How to Tailor Your Tech CV for Each Job in Minutes (AI Workflow)
Tailor a tech CV in minutes with one master file and one prompt: reorder and rephrase what is already true to match the posting. Do not invent experience. Easy Apply volume without tailoring loses to ten honest matches.
You can write one master CV and still send a version that looks like you read the job. The workflow takes minutes. The rule is: rephrase and reorder what is true. Do not invent.
The Workflow
- Keep a master CV with every honest bullet
- Paste the job description into Claude or ChatGPT
- Ask it to map JD requirements to your existing bullets
- Accept only matches you can defend in an interview
- Export a single-column file — <a href="/blog/ats-friendly-tech-cv">ATS-safe</a>
A prompt that works: Here is my master CV. Here is the job description. Suggest which 6–8 bullets to keep, how to reorder them, and which keywords I already earned that I should spell the way the JD spells them. Do not add employers, titles, or metrics I did not write.
That is the same idea as the engineering-resume tailoring prompts we have used on 50+ CVs: speed, not fiction.
What the Model Is Good At
- Spotting keywords you already have (Kubernetes vs K8s)
- Shortening bullets
- Matching XYZ shape — <a href="/blog/how-to-write-senior-level-cv-bullets">formula</a>
What the Model Is Bad At
- Knowing what you actually did
- European visa context unless you add it
- Tone — it will make you sound like everyone else if you accept the first draft
Per-Job, Not Per-Board
Do this for roles you would accept. Do not do it for 80 ghost jobs — <a href="/blog/how-to-spot-ghost-jobs-and-job-red-flags">red flags</a>.
Daily AI tools that help the rest of the job are in <a href="/blog/ai-tools-for-engineers-pms-and-data">the AI tools guide</a>.
Tailoring is respect for the reader. Automation is how you show it 10 times a week without burning out.
Frequently asked questions
How do I tailor my engineering resume with ChatGPT or Claude?
Paste the job description and your master CV. Ask it to reorder bullets and match keywords without adding facts. Then you edit. You are the source of truth.
Is it okay to use AI on a CV?
Yes for structure and phrasing. No for fake metrics or jobs you did not do. Interviewers will ask you to explain every line.
How long should tailoring take?
About 10–30 minutes per role you would accept. If you cannot spend that, do not apply — or you are spraying.