shivam701171/Invoice_processing_tool
0
๐ AI Invoice Processing System
An intelligent document processing system that extracts structured data from invoices using AI and provides semantic search capabilities.
โจ Features
- ๐ค AI-Powered Extraction: Advanced NLP models extract structured data from invoices
- ๐ Semantic Search: Natural language search with vector similarity
- ๐ Smart Analytics: Comprehensive visualizations and insights
- ๐ฌ AI Chat Interface: Ask questions about your invoices in natural language
- ๐ Data Management: Export and manage your processed invoice data
๐ How to Use
- Upload Invoices: Go to the "Upload & Process" tab and upload your PDF or text files
- AI Processing: Watch as the AI extracts structured data automatically
- Chat with Your Data: Use the AI chat to ask questions about your invoices
- Explore Analytics: View comprehensive dashboards and insights
- Export Results: Download your processed data in CSV or JSON format
๐ ๏ธ Technical Details
- Document Processing: PDF text extraction with pdfplumber
- AI Extraction: Hugging Face Transformers for Named Entity Recognition
- Semantic Search: Sentence Transformers for vector embeddings
- Vector Storage: FAISS for efficient similarity search
- Interface: Streamlit for interactive web application
๐ Supported Formats
- PDF documents
- Text files (.txt)
- Image files (basic support)
๐ Privacy & Security
- All processing happens locally in your browser session
- No data is permanently stored on servers
- Files are processed temporarily and then deleted
- Your invoice data remains private and secure
๐ก Tips for Best Results
- Use clear, well-formatted invoice documents
- PDF files work best for extraction
- Include invoices with standard fields (amount, date, supplier, etc.)
- Try different natural language queries in the chat interface
๐๏ธ System Architecture
๐ Document Upload โ ๐ค AI Processing โ ๐พ Data Storage โ ๐ Search & Analytics๐ Quick Start
- Click on the "Upload & Process" tab
- Upload a PDF invoice or text file
- Watch the AI extract structured data
- Use the chat interface to ask questions about your data
- Explore the analytics dashboard for insights
๐ง Advanced Features
- Semantic Search: Find invoices using natural language queries
- Smart Analytics: Automatic trend analysis and supplier insights
- Data Export: Download processed data in multiple formats
- Real-time Processing: Instant feedback on document processing
- Interactive Chat: AI-powered question answering about your invoices
๐ค Feedback & Support
If you encounter any issues or have suggestions for improvement, please feel free to reach out through the Hugging Face community discussions.
๐ Example Queries
Try these questions in the AI chat:
- "Show me a summary of all invoices"
- "What's the total amount spent?"
- "Who are my top suppliers?"
- "Find invoices over $1000"
- "Show me recent technology purchases"
Built with โค๏ธ for the AI community using Hugging Face Transformers and Streamlit.
