Project · 2025

AI Job Interview Assistant

A no-code tool for job interview preparation, generating role- and company-specific questions — built with Make + GPT-4.

Year 2025
Abstract interview scene in soft green lighting with a data dashboard projection between two geometric chairs

Problem

Job candidates struggle to prepare for interviews in a focused way — generic questions found online are not tailored to the specific role.

Approach

I built a workflow in Make.com that takes a job description and a CV, sends them to GPT-4 for analysis, and returns customized interview questions along with answer tips. The interface is a simple Typeform form.

Tech

Make.com GPT-4 API Typeform Airtable No-code

Learnings

  • Precise prompt engineering matters more than the model itself when it comes to tailored results
  • No-code enables rapid MVP development — the tool was up and running within a single workday
  • Planning the data flow before starting to build is essential

Outcomes

  • The tool was tested with 30+ users
  • Featured in a blog post that reached hundreds of readers
  • Adopted as a hands-on example in the AI Tools course at HIT