How to Verify AI-Generated Research Content

AI-generated text must be checked as if it were a draft by an unknown author. Verify every factual claim, number and reference against primary sources, test the reasoning, and confirm that nothing was invented or omitted. Only claims that you can support belong in your paper.

A review protocol

1. Highlight every factual statement (definitions, statistics, guideline recommendations, study results).
2. Find a primary source for each (a guideline, a trial, a review) and check that the statement matches.
3. Check numbers against the source: sample sizes, effect estimates, dates, units.
4. Verify references (see AI-Generated References: How to Identify Fabricated Citations).
5. Test reasoning: does the argument follow? Are limitations missing? Are causal claims unjustified?
6. Check scope and currency: is the information outdated, from another country's guidelines or about another population?
7. Look for omissions: conflicting evidence that was left out.
8. Re-write in your own words after you understand the evidence.
9. Record which tool you used and for what purpose, for disclosure.

What AI does poorly

Recent literature, niche topics, exact numerical details, local guidelines and distinguishing study designs. It may also reflect biases in its training data.

Illustrative example

Invented for teaching. A tool states that "a trial showed a 40% reduction in mortality". The student searches and finds the trial reported a 40% reduction in a composite of hospitalisation and death, not mortality alone, and in a population of patients with severe disease. She corrects the sentence and cites the trial.

Common pitfalls

• Verifying only the first few claims.
• Asking the tool to confirm itself.

Key takeaways

• Treat AI output as unverified until you confirm it.
• Use primary sources and keep a record.

This page is general educational information about research methods. It is not medical, legal or regulatory advice; follow your institution's ethics board and your target journal's instructions.