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AI CV Tailoring β€” Module 02

A unique CV
for every job
you apply to.

One generic CV gets filtered before a recruiter ever reads it. Our AI rewrites yours from scratch for each role β€” matching the employer's exact language β€” so you clear ATS screening and get the call.

βœ“ATS score lifted from ~55% to 90%+ in 60 seconds
βœ“Reads the full job description β€” not just the title
βœ“Every profession β€” nurse, engineer, chef, teacher or lawyer
3Γ—
More interview callbacks
90%+
Avg ATS score after tailoring
60s
Per tailored CV
PM
AK
LW
RJ
SK
2,400+ professionals tailored their CV this week
🎯
ATS Score: 94%
ICU Nurse Β· Mediclinic
⚑
14,291
CVs tailored today
joboxy-ats-engine β€” cv_tailoring.sh Running
Step 1 of 4 β€” Reading Job Description
$jd-parser --source mediclinic.com/careers/icu-nurse
β†’ Fetching job description... OK
β†’ Parsing 847 words across 6 sections...
β†’ Extracting requirements... done
Signals extracted
REQUIRED   ICU patient care Β· ACLS certified Β· triage protocol
PREFERRED  ventilator mgmt Β· EMR systems Β· shift leadership
TONE       clinical precision Β· patient-centred language
β†’ Employer ATS model detected: Workday v18.2
βœ“ JD analysis complete
Step 2 of 4 β€” Scanning Your Base CV
$ats-scan --cv user_cv.pdf --jd parsed_jd.json
β†’ Running ATS simulation... OK
Keyword match analysis
Keywords
31%
Skills match
44%
Tone / lang.
28%
β†’ Overall ATS score: 57% β€” below threshold
β†’ Missing keywords: ICU care, ACLS, triage, ventilator
⚠ CV will be rejected by Workday ATS
βœ“ Gap map generated β€” initiating rewrite
Step 3 of 4 β€” AI Rewriting Your CV
$ai-rewrite --model gpt4o --profile user.json --gaps gaps.json
β†’ Rewriting Professional Summary...
PROFESSIONAL SUMMARY
β†’ Keywords injected:
βœ“ Rewrite complete β€” running ATS validation
Step 4 of 4 β€” ATS Validation
$ats-validate --cv tailored_cv.pdf --target workday_v18
β†’ Running ATS simulation... OK
Final score breakdown
Keywords
β€”
Skills match
β€”
Tone / lang.
β€”
βœ“ CV Generated β€” Preview
πŸ“„ tailored_cv_icu_nurse.pdf βœ“ ATS Cleared
⬇ Download
πŸ“€ Apply
Why it works
75%
of CVs rejected before
a human reads them
98%
of large employers now
use ATS screening
6 sec
average recruiter time
on CVs that pass ATS
3Γ—
more interviews with
a tailored CV
The Reality

Why your CV keeps getting rejected

Before ATS software existed, every recruiter read every CV. Today, most never reach a human β€” and a generic CV is the reason.

75
πŸ€–
75%
of CVs rejected by ATS before any human sees them
Filtered before you're seen

ATS systems scan for specific keywords. A generic CV misses them β€” and you're rejected automatically, even if you're the right person for the role.

98
🏒
98%
of large employers use ATS screening today
It's not just big companies

Hospitals, hotels, banks, law firms β€” ATS is now standard. One CV cannot pass every system. Each employer's software looks for different signals.

6
⏱️
6 sec
average recruiter time on CVs that do pass ATS
First impression is everything

Even when your CV reaches a human, you have seconds to make an impact. A tailored CV speaks directly to what this role needs β€” a generic one doesn't.

How It Works

Four steps.
One perfectly tailored CV.

Every time you apply β€” a fresh CV, built for that specific employer, in under 60 seconds.

1

Reads the full job description β€” every word

The AI reads the job description as a human recruiter would. It identifies required skills, preferred qualifications, the language the employer uses, and the tone of the role β€” understanding meaning, not just keywords.

πŸ’‘"manage cross-functional teams" and "lead multi-department projects" are the same requirement β€” our AI knows that.
ICU care ACLS triage EMR shift lead gap: ventilator
2

Maps your experience to the role's requirements

The AI compares your base CV against the job's extracted requirements β€” not just for keyword matches but for semantic alignment. It identifies which of your experiences address each requirement, which can be reframed, and which gaps exist.

πŸ“ŠScore lifts from ~55% to 90%+ across skills, keywords, experience and tone β€” all four dimensions.
Keywords
94%
Skills match
92%
Experience
88%
Tone / lang.
86%
94%
Overall match
Excellent β€” ready to apply
3

Rewrites your CV in the employer's exact language

This is not keyword stuffing. The AI restates your genuine experience using the terminology this specific employer uses β€” preserving accuracy while speaking directly to what the role requires. Your experience is real; the AI just presents it the right way.

✍️"cared for patients" becomes "delivered ACLS-compliant critical care across 12-bed ICU" β€” same truth, employer's language.
"cared for patients in ICU"β†’"Delivered ACLS-compliant critical care across 12-bed ICU"
"team leader on ward"β†’"Led shift rotations for 6-member nursing team"
"experience with equipment"β†’"Proficient in ventilator management and triage protocol"
4

Confirms 90%+ ATS score before you download

After rewriting, the AI runs your tailored CV through an ATS simulation to verify the score improvement. If the score falls short of 90%, it iterates automatically until the threshold is met. You see the before and after score β€” so you know exactly what you're sending.

βœ…Only delivered when 90%+ is confirmed. Average before: 55%. Average after: 94%.
Base CV
57%
Tailored
94%
βœ“ ATS threshold cleared β€” ready to download
Live Demo

See the AI tailor a CV in real time

Select any role and watch the AI transform the same base CV into a different tailored version for each employer.

Select a role to tailor for
πŸ₯
ICU Nurse
Mediclinic Β· Dubai
57β†’94%
ATS lift
🏦
Relationship Manager
Emirates NBD Β· Dubai
52β†’91%
ATS lift
πŸ—οΈ
Project Manager
ALDAR Properties Β· Abu Dhabi
61β†’89%
ATS lift
🍽️
Head Chef
Four Seasons Β· Abu Dhabi
48β†’92%
ATS lift
πŸŽ“
Maths Teacher
GEMS Education Β· Dubai
54β†’93%
ATS lift
Tailored for: ICU Nurse β€” Mediclinic
 AI tailoring…
βœ“ Ready to download
57%
Base CV score
β†’
94%
After AI tailoring
Keywords added & removed
Rewritten excerpt
90%+
Average ATS score after AI tailoring
3Γ—
More interview callbacks vs generic CV
60s
Time to tailor one complete CV
50/mo
CVs included with every Pro plan
Under the Hood

What the AI actually does to your CV

Click each stage to see exactly how the model works.

πŸ“–
Stage 01
Deep JD analysis β€” reads every word
NLP parsing
+

The AI reads the full job description as a human recruiter would β€” identifying required qualifications, preferred skills, the language the employer uses and any implicit expectations. It understands that "manage cross-functional teams" and "lead multi-department projects" are the same requirement written differently.

Signals extracted from JD
Required
ICU careACLStriage
Preferred
EMRshift lead
Gap
ventilator mgmt
πŸ—ΊοΈ
Stage 02
Gap mapping β€” your CV vs the job
Semantic match
+

The AI compares your base CV against the JD requirements semantically β€” identifying which of your experiences address each requirement, which can be reframed, and which gaps exist. This precise mapping is what drives the rewrite and produces the score lift.

Score lift per dimension
Keywords52%
94%
Skills61%
92%
Language44%
88%
✍️
Stage 03
Intelligent rewriting β€” not keyword stuffing
Generative AI
+

The rewrite is not keyword stuffing. The AI restates your genuine experience using the employer's exact language β€” preserving accuracy while speaking directly to what this role needs. Your truth remains. The presentation changes.

Before β†’ After
"cared for patients in ICU"β†’"Delivered ACLS-compliant critical care across 12-bed ICU"
"team leader"β†’"Led shift rotations for 6-member nursing team"
πŸ“Š
Stage 04
ATS simulation β€” score confirmed before download
90%+ achieved
+

After rewriting, the AI runs the tailored CV through an ATS simulation. If the score falls short of 90%, it iterates automatically. You only receive your CV when the threshold is confirmed β€” with the before and after score shown clearly.

Simulation result
βœ“
Source URL live
βœ“
All required keywords present
βœ“
ATS score: 94% β€” threshold cleared
βœ“
Ready to download
Real Results

What happens when your CV fits the role

Interview rate: 4Γ—
"

I had been sending the same CV everywhere with almost no replies. Joboxy tailored a different version for each hospital. My ATS score went from 52% to 93% for the Mediclinic role β€” I got an interview call the same week.

PM
Priya M.
ICU Nurse Β· Dubai
πŸ‘©β€βš•οΈ Healthcare
Shortlisted in 1 week
"

Every engineering job description uses different language. The AI rewrote my CV to match each one precisely. ALDAR shortlisted me within a week β€” something that had never happened before with my old generic CV.

AK
Ahmed K.
Civil Engineer Β· Abu Dhabi
πŸ—οΈ Engineering
3 offers in 3 weeks
"

Moving from the UK to Dubai, I had no idea what local hotels expected. Joboxy read each JD and rewrote my CV to match exactly. I had three interviews in my first week and accepted an offer at Marriott.

LW
Laura W.
Restaurant Manager Β· Dubai
🍽️ Hospitality
✨ AI CV Tailoring β€” Module 02

Stop sending the
same CV everywhere.

Give every application its best possible chance β€” with a CV the AI has tailored specifically for that role, that employer, that ATS.

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