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Stop before acting on it. Treat a chatbot’s fluent, confident response as an unverified claim, not proof. Preserve the prompt and answer, check the key claim against current authoritative information, and ask a qualified person to review anything involving health, safety, money, law, or an urgent personal decision. If someone may be in immediate danger or crisis, use live emergency or crisis services instead of continuing the chat.
1. Stop the answer from driving an immediate decision
Do not follow a potentially dangerous instruction merely because it sounds certain. Pause before stopping prescribed treatment, combining medicines, sending money, disclosing an account password, changing a safety setting, confronting someone, or forwarding a serious allegation. This pause is a precaution, not a claim that every chatbot answer is wrong.
The American Psychological Association (APA) warns that AI can sound confident even when it is incorrect. A polished explanation, detailed steps, or a citation-shaped link can therefore create a false sense of certainty. Save the answer without treating its tone as evidence.
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- What action would I take if I believed this answer?
- Could that action cause physical, financial, legal, privacy, or reputational harm?
- Is the answer time-sensitive, location-specific, or dependent on my personal circumstances?
- Can I delay the decision long enough to verify it?
If the consequence could be serious, do not let the chatbot be the only source supporting the decision.
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2. Identify what kind of claim you received
Separate a chatbot response into factual claims, recommendations, predictions, and instructions. Each requires a different check. A factual claim may be tested against a primary record; a recommendation requires judgment about goals and risks; a prediction is uncertain by nature; and an instruction may be unsafe even when its underlying facts are true.
Break the response into checkable statements
- Copy the specific sentence or step that concerns you.
- Ask what evidence would independently confirm it.
- Mark details that could change with time, such as prices, laws, product versions, public-health advice, deadlines, or emergency procedures.
- Mark details that depend on place, age, medical history, contract terms, or another personal fact.
- Decide who is qualified to assess the result if the evidence remains unclear.
The Office of the U.S. Surgeon General describes misinformation in relation to the best available evidence at a given time. That means an answer can become outdated without having been intentionally deceptive. It also means that a claim should be judged against evidence that is current and relevant to the situation, not against whether the chatbot sounded sincere.
3. Verify the claim with sources that own the information
Start with the organization responsible for the underlying information: a government agency for an official rule, a regulator for a filing, a manufacturer’s current documentation for a product setting, or a qualified professional for an individual assessment. Open the cited page yourself rather than trusting a citation that appears in the chat.
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A four-part verification test
| Check | Question to ask | What a satisfactory result looks like |
|---|---|---|
| Authority | Who is responsible for this subject? | The source is an identifiable official, professional body, institution, or other reputable authority with a reason to maintain the information. |
| Currency | When was it published or updated? | The date fits the decision, and you have checked whether a newer rule, notice, or version supersedes it. |
| Exact support | Does the source actually establish the chatbot’s wording? | The source supports the same claim, not merely a related topic or a headline. |
| Applicability | Does it apply to my place and circumstances? | The jurisdiction, edition, audience, eligibility conditions, and exceptions match your situation. |
The Indiana Department of Homeland Security’s misinformation guidance recommends checking the source, corroborating evidence, dates, and other credible reporting. For a consequential claim, compare at least one additional credible source. Agreement between two pages is useful only when both are independent and authoritative; copied summaries can repeat the same error.
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Inspect citations instead of counting them
A chatbot may invent a paper, misquote a page, or attach a real link to a claim the page does not support. Confirm that the page exists, read the relevant passage, and check whether the passage refers to the same population, date, product, or jurisdiction. The Centers for Disease Control and Prevention (CDC) specifically includes citation validity, accuracy, completeness, hallucinations, and misleading content among the issues requiring human review in its 2026 guidance for public-health work.
4. Escalate high-stakes questions to a qualified person
For a medical question, contact a licensed clinician, pharmacist, poison-information service, or appropriate health service. A chatbot cannot examine you, verify your records, or take responsibility for a diagnosis. CDC guidance is written for public-health operations, not as a consumer regulation, but its requirement for human review is a useful safety principle: consequential outputs should be checked for accuracy, completeness, unsupported statements, and valid citations.
Health and medication
Do not start, stop, increase, or combine treatment based only on a chatbot. Take the exact answer, the date, and the relevant medication or symptom information to a clinician or pharmacist. For symptoms that may be urgent, use the emergency or urgent-care pathway recommended in your country rather than waiting for another automated reply.
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Legal, financial, and safety decisions
For a contract, tax filing, debt decision, investment, employment dispute, security incident, or physical-safety procedure, use the relevant qualified professional or official service. General verification principles apply, but the sources cited here do not provide detailed legal or financial advice. A chatbot’s disclaimer does not turn an unverified recommendation into professional advice.
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5. Treat a mental-health crisis as an emergency
The APA guide states: Important: Do not rely on AI in a crisis.
Seek immediate human help if you are thinking about harming yourself or another person, feel an urge to self-harm, see or hear things others do not, or have strong distressing beliefs others do not share.
For readers in the United States, the APA lists calling 911, calling or texting 988 (the U.S. Suicide and Crisis Lifeline), or going to the nearest emergency department. These numbers are U.S.-specific. Elsewhere, contact your local emergency number, crisis line, emergency department, or a trusted person who can stay with you. Do not continue troubleshooting the chatbot while an immediate danger is unfolding.
6. Preserve context and report the problem carefully
Keep enough information for another person to understand what went wrong:
- The original prompt, including any relevant constraints.
- The complete answer, not only the sentence that surprised you.
- The date and time, and the service or model name if shown.
- What made the answer appear false, unsafe, discriminatory, or misleading.
- Any harm or near miss that followed, stated factually.
Remove passwords, identification numbers, medical records, private messages, and other unnecessary personal information before sharing a transcript. If the service offers a thumbs-down control, safety report, abuse form, or support channel, use that route and include the relevant context. There is no universal chatbot-reporting procedure, and the available guidance does not establish that one company’s workflow applies to another.
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The Indiana Department of Homeland Security advises reporting false or misleading posts when possible. That advice concerns online misinformation generally, so treat a chatbot report as one useful channel rather than a guarantee that the answer will be removed or corrected.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.7. Correct misinformation that has already been shared
Correct the specific claim, not the person. Lead with the authoritative information and explain the practical consequence. For example: “That instruction is not supported by the current agency guidance; here is the official page and the date I checked it.” Avoid repeating a dramatic false statement in a headline or screenshot without immediate context, because repetition can spread the claim further.
When the claim concerns health
Link the correction to current public-health or clinical information and explain what a reader should do next. The Surgeon General warns that health misinformation can harm individual and public health. If a person may act on the claim, encourage them to speak with a qualified professional rather than arguing about the chatbot’s intentions.
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Pause before reposting. DHS guidance recommends checking dates, corroborating evidence, and credible reporting, especially when material is designed to provoke urgency or outrage. A calm correction with a primary source is safer than an angry quote-post that reproduces the false claim.
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8. Why a chatbot can be wrong while sounding certain
Chatbots generate plausible language; fluency is not a reliability score. They can omit context, misread a question, combine incompatible facts, use outdated information, or produce a citation that does not support the sentence. Bias, faulty classifications, unrepresentative data, and failures of context also affect AI systems used for other online tasks.
In a June 16, 2022 report announcement, the Federal Trade Commission (FTC) described those limitations in AI tools used to combat online harms. Samuel Levine, then Director of the FTC’s Bureau of Consumer Protection, said: Our report emphasizes that nobody should treat AI as the solution to the spread of harmful online content.
The statement concerned AI used to address online harms; it is not a direct reliability test of every consumer chatbot. It does, however, explain why an automated system should not be treated as an automatic arbiter of truth.
The National Institute of Standards and Technology (NIST) presents its AI Risk Management Framework as institutional guidance for managing risks to individuals, organizations, and society. It is not a consumer fact-checking checklist. NIST also says the AI RMF 1.0 is being revised, so readers should check the live framework page for current status before relying on a version-specific statement.
Safety remains under active scrutiny. On September 11, 2025, the FTC announced an inquiry seeking information from seven companies about how they measure, test, and monitor possible negative effects of consumer-facing companion chatbots, with particular attention to children and teenagers. An inquiry is a request for information, not a finding that all such products cause harm.
9. A repeatable personal workflow
Use this sequence whenever a chatbot answer feels wrong or risky:
- Pause: Do not act, pay, share, or forward while the claim is unverified.
- Extract: Copy the exact factual claim or instruction that matters.
- Classify: Decide whether it is factual, advisory, predictive, or procedural, and note any health, safety, legal, financial, or crisis element.
- Verify: Check the responsible authority, date, exact supporting passage, and geographic or personal applicability.
- Corroborate: Compare another independent, credible source when the consequence is significant.
- Escalate: Ask a qualified human to assess the decision; use emergency or crisis services for immediate danger.
- Document: Save the prompt, answer, date, and reason for concern while removing unnecessary personal data.
- Report and correct: Use the service’s available safety channel and provide a precise correction to anyone who received the misinformation.
10. What not to assume
- A second chatbot is not automatically an independent fact-checker; it may reproduce the same error.
- A browser extension, detector, or fact-checking product cannot be assumed to determine truth reliably without evidence for that specific tool.
- A long answer is not necessarily a well-supported answer.
- A real citation does not prove that the chatbot interpreted it correctly.
- A disclaimer does not remove the need for human review.
The safest decision rule is simple: use a chatbot to help formulate questions or locate possibilities, but verify important claims and transfer responsibility for consequential decisions to an appropriate human or emergency service.
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