AI-Powered Job Recommendation Platform

Overview

Built a full-stack AI-powered career assessment platform that helps
users discover suitable career paths through a personalized
questionnaire. The platform analyzes user interests, evaluates thousands
of job roles, verifies email ownership, and delivers tailored job
recommendations with AI-generated explanations.

What I delivered

• Complete end-to-end user journey:
  • Career assessment questionnaire
  • Email verification workflow
  • Personalized job recommendation results
• Intelligent job recommendation engine supporting 3,000+ job
  roles
  • Deterministic ranking system combined with AI-generated insights
  • Sector-aware recommendations to ensure diversity across career
    fields
  • Configurable scoring rules, thresholds, and ranking logic
  • Top recommended jobs with sector categories and clear match
    explanations
• AI-powered explanation layer
  • Generated personalized reasoning behind each recommendation
  • Integrated LLM providers including OpenAI and Gemini for
    natural-language career insights
• Marketing automation integration
  • Integrated Systeme.io API for lead capture
  • Automated contact creation, tagging, and email workflows
• Admin management platform
  • Manage questionnaire content and assessment logic
  • Import and maintain large job catalogs (CSV → structured JSON)
  • Configure ranking rules and sector preferences
  • Review user responses and recommendation data
• Secure and scalable backend architecture
  • Multi-tenant ready design
  • Secure admin authentication and role-based access patterns
  • API-driven architecture designed for future expansion

Tech Stack

Frontend

• Next.js
• React
• TypeScript

Backend

• FastAPI (Python)
• REST APIs
• Secure authentication workflows

AI & Integrations

• Google Gemini API
• Systeme.io API

Data & Infrastructure

• PostgreSQL
• Structured job catalog management
• CSV/JSON data processing pipelines
• CI/CD

Outcome

Delivered a production-ready beta platform capable of handling a growing
career database of 3,000+ job roles while maintaining fast
recommendations, consistent ranking logic, and personalized AI-generated
career guidance.

The system provides a strong foundation for scaling into a larger career
discovery platform with additional AI capabilities, analytics, and
personalized learning or career planning features.