
AI & Machine Learning • Intelligent OCR
Automated Invoice Processing
Extract data from invoices automatically using advanced OCR, organize your documents, and sync with your accounting software—all in one seamless workflow.
The Challenge
Managing accounts payable was a bottleneck. The client processing thousands of invoices monthly relied on manual data entry, leading to frequent errors, lost documents, and delayed payments. They needed a solution to ingest invoices from various sources (email, scan, portal), extract key data fields (vendor, date, line items, total), and push it directly to their ERP system.
The Solution
We built an intelligent invoice processing pipeline called "Vellum Invoices". It leverages computer vision and LLMs to understand document layout and context, achieving near-perfect extraction accuracy even on non-standard invoice formats.
Multi-Modal Ingestion
Automatically pulls invoices from email attachments, S3 buckets, and direct uploads, supporting PDF, JPG, and PNG formats.
Adaptive Extraction
Unlike traditional template-based OCR, our LLM-powered engine adapts to new invoice layouts instantly without manual configuration.
ERP Sync
Validated data is automatically formatted and pushed to NetSuite/QuickBooks, creating bills and attaching the original document image.
System Architecture
A serverless, event-driven pipeline optimized for scalability and security.
1. Ingestion & Pre-processing
Invoices arrive via webhook or upload. Images are optimized and converted to standard format using Python image libraries.
2. Vision & OCR
AWS Textract extracts raw text and table structures. Spatial data is preserved to help the LLM understand layout.
3. Semantic Parsing
OpenAI GPT-4 analyzes the raw text to identify vendors, dates, amounts, and line items, normalizing them to the target schema.
4. Validation & Storage
Extracted data runs through business logic rules (e.g., duplicate check, sum validation) before storage in PostgreSQL.
Tech Stack
- OpenAI GPT-4 Turbo
- AWS Textract
- OpenCV
- Python (FastAPI)
- Celery (Async Queues)
- Redis
- PostgreSQL
- AWS S3 (Document Storage)
- OpenAPI / Swagger
- PyTest
- Black / Pylint
