The Problem
JP Morgan processes over 12,000 commercial lending agreements annually, each running 100-300 pages. Manual review by lawyers and analysts previously took 360,000 hours of work per year — a massive cost center with inherent human error risks.
The AI Solution
The bank developed COIN (Contract Intelligence), an AI platform that uses fine-tuned LLMs to:
- Extract key terms, covenants, and clauses from complex legal documents
- Compare terms against standard templates and flag deviations
- Identify potential risks and compliance issues
- Generate structured summaries for analyst review
Results & Impact
- 360,000 hours of manual work reduced to seconds per document
- Error rate dropped from 1.5% (human) to 0.1% (AI-assisted)
- $150M+ in annual cost savings from operational efficiency
- Analysts now focus on judgment-intensive work rather than data extraction
Technical Approach
The system uses a multi-stage pipeline: OCR for scanned documents, a fine-tuned LLM for information extraction, a knowledge graph for cross-document analysis, and a human-in-the-loop verification interface for high-stakes decisions.
#Finance#LLM#Document Analysis#Banking