The Hardest Problem in Document AI (Hint: It’s Tables)

The Hardest Problem in Document AI (Hint: It’s Tables)

If you want to stress-test a document AI system, give it a complex table.

Tables break systems because even subtle errors can destroy usability:

  • Misaligned rows
  • Broken headers
  • Merged cells parsed incorrectly
  • Lost relationships between labels and values

What matters isn’t just detecting a table. It’s reconstructing structure with enough fidelity that the output still works for analytics and downstream automation.

If the table isn’t usable, the document isn’t either.

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