The safe workflow
- Build a factual master record of jobs, projects, skills, dates and results.
- Give AI the vacancy and only the verified facts relevant to it.
- Ask for clearer wording and prioritisation, not invented achievements.
- Verify every sentence before submitting the resume.
Start with a master evidence sheet
Before opening an AI tool, write a private factual record containing employer or project names, dates, responsibilities, tools used, qualifications and results you can support. Europass recommends keeping an up-to-date record of skills, qualifications, experiences and achievements; the same principle works for any global job seeker.
Where possible, connect results to evidence: a report, project file, portfolio item, reference, award, customer outcome or manager feedback. If you do not know a number, do not let AI guess it.
The interview-proof rule
Keep a resume statement only if you can explain what you did, how you did it, and what evidence supports it when an interviewer asks.
Use AI to tailor, not fabricate
Give the AI a job description and your verified master record. Ask it to identify which real experiences are most relevant, shorten weak wording, and suggest a clear order. LinkedIn's own AI-powered resume tips similarly work from an existing uploaded resume and advise users to verify generated responses for authenticity and accuracy.
| Ask AI to do this | Do not ask AI to do this |
|---|---|
| Identify matching skills already in your record | Add skills merely because the vacancy mentions them |
| Rewrite a factual bullet using a strong action verb | Invent percentages, revenue, users or savings |
| Suggest questions that reveal missing evidence | Create a fake employer, title, certificate or project |
| Check clarity, grammar and repetition | Hide a career gap with false dates |
A useful prompt
Prompt: "Compare this job description with my verified experience notes. Select only facts that directly match the role. Rewrite them as concise resume bullets. Do not add tools, numbers, responsibilities, qualifications or achievements that are absent from my notes. Put any missing information you need in a separate questions list."
Write stronger bullets without fake numbers
A strong bullet usually explains an action, the context and a truthful result. University of Pennsylvania Career Services recommends beginning resume bullets with strong active verbs. Numbers can help when they are real, but a specific non-numeric outcome is better than a fabricated percentage.
| Weak | Stronger and truthful |
|---|---|
| Responsible for customer support | Resolved customer account and billing questions across email and chat, documenting recurring issues for the support lead. |
| Improved marketing by 40% | Created weekly campaign reports that helped the team compare channel performance and adjust upcoming content. |
| AI expert | Used generative AI to draft research summaries, then verified claims against source documents before publication. |
Protect personal and confidential information
Before uploading a resume to any AI or job platform, remove information the tool does not need: government identification numbers, full home address, banking details, signatures, private client data and confidential employer information. Check the service's privacy and resume-sharing settings. LinkedIn explains that saved resumes may be used to personalise services and, subject to settings, may contribute to model improvements.
Final verification checklist
- Every date, employer, title, qualification and skill is accurate.
- Every number comes from a reliable record or has been removed.
- The wording reflects your contribution rather than the whole team's work.
- Keywords fit naturally and represent skills you actually possess.
- The resume is readable, concise and tailored to the vacancy.
- No private, confidential or unnecessary sensitive data remains.
- Your LinkedIn/profile information does not contradict the resume.
Watch for fake recruiters
A polished resume does not protect you from job scams. The US Federal Trade Commission warns that fake recruiters may use personal email accounts, rush candidates, request sensitive information before an interview or ask for money. Verify the vacancy through the employer's official website and do not pay for the promise of a job.