GPT CV Scoring - AI-Powered Recruitment Platform
Project Overview
• Title: GPT CV Scoring - AI-Powered Recruitment Platform • Live Project: https://www.gptcvscoring.com • Industry: Software & Technology • Project Category: AI-Based Recruitment, SaaS Platform • Project Duration: Ongoing • Project Cost: Confidential • Role: Founder & Lead Developer
Problem Statement
Traditional CV screening is time-consuming, inconsistent, and prone to human bias. Recruiters spend hours reviewing resumes manually, making subjective decisions and slowing down hiring pipelines.
Solution
GPT CV Scoring provides an AI-powered, multi-tenant recruitment platform that automates CV evaluation against job requirements and centralizes candidate management from upload to ranking.
• Modern marketing site with sections for Features, How It Works, Pricing, Contact, and Feedback.
• CTA-focused flow to drive signup and dashboard adoption.
Technologies Used
• Frontend: React.js, Tailwind CSS
• Backend: Node.js / Next.js API routes
• AI / LLM: OpenAI GPT-4o Mini / GPT-4o
• Authentication: Firebase Auth / NextAuth (Google OAuth + Email)
• Database: Firebase Firestore / Supabase
• File Handling: PDF parsing with multi-file batch upload
• Deployment: Vercel
Architecture Highlights
• Multi-tenant SaaS with company-level data isolation.
• AI-agnostic scoring layer to switch between GPT model variants.
• Built-in bias scoring for fairer candidate evaluation.
• Structured wizard UX for upload -> configuration -> results.
• Quota enforcement for monthly processing limits.
Impact
• Accelerated screening workflows with automated candidate scoring.
• Reduced manual review overhead and improved evaluation consistency.
• Enabled hiring teams to scale campaigns without proportional headcount growth.
• Improved decision quality using analytics and standardized candidate insights.
What I Built
• End-to-end production SaaS architecture.
• GPT-powered CV parsing and structured scoring workflows.
• Multi-step wizard state management and processing UX.
• Real-time analytics views and KPI monitoring.
• Multi-tenant account isolation and quota logic.