AI can help organize a research task, but the evidence still comes from sources a reader can inspect. This guide covers the workflow from question to synthesis. It is distinct from fact-checking one answer: here the goal is to build a source trail before writing a conclusion.
1. Turn the topic into a researchable question
Specify the subject, time period, population, and what kind of answer you need. Keep a note of what would change your conclusion.
2. Use AI only to plan discovery
Ask for search terms, alternate phrasings, and relevant organizations or document types. Treat those suggestions as leads, not citations. Search for the original document yourself.
3. Build a source ledger
For each source, record its publisher, title, date, URL, primary or secondary status, relevant passage, and limitation. Prefer primary materials and government or standards sources where appropriate. Do not cite a source until you have opened it and matched it to the claim.
4. Compare and preserve disagreement
Look for different definitions, time frames, populations, and methods. If credible sources disagree, describe the disagreement and what evidence would resolve it. Do not ask a model to smooth away a real conflict.
5. Draft with traceable claims
Write one factual claim at a time and attach the source that supports it. Ask AI to organize or clarify your notes, then check that no new claim or citation appeared in the rewrite.
6. Review the final source trail
- Does every material fact point to a specific source?
- Does that source support the exact sentence?
- Are dates and definitions still current?
- Are gaps and uncertainty visible?
- Have sensitive or copyrighted materials been handled under the applicable policy?
Make the source ledger usable during drafting
A source ledger is most useful when it captures why a source belongs in the answer, not only its URL. Add fields for the question or claim, source owner, publication or update date, primary/secondary status, exact passage, population or scope, limitation, and the draft sentence it supports. Save a local note or approved reference record so a reader can retrace the decision later.
- Search for the organization or document type that would hold the original record, then inspect that source directly.
- Capture the exact passage and its surrounding context. A search snippet or an AI-provided citation is only a lead.
- Compare definitions, dates, jurisdictions, and populations before treating two sources as contradictory.
- Draft from the ledger. Ask an AI tool to organize supplied notes if permitted, then compare the draft line by line with the ledger and remove any claim or citation it introduced.
- Leave unresolved points visible. State what the sources establish, what they do not establish, and what additional evidence would change the conclusion.
Small example: if two official pages give different product-support dates, record the product edition and page update date beside each date. Do not blend them into one broad “Windows support ends” sentence. Check which edition the reader uses and link the applicable current source.
This article covers research from question through synthesis. For checking one generated answer claim by claim, use the fact-checking workflow; for a team rubric that assigns review intensity, see the risk-tier evaluation framework.
Related reading
For checking an individual generated response, see the claim-tracing guide. For evaluating output quality by risk, see the evaluation framework.
About the author
Femica Maydinda Harend writes practical technology guides for AILooma focused on workflows readers can verify for themselves.
Editorial note
This workflow does not guarantee comprehensive research. Search indexes and source documents change; consult primary sources and qualified experts for high-stakes conclusions.