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Engineered a RAG-based chatbot powered by Llama-3.1-8B through HuggingFace's API hosted using FastAPI server. Built chatbot memory system with Supabase integration, enabling personalized government scheme recommendations based on semantic search. Developed a credit scoring algorithm with variable weights to generate personalized farmer credit score

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CropCredit: Financial Solutions for Farmers

Overview

CropCredit is a comprehensive financial platform designed specifically for farmers, bridging the gap between agricultural needs and financial services. Our platform uses advanced AI analytics to provide personalized credit assessment, government scheme matching, and financial guidance tailored to each farmer's unique situation.

What We Offer

Credit Analysis

  • AI-powered creditworthiness evaluation based on farming profile
  • Personalized loan recommendations with pre-approved options
  • Comprehensive risk assessment highlighting strengths and improvement areas
  • Accurate credit score calculation and ongoing monitoring
  • Customized loan terms based on land holdings, crop types, and farming experience

Government Scheme Matching

  • Intelligent matching algorithm connecting farmers with relevant government programs
  • Detailed eligibility assessments with percentage scores
  • Complete information on benefits, requirements, and documentation needs
  • Step-by-step application guidance and assistance
  • Real-time status tracking for all applications

Unified Financial Dashboard

  • Single view of all financial activities and applications
  • Credit status monitoring and improvement suggestions
  • Document management and verification system
  • Progress tracking for loan applications and scheme enrollments

How It Works

  1. Complete our simple but comprehensive farm profile form
  2. Enter details about your land, crops, income, existing loans, and banking information
  3. Our AI system analyzes your data to generate your credit score and personalized recommendations
  4. Review your tailored financial options and government scheme matches
  5. Apply directly through our platform with guided assistance

Tech Stack

Frontend

  • Framework: React.js with hooks for state management
  • UI/UX: Tailwind CSS for responsive design
  • Component Libraries: React Router for navigation, Lucide for icons
  • State Management: Context API for theme and authentication management
  • Forms: React Hook Form with Yup validation
  • Charts: Chart.js for financial data visualization

Backend

  • Server: Node.js with Express.js framework
  • Database: PostgreSQL for flexible data storage
  • Authentication: JWT (JSON Web Tokens) for secure user sessions
  • API Architecture: RESTful API design
  • Data Validation: Bcrypt for server-side validation

AI & Machine Learning

  • Credit Analysis: Custom algorithms for credit scoring
  • Recommendation Engine: Rule-based matching system for schemes
  • Data Processing: JavaScript-based data analysis

DevOps & Infrastructure

  • Hosting: Vercel for frontend, Render for backend services
  • Version Control: GitHub for code management
  • Development: Vite for fast build tools
  • Containerization: Docker for consistent deployment environments
  • Monitoring: Basic logging and error tracking

Coming Soon

Financial Assistance Services

  • Budget planning tailored to your farming cycle
  • Loan repayment strategies to improve credit rating
  • Expert consultations for financial growth
  • Resource allocation recommendations for maximum yield

Enhanced Verification

  • Partnerships with local and national banks for direct verification and faster approvals
  • Integration with DigiLocker for secure document verification
  • Streamlined fund transfers directly through our platform
  • Enhanced verification services that increase your credibility with lending institutions

At CropCredit, we believe in empowering farmers with the right financial tools and knowledge to help you thrive. Whether you need assistance with credit planning or accessing government support, we're here to make the process simple, efficient, and successful.

About

Engineered a RAG-based chatbot powered by Llama-3.1-8B through HuggingFace's API hosted using FastAPI server. Built chatbot memory system with Supabase integration, enabling personalized government scheme recommendations based on semantic search. Developed a credit scoring algorithm with variable weights to generate personalized farmer credit score

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