Financial Services
Document Processing Automation
for a Mid-Market Bank
Key Results
12 → 6
Days
Processing Time
$2.4M
Annual
Savings
94%
Accuracy
Document Extraction
The Challenge
A leading financial services firm processed 50,000+ loan applications monthly. Manual document review took 12-15 days per application, creating bottlenecks and customer complaints.
Pain Points
- 12-15 day processing time
- 40% of applications required re-review
- $4.2M annual labor costs
- Customer satisfaction scores declining
The Solution
We deployed an intelligent document processing system with three core components:
1
Auto-classification
ML model to categorize incoming documents by type
2
Smart extraction
Entity recognition for key data points with confidence scoring
3
Human-in-the-loop
Exception handling workflow for edge cases requiring review
Timeline: 8 weeks from kickoff to production
The Results
Before
- 12-15 day processing
- 40% re-review rate
- 72% accuracy
- $4.2M labor costs
After
- 6-8 day processing
- 8% re-review rate
- 94% accuracy
- $1.8M labor costs
"Processing time dropped from 12-15 days to 6-8 days. The ROI was clear within 90 days of deployment."