CareersBar is an advanced AI-powered recruitment platform
85%

reduction in grammar and formatting errors compared to self-written documents

94%

of users rated the platform as “intuitive” or “very easy to use” (based on internal survey results)

70%

of users received a positive employer response within the first week of using the platform

85%

reduction in grammar and formatting errors compared to self-written documents

94%

of users rated the platform as “intuitive” or “very easy to use” (based on internal survey results)

70%

of users received a positive employer response within the first week of using the platform

ABOUT PROJECT
CareersBar is a platform that streamlines international job placement, focusing on relocation to the UK. It uses intelligent automation to create tailored CVs and cover letters, while also supporting users through the relocation process for a smooth transition abroad.
Location:
UK
Project:
CareersBar
Date:
2025
Industry:
HRTech, Recruitment Software, Career Services
CLIENT & Business context

The target audience consists of foreign professionals and young specialists seeking employment opportunities in the United Kingdom. End users include job seekers pursuing international careers, as well as recruitment agencies and employers interested in attracting global talent.

The project emerged in response to growing demand for international employment, particularly among early-career professionals who lack experience in preparing CVs, cover letters, and managing the relocation process.

The market shows increasing interest in automated solutions that reduce time-to-hire and simplify interactions between employers and candidates, especially in a highly competitive global talent environment.

Goal & Constraints
Turning Recruitment Challenges into Seamless, Automated Solutions for Candidates and Employers
01/
Automate the creation of CVs and cover letters based on user profile data.
02/
Integrate relocation support to the UK without relying on third-party services.
03/
Build a unified platform where employers can find, hire, and relocate candidates.
04/
The main goal was to identify pain points for automation or simplification through AI and integrated services.
Product approach
The domain analysis covered the following aspects:
01/
Complex and time-consuming recruitment processes in the United Kingdom.
02/
Barriers faced by foreign candidates in employment and cultural adaptation.
03/
Requirements for CVs and cover letters according to UK standards.
04/
Typical relocation pathways and the related legal and practical challenges.
Technical Architecture

Core Stack & Infrastructure

  • Backend: AWS Lambda
  • Frontend: Next.js, TypeScript
  • Database: PostgreSQL
  • AI Layer: OpenAI API
  • Hosting: AWS

System Modules

UI/UX Features

Integrations

Key Features Built:

  • AI Resume Generation: Creates structured resumes highlighting the candidate's experience, skills, and strengths.
  • AI Cover Letter Generation: Automatically generates personalized cover letters tailored to specific job requirements.
  • Intuitive Interface: Simple and user-friendly interface for quick document creation and editing.
  • Relocation Support: Provides tools and resources for those planning to move to the UK, including visa and immigration information.
JTBD
UI/UX Features

AI Resume Generation

Creates structured resumes highlighting the candidate's experience, skills, and strengths.

AI Cover Letter Generation

Automatically generates personalized cover letters tailored to specific job requirements.

Planned features
01/

Admin panel with the ability to manage a blog and view platform analytics.

02/

AI Smart Profile Completeness Feedback.

03/

Development of the CareersSpa program - a program for the cultural adaptation of people relocating to the United Kingdom.

04/
05/
Tech Stack & Tools Used
AWS Lambda
Next
TypeScript
PostgreSQL
AWS
OpenAI
Figma
Notion

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  • vlad
    Vladyslav Tamashchuk
    CEO | Founder
    $100
    Consultation fee
  • max
    Max Blokhin
    Account Manager, Chief Sales Officer
    $0
    Intro call
  • oleh
    Oleh Chervinskyi
    Upwork Manager – Leadgen & Sales
    $0
    Intro call