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AI can help you find weak wording, compare a CV with a job description, and organize real experience more clearly. It cannot supply the evidence that makes an application credible. Every title, date, skill, responsibility, and result must come from your own record.
The strongest workflow is to give the tool a verified master CV and one job description, request a limited edit, and then review every change. Do not ask it to make you “sound impressive” without constraints; that often produces generic language or invented achievements.

Before uploading your CV
- Remove your street address, phone number, personal identification numbers, references' contact details, and any confidential employer information.
- Check the AI service's privacy and data settings, especially when using a work account.
- Keep an untouched copy of the original CV.
- Paste the complete job description, including required and preferred qualifications.
- Tell the tool never to invent metrics, skills, employers, dates, certifications, or responsibilities.
A useful instruction to add to every prompt is: “If information is missing, ask me for it or insert a clearly marked placeholder. Do not guess.”
1. Extract the job's real requirements
Analyze this job description. Create three lists:
1. essential responsibilities;
2. required skills or qualifications;
3. repeated terms that appear important.
Separate stated requirements from your interpretation. Quote the exact wording for each item and do not evaluate my suitability yet.
[Paste job description]
This gives you a checklist before the AI rewrites anything. Confirm that the terms reflect the role rather than boilerplate about the company.
2. Map evidence from your CV to the role
Compare my CV with the requirements list. Make a table with:
- job requirement;
- evidence already present in my CV;
- evidence that may exist but needs clarification;
- genuine gap.
Do not infer experience that is not written. Ask up to five questions that would help me supply missing evidence.
[Paste sanitized CV and requirements]
This step prevents keyword matching from turning into fabrication. A genuine gap should remain a gap unless you have truthful experience that addresses it.
3. Draft a concise professional summary
Using only facts in my CV, draft two professional summaries for this role. Each should be 45–70 words, state my field and level, include two relevant strengths supported by the CV, and avoid clichés such as “hard-working,” “results-driven,” and “team player.” Do not add a career objective or claim years of experience unless the dates support it.
[Paste job description and sanitized CV]
A summary is optional. Keep it only if it helps the reader understand your fit faster than the experience section does.

4. Strengthen work-experience bullets
Rewrite these experience bullets using this structure where the evidence allows it:
[action] + [what I worked on] + [scope or method] + [verified result].
Keep each bullet concise. Vary accurate action verbs, remove “responsible for,” and preserve technical terms. Never create numbers, percentages, savings, team sizes, or outcomes. Where a useful metric is missing, add [METRIC TO VERIFY] instead of inventing one.
[Paste bullets]
Not every duty has a measurable outcome. A clear statement of scope and quality is better than a fabricated percentage. Replace every placeholder with evidence or remove it.
5. Remove repetition and empty claims
Audit this CV for repeated verbs, duplicated responsibilities, vague claims, first-person pronouns, unnecessary adjectives, and information that does not support the target role. Return:
1. a list of issues with the exact phrase;
2. a minimal suggested edit;
3. the reason for the edit.
Do not rewrite the whole CV.
[Paste CV]
Targeted critique is easier to verify than a complete AI rewrite and helps preserve your voice.
6. Explain a career gap accurately
I have a gap from [month/year] to [month/year] because of [truthful reason]. During that time I [verified activities, if relevant].
Give me three neutral options:
- a short CV entry;
- a one-sentence cover-letter explanation;
- an interview answer under 45 seconds.
Do not imply paid work, training, achievement, or availability that I did not state. Do not make the explanation defensive.
You do not need to disclose private medical or family details. A simple, truthful label such as “Career break,” followed by relevant activity if any, may be enough. Requirements and norms vary by location and industry.

7. Tailor and proofread the final CV
Create a tailored draft using only information in my master CV. Prioritize evidence relevant to the job description and keep chronology, employers, titles, dates, qualifications, and metrics unchanged. Use simple headings and bullet points; do not add tables, icons, graphics, skill ratings, or hidden keywords. Mark every substantive wording change in a separate change log.
Then audit the draft for spelling, tense consistency, date gaps, duplicated bullets, undefined abbreviations, and unsupported claims.
[Paste job description and sanitized master CV]
Simple formatting is widely readable, but there is no single layout that guarantees success with every applicant-tracking system. Follow the employer's file-format instructions and inspect the exported document to make sure headings, dates, and bullets remain readable.
A final accuracy checklist
- Every statement is true and can be explained in an interview.
- Dates, titles, employers, degrees, certifications, and links are correct.
- Numbers come from a record or a calculation you can defend.
- Keywords describe your real experience and appear naturally.
- The most relevant evidence is easy to find in the first half of the document.
- Contact details, filename, and document properties are professional.
- No placeholders or AI instructions remain.
- The file opens correctly as the requested format.
AI is most valuable as an editor and gap finder. The candidate must supply the facts, decide what matters, and approve the final wording. A truthful CV tailored to the role is stronger than a polished document that cannot survive a detailed interview.
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