LiveCreated forDerec

AI CVs in house style

AI turns any candidate's CV into the house style, photo included, so every school receives the same polished document.

What it is

Derec is a Dutch staffing agency for education. When a recruiter introduces a candidate to a school, they send along a CV in Derec's house style. I built a solution in which AI reads a candidate's CV and converts it to that house style, photo included. The recruiter then reads the CV through and downloads it.

Aiden's CVAs he sent it
Curriculum Vitaecv-aiden.pdf
Derec cv - Aiden.docxFor the school
AidenDutch teacher
ProfileTeacher with experience in the upper years, available from AugustExperienceDutch teacher, 2021 – presentEducationDutch teacher training

What it improves

No more retyping CVs

A recruiter used to retype each candidate's education and experience into a template. Now AI reads the CV and puts the details in the house style.

Every CV looks the same

Every CV gets the same structure and layout. That way a school can compare candidates on substance, not on design.

The photo is put in by itself

A recruiter used to cut out the photo and put it in by hand. Now AI takes the photo from the original CV and puts it in the right spot in the document.

The problem

BEFORE

Retyping every CV into a template

A candidate supplies a CV in a form of their own. Derec sends the CV to a school in its house style. For that, a recruiter retyped the details into a Word template and added a photo. That happened again for every candidate. Every recruiter also did it slightly differently.

Curriculum Vitaecv-aiden.pdf

The solution

THE CV

Any CV can go in

A recruiter uploads the CV as a PDF or Word file in a chat, or types in the details.

cv-aiden.pdfCan you turn this into a Derec CV?

THE DRAFT

AI fills in the fixed structure

AI extracts the details from the CV and puts them in Derec's fixed structure: profile, experience and education. The recruiter sees a draft first.

First nameAidenJobDutch teacherPeriod2021 – presentAvailableFrom AugustNationalityUnknown

THE PHOTO

AI picks the photo from the CV

A CV often holds more images than just a photo, such as a logo or a certificate. The system takes those images out of the CV. Then AI picks the candidate's profile photo and puts it in the document.

LogoProfile photoCertificatePicked by AI

THE DOCUMENT

A Word file in the house style

The result is a Word file in Derec's layout. The recruiter can still edit that file afterwards.

AidenDutch teacher
ProfileTeacher with experience in the upper years, available from AugustExperienceDutch teacher, 2021 – presentEducationDutch teacher trainingDerec cv - Aiden.docx

CONTROL

AI adds nothing without showing it

AI works with what is in the CV and what the recruiter adds. If a period or a place is missing, AI fills it in and the draft shows that AI did so. What AI cannot find shows as unknown in the draft. The system sends the CV nowhere automatically. The recruiter reads it through and sends it personally.

Aiden's draft CVBeside the chatExperienceDutch teacher, 2021 – presentEducationDutch teacher trainingProfile, written by AITeacher with experience in the upper yearsAvailable fromUnknown
Create final CV

How it works

From a CV in a form of its own to a CV in the house style: a conversation between a recruiter and AI, in four steps.

  1. 1

    Upload the CV

    The recruiter opens a chat and uploads the candidate's CV.

  2. 2

    Read the draft

    AI puts the details in the fixed structure and picks the photo. The draft appears beside the chat. Colours show what AI added and what is still missing.

  3. 3

    Add and adjust

    The recruiter adds what is missing. The recruiter can also ask for changes in plain language, a shorter profile for example. After every addition, AI makes a new draft.

  4. 4

    Create the final CV

    When the draft is right, the recruiter creates the final CV. They download it as a Word file and send it to the school personally.

First nameAidenJobDutch teacherPeriod2021 – presentAvailableFrom AugustNationalityUnknown
Added by AIAdded by the recruiterStill missing

What it runs on

  • LLM with fixed instructions (prompt)Reads the CV and fills in the fixed structure, by Derec's rules.
  • AI image classificationPicks the candidate's photo from the images in the CV.
  • Document generation from a Word templateGives every CV the same structure and the same layout.

The payoff

A CV in the house styleBeforeRetyping into a Word templateNowUploading, reading through and downloading
The candidate's photoBeforePlaced in the document by handNowAI picks it from the original CV
What a CV looks likeBeforeDiffered per recruiterNowThe same structure and layout for every candidate