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How do I tell if an AI answer is made up?

Models sound confident even when they are wrong. A few habits catch most mistakes.

Try this first

  1. 1Ask for sources or citations and actually open them. No working link or a title you cannot look up: treat the answer as unsure.
  2. 2Always double-check numbers, names, dates, and legal articles yourself. This is where hallucinations hit hardest.
  3. 3Ask the same question in two sessions or a different model. If answers differ, at least one of them is shaky.
  4. 4For legal, medical, or financial text: AI is a faster typist, not a substitute for the specialist who has to sign it off.
  5. 5Give the model context (own documents via Copilot or Claude Projects). Grounded material reduces hallucinations a lot, not entirely.

When to bring us in

If hallucinations regularly leak into your quotes or reports: time for a short process check, we can help with that.

See also

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