case:
"If an AI-generated bullet point describes something the candidate couldn't explain in a conversation or during an interview, it definitely needs editing. If you can't defend the result, remove it."
— Inge Miscevic, Principal Career Coach, Toptal CV
This chapter will teach you how to recognise the most common AI patterns and how to turn them into real, substantial content.
Pattern 1: Superlatives without support ("AI fluff")
One of the most recognisable AI patterns is adding many adjectives that don't tell the reader anything, such as "passionate", "dynamic", or "visionary". You should replace such words with specific claims.
Before: "Results-driven professional with a passion for..."
After: "Client coordinator with 8 years of experience managing..."
Pattern 2: Unspecific ownership language
If your original input says "contributed to" or "assisted with", AI will very likely transform it into "led" and "owned". If such claims don't actually fit your experience, remove them.
Before: "Led cross-functional initiatives to improve client satisfaction"
After: "Coordinated weekly status updates across account management and delivery teams for 12 client accounts"
Pattern 3: Invented metrics
Perhaps the most dangerous AI pattern is assuming what constitutes a good result and inventing very specific, quantified results of "your work". If such percentages or numbers inspire you to find and include your own, do that. Otherwise, use a real outcome.
Before: "Reduced resolution time by 40% through process optimisation"
After: "Updated case status daily in Excel and escalated unresolved tickets to senior support"
Whichever AI CV maker you might have used, always check the final result for accuracy and compliance with applicant tracking systems (ATS). CV makers, as shown above, can make factual mistakes, and the ATS-compliance of the output has to be verified. Toptal’s AI CV maker uses CV templates developed by hiring professionals and tested with major ATS systems to ensure the content is parsed and organised correctly during the screening process.
Accuracy checks:
ATS checks:
Both can be used when writing a CV using AI, but the process differs. Below is a breakdown of the tasks best performed by an AI CV writer and ChatGPT, along with when to use each.
The advantages of a dedicated AI CV maker:
When using ChatGPT is useful:
The practical combination would be to use an AI CV maker for a faster, guided CV-writing process, and ChatGPT for specific tasks that offer more options. In each case, you should check the final result for accuracy.
AI CV makers are truly useful in helping you draft, format, and tailor your CV faster, especially if you don't have much experience with it. Although AI can never completely replace human judgement, the workflow described in this guide (gather facts, draft section by section, edit and tailor for each application, and review the output and final file) produces a well-written, accurate CV. If you're ready to start working on your CV, Toptal CV's AI CV maker will guide you through every step, with a structured process and tailored content suggestions.
Upload your CV and tell us your target job title. Our system will analyse it the way a recruiter and ATS would—scoring it across core hiring dimensions and giving you personalised, role-specific feedback you can implement right away.
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