What you'll get
You will have a short routine for checking any AI answer, and know which kinds of answers need checking most.
Why AI gets things wrong
AI tools write fluent, confident answers whether or not they are right. When they do not know something, they can produce a convincing guess, sometimes including figures, quotes or sources that do not exist. This is often called a hallucination.
It does not mean AI is useless for research. It means you treat it like a fast, well read colleague who sometimes misremembers: helpful for a first pass, but worth checking before anything important goes out.
Which answers need checking most
Check carefully when the answer includes:
- Specific facts and figures, such as statistics, prices, dates and percentages.
- Names and quotes, including who said what and the titles of reports or books.
- Sources and links, which can be wrong or invented.
- Anything recent. The AI may not know about recent changes unless it searched the web for your answer.
- Legal, medical, financial or safety advice. Always confirm with a qualified person or an official source.
Explanations, summaries of text you provided, brainstorms and first drafts are lower risk, because you can judge them yourself.
The four checks
Ask it to show its uncertainty
Ask the AI directly which parts of its answer it is least sure about. It will often flag weak spots it presented confidently the first time.
Try thisWhich parts of your answer are you least confident about, and why? List any facts I should check before I use this.
Ask where each fact comes from
Ask for sources, then open them yourself. If the tool searched the web, it will usually show links. Check that each link exists and actually says what the answer claims.
Check the key facts somewhere else
For anything that matters, confirm it in an original source: the official website, the original report or a trusted publication. One or two key facts is usually enough. You do not need to check every sentence.
Read it as the person receiving it
Finally, read the answer as your manager, client or reader would. Does anything sound too neat, too general or slightly off? Trust that instinct and ask the AI about it.
Answer using only the document I've attached. If the answer isn't in the document, say so instead of guessing. Quote the relevant line for each point you make.
Check it worked
Take an answer you got from AI this week and run the four checks on it. If you found nothing wrong, good. If you did find something, you have just seen why the habit matters.
Take it to your AI
Copy this into Claude or ChatGPT to get started
This prompt sums up the guide and asks your AI to walk you through it using your own work. Paste it in, then answer its questions.
I want to get better at checking the answers you give me before I rely on them. I'm going to paste in an answer you gave me earlier [or describe the question I asked]. Go through it with me. Point out every specific fact, figure, name, date or quote in it, tell me how confident you are in each and why, and tell me which ones I should check against an original source before I use them. Then suggest where I could check them.
Written for Claude and ChatGPT, Sept 2026
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