Financial Document Data Extraction
Automated recognition and data extraction from invoices, waybills, and certificates of completion in various formats.
Challenge
The accounting department of a financial company processed thousands of invoices, waybills, and certificates of completion monthly, all in different formats. Manual data entry into the accounting system took days, and errors led to reporting discrepancies. Automation was impossible due to the diversity of document formats and layouts.
Solution
The system recognizes document structure -- tables, fields, stamps, signatures. It extracts numerical and text data, validates entries by format and context. The solution supports various document formats and automatically exports extracted data to the client's accounting system.
Results
Technologies
Approach
Document sample collection and annotation
Building a dataset with field, table, and data annotations for various document types.
Structure recognition model training
Training the model to identify document zones: tables, details, signatures, stamps.
Validation and export module development
Creating validation rules for extracted data and export formats for the accounting system.
Accounting system integration
Connecting to the client's ERP, automated data import, quality monitoring setup.
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