AI can help a newsletter writer scan a large body of material, organise notes and spot questions worth investigating. It cannot decide whether a claim is true simply because its answer sounds confident. A reliable newsletter therefore needs a workflow that separates discovery from verification and keeps a record of where every important claim came from.
Begin with a precise research question
Write the question before searching. “What is happening with small businesses?” is too broad. “How did the number of UK business births change in the latest published period?” tells you what evidence is needed, which geography matters and what “latest” must mean.
List the facts the finished article may depend on: dates, figures, names, quotations, product features and legal rules. Mark opinions and predictions separately. This prevents a persuasive comment from being presented as settled fact.
Use AI for discovery, not as the source
Ask an AI tool to suggest search terms, relevant public bodies, competing explanations and gaps in your outline. Do not cite the chatbot’s answer as evidence. Instead, open the underlying material and confirm that it says what the summary claims.
A useful prompt is:
“Help me research [question]. Suggest primary sources, official datasets and specialist terms to search. Separate established facts from interpretations. Do not invent links or quotations. For every suggested claim, tell me what evidence would be needed to verify it.”
If the tool provides a link, check the publisher, page title, publication date and whether the page actually supports the claim. Search results and AI summaries may omit qualifications that change the meaning.
Build a simple evidence table
Create one row for each factual claim. Use columns for the claim, source URL, publisher, publication date, period covered, relevant passage, status and your notes. Label a claim “verified” only after reading the source. If two reputable sources disagree, record both and explain the difference rather than selecting the more dramatic number.
Prefer primary evidence where possible. For UK topics, this may include the Office for National Statistics for official statistics, Companies House for company records, GOV.UK research and statistics, or legislation.gov.uk for the text of legislation. A press release can help you find a report, but the report and its methodology usually provide the stronger evidence.
Check dates, definitions and denominators
Many newsletter errors come from comparing figures that describe different periods or populations. Confirm whether a number is monthly, quarterly or annual; provisional or final; UK-wide or limited to one nation. Check what the organisation means by terms such as “small business”, “user” or “job created”.
For percentages, find the underlying numbers and the comparison period. A large percentage change from a tiny base may be less meaningful than the headline suggests. Never let AI calculate or rewrite a figure without checking the arithmetic and units yourself.
Verify quotations and product claims
Trace quotations to a recording, transcript or original publication. Do not rely on a quote copied between websites. Preserve enough surrounding context to represent the speaker fairly.
For software features and prices, use the provider’s current documentation or pricing page and add the date checked. Product information changes quickly. If access, geography or plan level affects a feature, say so clearly.
Keep research and writing separate
Drafting too early encourages confirmation bias: once a strong opening is written, the researcher may look only for evidence that supports it. Finish the evidence table first. Then write from the verified rows and link claims as you go. Keep copies or notes for sources that may later change, while respecting copyright and access restrictions. Before sending, ask a second person to challenge the central claim or perform a separate final check with the original sources open.
Run a final claim-by-claim review
- Can every important factual statement be traced to a source?
- Does the source support the exact wording, not merely the general topic?
- Are dates, locations, units and comparison periods clear?
- Are uncertainty and disagreement represented honestly?
- Do links lead readers to the original evidence?
AI can make research faster by organising the search, but trust comes from the human work of checking. A modest, well-supported newsletter is more valuable than a dramatic edition built on claims that cannot survive a click.
