Bank Statement Parsing Benchmark
Parsing Challenges
36 real-world formatting problems seen across 77+ real banks and 15 benchmark statements.
Last updated: March 17, 2026
36 challenges
Layout & StructureBank statements only
Separate Credit & Debit Columns
Statements use separate Credit and Debit columns in some formats, while others use a single Amount column with signs. Treating one layout like the other leads to wrong amounts or flipped signs. We automatically detect which layout is used and normalize the output.
How it looks
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In 10 synthetic statements
🇸🇬 bsb-001🇭🇰 bsb-004🇨🇦 bsb-005🇲🇽 bsb-006🇦🇺 bsb-008🇬🇧 bsb-009🇮🇳 bsb-010🇭🇰 bsb-011🇰🇿 bsb-013🇹🇭 bsb-014
As seen in 51 real banks
🇳🇱 ABN AMRO
Medisch
🇺🇸 Addition Financial
Business Savings
🇲🇾 Alliance Bank
Saveplus Acc Ctr
🇸🇬 Aspire
Sgd Account
🇲🇽 Santander
Cuenta Santander PyME
🇮🇳 Bandhan Bank
Current Account Biz Advantage
+ 45 more banks
Often appears with
Test your parser against these challenges
Download the benchmark dataset and see how your parser handles real-world formatting problems.
See how commercial converters score on our benchmark: Accuracy Benchmarks