Case Studies

Manual Income Review Was Slowing the Pipeline

A mid-sized residential mortgage originator serving both retail and wholesale channels needed a better way to handle borrower-submitted documents. Each file included a mix of pay stubs, W-2s, tax returns, and handwritten income letters. Reviewing them manually delayed underwriting, created errors in income calculation, and slowed loan processing.

Manual loan document review was taking too long and costing too much.

The Challenge

Loan officers were spending valuable time extracting borrower income data from inconsistent and unstructured documents.

File formats varied widely, from clean PDFs to grainy scans or photographed images. Traditional tools were not equipped for intelligent document recognition, and no-template OCR could not reliably extract fields like wages, employer names, or income history.

The originator needed an Intelligent Document Processing (IDP) solution that could classify and process income documents automatically without sacrificing accuracy or requiring manual cleanup.

The AiCR Solution

The originator implemented AiCR into their LOS pipeline to streamline loan document workflows:

• Used semi-template recognition to classify income documents (pay stubs, W-2s, 1040s)
• Performed field-level data extraction and returned structured values via API for use in underwriting tools
• Parsed unstructured files like self-employment letters to support mortgage file stacking automation
• Enabled audit-ready output with no-template document processing logic

Example volume:

500 loans per month, approximately 10,000 documents

Results and Impact

10,000+ income documents processed monthly

500 loan packages automated per month

Reduced underwriting delays and improved time to close

Why It Matters

For originators managing growing pipelines, AiCR replaces slow, manual income review with fast, accurate automated document processing and data extraction. It integrates directly into your LOS, applies document type recognition, and delivers ready-to-use income values for underwriting.