GPT CV Scoring - AI-Powered Recruitment Platform
Full-stack SaaS platform that automates CV screening with GPT-based scoring, candidate ranking, and analytics dashboards for modern hiring teams.
Screenshots
Overview
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.
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.
Key Highlights
- Multi-tenant SaaS platform for AI-based CV scoring and hiring workflows
- Bulk PDF CV ingestion with multi-step AI processing pipeline
- Model-selectable GPT scoring for cost/performance tradeoff control
- Candidate ranking, shortlisting, and comparison in one dashboard
- Analytics metrics including confidence, processing KPIs, and bias scoring
- Quota system supporting freemium and paid recruitment plans
Tech Stack
Related Projects
AI Calling Agent with Admin Dashboard for Doctors
AI-powered healthcare communication platform combining an intelligent voice bot with an admin dashboard for appointment workflows, campaign control, and real-time call analytics.
Translitera - Text Transliteration & Phonetics SaaS
SaaS web application for real-time text transliteration and phonetic conversion with dual output (Phonetic + Transliteration), multi-language support, and secure authentication.
LetzChat – Enterprise Multilingual Translation & Communication Platform
Complete enterprise translation ecosystem — featuring real-time analytics (300M+ events/month), AI-powered chat, voice/video dubbing, live call translation, podcast/Zoom integration, glossary management, subtitle generation, and comprehensive analytics — breaking language barriers across all communication channels.
Related Blog Posts
GPTTranslator.co: Seamless Multilingual Translation Powered by AI
A case study on GPTTranslator.co, an AI translation platform built with Node.js and React that delivers context-aware multilingual translation, file-format preservation, and scalable API automation.
GenderRecognition.com: AI-Driven Gender Detection for Smarter Insights
Building a state-of-the-art AI platform that provides accurate, scalable, and privacy-compliant gender recognition solutions across multiple industries using deep learning, computer vision, and multi-modal AI.
AI-Powered Translation Platform: Breaking Language Barriers at Scale
How an enterprise AI translation platform was built to deliver high-accuracy multilingual translation across text, images, webpages, and documents with format preservation.