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Research·6 min read

Literature review with verifiable AI assistance

Published June 17, 2026

Thai researchers reviewing literature with a source matrix on a laptop in a university setting

Literature review takes time and careful judgment. AI can help cluster themes and summarize papers, but it should not decide what evidence is credible.

A verifiable workflow

  • Define the review question and inclusion criteria before using AI
  • Use AI to cluster abstracts or themes
  • Check every claim against the original source
  • Record why the team merges, splits, or changes literature groups

What the output should be

The team should end with a source matrix that captures source, theme, method, and limitation, not just a fluent summary that cannot be checked.

Caution

If AI cites nonexistent work or summarizes beyond the evidence, return to the source document immediately.