RELEVANCE, WITHOUT REINVENTING YOU
Tailor Your CV to Any Job Description — with AI
Bring a job description and your real experience together. Emphasize supported matches, review the gaps, and make a focused Harvard-format CV for the opportunity.
Separate requirements from background information
Read the job description for the responsibilities and qualifications that determine fit. Distinguish required capabilities from preferences and general company language. A tool named as an essential part of the role deserves different attention from a phrase in the company’s values statement.
Match each important requirement to evidence in your CV. The evidence may come from employment, a project, coursework, or volunteering. If you cannot identify evidence, record a gap rather than inserting the term into your skills list.
Use the employer’s language only where it fits
Equivalent wording can make relevant experience easier to recognize. If you have performed user research, naming the methods you used may be more useful than repeating a broad phrase such as “customer-centric.” Keep terminology faithful to what you actually did.
Do not substitute a more senior title or a regulated credential because it appears in the vacancy. Tailoring should help a reader understand the connection between your background and the role, not create a different professional history.
Review what moves forward and what stays out
A tailored version may give more space to one project and less to another. Check that the ordering makes sense for this application and that the summary is supported by the detailed sections below it.
Use missing-evidence notes as a practical decision aid. You may have relevant experience that was omitted from the source CV, or you may genuinely lack a requirement. Add the former with accurate details; do not disguise the latter with vague wording.
IN PRACTICE
Match a requirement to evidence
Illustrative evidence statement. It is a valid match only if you personally presented the findings and documented the changes.
Job requirement: stakeholder communication. CV: attended meetings.
Presented usability findings to product and engineering partners and documented the agreed design changes.
Before you move on
- Identify the role’s central requirements.
- Map each claim to a real example.
- Review missing-evidence notes honestly.
- Check the final version against the actual vacancy.
Why Tailoring Your CV to the Job Description Matters
Recruiters and ATS filters look for the specific keywords and requirements in each job posting. A generic CV — even a strong one — underperforms because it buries the experience that matters most for that particular role. Tailoring aligns your real experience with what the posting actually asks for: the right skills surfaced first, the right terminology in your bullets, and a clear match between your CV and the job. Combined with an ATS-friendly Harvard CV, a tailored application gives you the best chance of reaching a human reviewer.
How AI CV Tailoring Works
Paste the Job Description
Open your saved Harvard CV and paste the job description — plus the job title and company if you have them.
AI Matches Your CV to the Role
The AI detects the key requirements and rewrites your CV to emphasize the most relevant experience, aligning your wording with the posting's keywords.
Review and Download
Review the change summary, warnings, and quality score, edit anything you like, then download your ATS-friendly PDF.
What You Get When You Target Your CV to a Job
Keep One Master CV, Tailor Per Application
Harvard CV Maker supports multiple saved CVs, so the workflow is simple: maintain one strong master CV, then create a tailored variant for each application. Start from scratch with the Harvard CV generator, or upload an existing CV to the CV optimizer and improve it into Harvard format first. Either way, you review and edit every tailored version before downloading — the AI assists, you decide.
