IF YOU TAKE ONE THING AWAY
Check the claims that matter against original sources. Asking the same assistant twice is not independent verification.
Fluent writing is not evidence
AI assistants generate responses that can read smoothly even when a detail is wrong. They may invent a reference, confuse two people, or give an outdated instruction. This is sometimes called a hallucination, but the practical point is simpler: good wording does not prove a claim.
The amount of checking should match the consequence of an error. A brainstorming list needs less scrutiny than a legal deadline, a medical recommendation, or a figure you will publish. Use qualified advice for decisions that require it.
Separate the answer into checkable claims
Underline names, numbers, dates, quotes, and instructions. These are often the pieces that need verification. Distinguish factual claims from suggestions: “try a shorter subject line” is a suggestion; “this subject line doubles response rates” needs evidence.
Ask which statements are assumptions and which come from sources. That can expose gaps, but the assistant’s own explanation is still part of the output you are checking. It is not an independent audit.
Open the source and read the relevant part
A citation is a starting point. Does the page exist? Is it the original source? Does it actually support the statement? Check publication dates and whether the information applies to your region or circumstances.
For a product feature, use current official documentation. For a law, use the relevant government source. For a statistic, look for the original report and its method. A search snippet or another AI summary is not enough for a high-consequence claim.
Review your previous answer. List the specific factual claims I should verify, separate them from suggestions, and identify any assumptions. Do not invent citations. If you cannot provide a source, say so.
Try a simple sanity check
Do the numbers add up? Does the date make sense? Does the quote appear in the source? If the answer describes software, try the safe steps in a test environment before relying on them.
Another model can help identify questions, but agreement between models is not proof. They may share the same misconception. Independent evidence means an original document, a reproducible calculation, or a direct observation.
Keep uncertainty visible
If you cannot verify a detail, remove it, label it as uncertain, or ask someone with relevant expertise. Do not turn a plausible guess into a confident statement just because it makes the writing smoother.
For material you publish, save the sources alongside your draft. It makes future updates easier and gives you a way to explain where a claim came from. The assistant can help you organize evidence; you remain responsible for what you use.
Go to the source
Use these official resources to check product details and explore further. Features and policies can change.
One step taken. Keep your curiosity.
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