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Property Insurance: 16M Data Points in 2 Weeks

From unstructured PDFs to fully analyzable databases

The Challenge

A leading insurance company faced a monumental task: 103,000 historical insurance forms spanning over two decades needed to be digitized. Each individual form contained 156 complex fields with varying handwriting styles, checkboxes, and signatures. Previous attempts with conventional OCR software failed completely – the technology could neither reliably recognize the handwritten entries nor the checkboxes.

Challenges in Detail

  • Varying handwriting styles from 1996 to present
  • Multiple fields distributed across different areas
  • Signature verification required
  • Checkboxes and handwritten notes combined
  • Traditional OCR completely failed with handwriting

Initial Condition

The forms existed as scanned PDFs. Previous attempts with traditional OCR software failed on checkboxes and illegible handwriting. Manual data entry by 3 people over 3 months for 1,000 forms was economically unfeasible.

The Solution

formalogix developed a tailored hybrid approach:

1

Automated AI analysis of all 156 fields

2

Unified data structure for all forms

3

Checkboxes and handwritten entries recognized

4

Structured output in desired data format

Results

All 103,000 forms processed in just 2 weeks

16 million individual fields evaluated

In comparison: 3 people would have needed 3 months for 1,000 forms

Fully structured data, immediately analyzable

Massive cost savings compared to manual entry

99.7% accuracy through Human-in-the-Loop

Project at a Glance

103,000
Forms
16M
Fields
2 weeks
Timeframe
99.7%
Accuracy

"The combination of AI and human verification enabled us to implement a project that would have been impossible with traditional methods. The data quality exceeds our expectations."

Project Manager Digitalization, Insurance Company

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