Enterprise AI Platform
End-to-end intelligent document processing system.
Client
A leading financial services firm
Year
2024
Duration
6 months
Overview
We designed and deployed a full-stack AI platform that automates document ingestion, classification, and data extraction across thousands of financial instruments daily. The system replaced a team of 40 manual reviewers with an intelligent pipeline that processes documents in seconds with 99.2% accuracy.
The Challenge
The client processed over 12,000 financial documents per day — loan applications, compliance filings, regulatory reports — each requiring manual review by domain experts. Processing times averaged 48 hours, creating bottlenecks that delayed critical business decisions and exposed the firm to compliance risk.
Our Approach
Built a multi-modal document understanding engine using fine-tuned vision-language models capable of parsing tables, charts, and unstructured text simultaneously.
Designed a human-in-the-loop verification system where edge cases are routed to specialists with pre-filled recommendations, reducing review time from 20 minutes to under 90 seconds.
Implemented a continuous learning pipeline that improves model accuracy from production feedback without manual retraining cycles.
Results
99.2%
Extraction accuracy
48hrs → 11s
Processing time
$4.2M
Annual cost savings
40 → 6
Team size required