Module 4

CV tailoring + ATS + applying

Stop wasting applications. Use a repeatable per-application process.

Most job seekers in Germany fail in one of two ways:

  • They spend 2 hours tailoring each application and burn out.
  • They spend 2 minutes blasting a generic CV and get ignored.

Germany punishes both. The answer is a controlled 15-minute process.

Focus

15-minute tailoring that preserves momentum and increases fit.

Time

15 minutes per application (target).

Outcome

High-fit applications that look aligned, stay consistent, and pass ATS checks.

Focus

15-minute tailoring that preserves momentum and increases fit.

Time

15 minutes per application (target).

Outcome

  • look obviously aligned to the role
  • stay consistent across versions
  • pass basic ATS keyword matching checks

0) Critical rule before you send anything

Everything an AI writes must be read by you before sending.

AI will:

  • exaggerate
  • invent metrics
  • create fake confidence
  • add irrelevant keywords

You are responsible for accuracy. Always edit.

1) What tailoring really means (and what it does not)

Tailoring means

Small, controlled edits:

  • Title line
  • 3-line summary
  • Top 3 bullets (proof for the role)
  • Skill order (reorder only)

Tailoring does NOT mean

  • rewriting your whole CV
  • keyword stuffing
  • changing your identity per company
  • lying or inflating metrics

2) The 15-minute per-application tailoring process

Step 1: Extract job requirements (3 minutes)

Prompt: Job requirements checklist

Extract from this job description: 1) The top 8 required skills/keywords (must-have) 2) The top 3 responsibilities (what I will do weekly) 3) Must-have vs nice-to-have (separate lists) 4) Any hidden filters (language, location, visa, seniority signals) Return as a clean checklist. Job description: [PASTE]

Step 2: Map your evidence (5 minutes)

Rule: for the top 3 responsibilities, your CV must show proof.

Prompt: Evidence mapping table

Create a mapping table for this job. Columns: - Requirement / responsibility - My evidence (which role/bullet proves it) - Missing proof (if any) - How to rewrite my bullet to match the job vocabulary (without lying) My CV (paste the relevant experience section): [PASTE] Job description: [PASTE]

Step 3: Adjust only what matters (5 minutes)

Change only:

  • Title line
  • Summary
  • Top 3 bullets
  • Skill order

Do not rewrite everything.

Step 4: ATS sanity check (2 minutes)

Prompt: ATS sanity score

Score my CV against this job description from 0-100 for: - keyword match - role clarity - evidence strength Then list: 1) the top 7 missing keywords that are truly relevant (not generic) 2) the 3 fastest edits to improve fit (small edits only) CV: [PASTE] Job description: [PASTE]

Interpretation

  • 80 to 100: submit
  • 65 to 79: submit, expect mixed results
  • below 65 repeatedly: stop and fix base CV or targeting

3) Three extra prompts (use when you want higher quality)

These prompts are for after you have a tailored draft.

Prompt A: Score the CV numerically (quality gate)

Use this before you submit.

Act as a German recruiter screening 200 CVs for this role. Give my CV a numeric score from 0-10 for each category: 1) Role fit clarity 2) Evidence strength 3) Readability 4) Risk signals (anything that makes me a "maybe") 5) Keyword alignment Then give: - One overall score 0-100 - The top 7 reasons I would reject it in 15 seconds - The top 7 edits that would improve the score fastest (edits only, no rewrite) Target role: [PASTE] Job description: [PASTE] My CV: [PASTE] Important: if the feedback says "rewrite everything", ignore it. You want edits, not reinvention.

Prompt B: Fine-tune the CV, then re-score (iterative improvement loop)

This prompt performs the edit cycle and immediately re-evaluates.

We will do a strict two-step loop. Step 1: Improve my CV with minimal changes only. Allowed changes: - title line - 3-line summary - reorder skills - rewrite up to 5 bullets (must keep facts accurate, do not invent metrics) Not allowed: - adding new experience - changing dates or job titles - adding fake numbers Step 2: Re-score the improved CV with the same rubric: - Role fit clarity (0-10) - Evidence strength (0-10) - Readability (0-10) - Risk signals (0-10) - Keyword alignment (0-10) Also provide an overall score (0-100). Return: A) Improved CV (only the edited sections, not the whole thing) B) The new score and what improved C) The next 3 edits if I wanted to push the score further Target role: [PASTE] Job description: [PASTE] My CV: [PASTE] After this, you still read it carefully and correct anything that is not true.

Prompt C: Cover letter (short, Germany-friendly)

Only write a cover letter if:

  • the posting asks for it
  • or you are applying to a conservative industry
  • or you need to explain a constraint clearly

Keep it short. Germany respects directness.

Write a short cover letter for the German market in English. Constraints: - 180-250 words - calm, confident, not enthusiastic - no fluff, no "passionate", no life story - must reference 2 concrete proofs from my CV that match the top responsibilities - must include a clean one-sentence note about constraints (location, availability, work authorization) if provided - must end with a simple next step (interview / conversation) Target role: [PASTE] Company: [PASTE] Top 3 responsibilities (from the posting): [PASTE] My proof (paste 4-6 strongest CV bullets): [PASTE] Constraints (optional): [PASTE] After generating the cover letter: - cut anything that sounds like marketing - verify every claim - keep it readable in 30 seconds

4) Follow-up rules (Germany)

  • Follow up once after 5 to 7 business days if you have a contact.
  • Follow up again only if you have new signal (referral, updated proof, requested doc).
  • No begging.

Templates belong in your Templates module.

Back: Module 3 - Main CV build Next: Module 5 - Inbound applications