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AI review and learning ​

The AI does two distinct jobs on a document: re-check an extraction on demand, and learn from your corrections so the next document extracts better.

Review by AI ​

On any review page, Review by AI asks the model to re-extract and cross-check the document:

  • Run it before manual editing — it discards manual edits and re-reads the source file.
  • A banner at the top of the review page shows the outcome of the latest AI pass, including failures and how long the pass took.
  • The AI cross-references the whole document (all pages and attachments of the group), which catches values that a single-page OCR pass misses.

What the AI markers mean ​

After an AI pass, each field can carry a marker, and a summary chip shows the tally — for example AI review · 3 corrected · 12 confirmed · 2 not in doc:

MarkerMeaning
AI correctedThe AI changed the OCR value. Glance at these first.
AI confirmedThe AI re-read the document and agreed with the OCR.
Not in documentThe AI looked for the field and it is genuinely not printed.

This turns review into triage: confirmed fields need no attention, corrected fields deserve a look, and "not in document" tells you to source the value elsewhere instead of hunting the PDF.

Learning from corrections ​

When you fix a field and save, the correction feeds the correction memory:

  • Recurring OCR mistakes (a misread airport code, a systematically wrong consignee) are remembered and applied to future extractions.
  • Corrections are per-field and evidence-backed — the goal is that you stop fixing the same mistake twice.

Last updated: 31 October 2026

SpotKargo Document Automation — user guide