Thai documents should be tested with real samples because fonts, scan quality and layout directly affect OCR. Quality should not be judged from a single clean file.

After OCR, AI can return results in the source language or a selected output language. Numeric fields, dates and proper names should still retain evidence for verification.

A good pilot uses representative layouts and measures errors on important fields before broader production use.