Stop before acting, separate the AI’s confidence from the evidence, and verify the specific claim with an authoritative source or a qualified person. If the recommendation could affect health, safety, money, legal rights, or someone’s wellbeing, do not treat a fluent answer as approval to proceed. For a mental-health crisis, leave the chatbot and get immediate human help.
This approach follows risk guidance from the National Institute of Standards and Technology (NIST) and consumer guidance from the American Psychological Association (APA). It is a practical way to decide what to do next, not a guarantee that any prompt or model will avoid errors.
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Why a confident answer can still be wrong
Generative AI produces language that sounds decisive whether or not the underlying claim is true. NIST AI 600-1, published July 26, 2024, calls this confabulation: generative AI systems can “generate and confidently present erroneous or false content in response to prompts.” The output may be factually inaccurate, internally inconsistent, or inappropriate for the context.
The risk is greater in open-ended, long-form, highly contextual, or expert subjects. A neat explanation can hide a wrong assumption, an outdated rule, or a fabricated detail. A citation does not automatically solve the problem: NIST warns that generated reasoning and references can themselves be confabulated, increasing misplaced trust.
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Warmth, agreement, and the feeling of relief are also presentation effects, not evidence. The APA’s consumer guide cautions that “AI can sound confident, even when it’s wrong.” Feeling reassured after a conversation does not establish that the advice is safe or that a condition is improving.
The first response: pause and classify the risk
Do not follow a recommendation immediately when a mistake could cause harm. First identify what the system is asking you to believe or do, then judge the consequences if it is wrong.
- Pause the action. Do not take the medication, transfer the money, sign the document, confront someone, disable a safety control, or perform another irreversible step while the claim is unverified.
- Write down the exact claim. Replace a vague impression such as “the answer seems suspicious” with a testable statement: “This dosage is safe for me,” “This contract clause is unenforceable,” or “This investment cannot lose money.”
- Estimate the worst credible outcome. Consider injury, delayed treatment, self-harm, harm to another person, financial loss, loss of legal rights, privacy exposure, or damage to employment or relationships.
- Choose the person or source qualified to check it. Match the verifier to the subject: a clinician for health, an emergency service for an immediate crisis, a lawyer or official authority for legal rights, and a regulated or otherwise qualified financial professional for financial decisions.
- Verify before acting. Check current authoritative information directly and tell the human verifier exactly what the AI recommended, including relevant context and uncertainty.
This is a cautious application of NIST’s discussion of consequential decision-making. It is not a universal emergency protocol; the more severe and immediate the possible harm, the faster you should move from chatbot output to human intervention.
Match the next step to the consequence
Use severity and immediacy, together with the expertise required to evaluate the claim, to select your next action. The framework below synthesizes NIST risk guidance and APA health guidance.
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| Situation | What to do next | Who or what verifies it |
|---|---|---|
| Low-consequence factual question | Check the specific statement before repeating or relying on it. | A primary source, official documentation, or another authoritative reference. |
| Health or medication information | Do not diagnose yourself or choose treatment from the output; arrange professional review. | A health care practitioner who knows your history and current symptoms. |
| Possible self-harm, harm to another person, or an acute mental-health crisis | Stop using the AI and seek immediate human help. | Emergency services, a crisis service, an emergency department, or a trusted person who can stay with you. |
| Legal, financial, workplace, or safety-critical decision | Pause irreversible action and obtain advice specific to your jurisdiction, account, job, or equipment. | An appropriately qualified professional or the responsible official authority. |
NIST’s AI Risk Management Framework materials emphasize validity, reliability, safety, and human intervention. They call for the most urgent prioritization where serious injury or death is possible and recognize that a person may need to intervene when an AI system cannot detect or correct its own errors.
Medical advice: use AI for questions, not diagnosis
The APA advises checking AI-generated health information with a health care practitioner and says AI is not an accurate way to diagnose medical or mental-health conditions. A chatbot does not have a physical examination, complete medical record, laboratory results, or reliable knowledge of every medicine and interaction that applies to you.
If the answer recommends a diagnosis
Treat a diagnosis-like statement as a possibility to discuss, not a conclusion. Record the symptoms, timing, medicines, allergies, and the exact wording of the output. Contact a clinician or an appropriate health service, especially if symptoms are severe, new, rapidly worsening, or unusual for you. Do not delay urgent care while trying additional prompts to obtain a more reassuring answer.
If the answer recommends a medicine or dose
Do not start, stop, combine, or change a medicine solely because an AI suggested it. Confirm the drug name, formulation, dose, interactions, contraindications, and duration with a licensed clinician or pharmacist who can consider your circumstances. Product labels and official health services can provide general information, but they do not replace individualized advice.
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If the answer conflicts with your clinician
Do not make the chatbot the tie-breaker. Show the output to your clinician and ask which specific claim is incorrect or incomplete. Keep following the established care plan unless a qualified professional changes it.
Mental-health crisis: leave the chatbot and get immediate help
The APA’s instruction is unambiguous: “Do not rely on AI in a crisis.” If you may hurt yourself, may hurt someone else, cannot stay safe, or have other urgent crisis indicators, switch from information-seeking to immediate human support.
For readers in the United States, APA guidance identifies calling 911, calling or texting 988, or going to the nearest emergency department. These numbers are U.S. services; use your country’s emergency number or crisis service elsewhere. If possible, tell a trusted person what is happening, ask them to stay with you, and move away from weapons, medications, or other means of harm. Do not wait for the model to produce a better answer, assess your risk, or promise confidentiality.
How to verify a claim without trusting the chatbot’s summary
Open the cited source yourself
Copy the exact claim into your notes and inspect the cited page, document, or regulation directly. Confirm that the source exists, is current, applies to your location and situation, and actually supports the wording. A real source can still be misquoted or applied outside its scope.
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Prefer the authority closest to the decision
For a product’s safety setting, start with the manufacturer’s current manual or a regulator rather than a reposted summary. For public benefits, taxes, or legal deadlines, use the responsible government authority and then obtain professional advice when rights or money are at stake. For health questions, use a clinician or pharmacist for personal decisions.
Test assumptions and missing context
Ask which facts would change the recommendation. Check dates, jurisdiction, age, pregnancy status, allergies, account type, contract version, and other conditions that the model may have ignored. If the answer gives a single outcome where several are plausible, treat that certainty as a warning sign.
Seek independent confirmation
Independent confirmation means a qualified source reaches the conclusion without simply repeating the chatbot’s text. Two copies of the same AI-generated answer are not two sources. When evidence conflicts, pause the decision and ask a professional to resolve the conflict.
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NIST’s principles also apply to financial, legal, workplace, security, and physical-safety questions, although the cited guidance does not provide a domain-by-domain emergency procedure.
Financial decisions
Do not transfer funds, disclose account credentials, sign a loan, or buy an investment because an AI predicts a guaranteed result. Check fees, obligations, risks, and current rules with the institution involved and, when appropriate, a qualified financial professional. “Cannot lose,” “guaranteed,” and “act today” are claims that require especially strong independent evidence.
Legal and workplace decisions
Do not assume a generated clause, deadline, immigration rule, employment right, or disciplinary response applies to your jurisdiction or contract. Preserve the relevant documents and obtain advice from a lawyer, union representative, human-resources professional, regulator, or other qualified authority as appropriate. Avoid sending an irreversible message or filing until the consequences have been checked.
Physical safety and technical operations
Do not bypass a safety interlock, alter electrical or mechanical equipment, run destructive commands, or expose private data merely because the instructions are detailed. Use the official manual, change-control process, and a competent technician or administrator. If the proposed action could injure someone or destroy data, stop and escalate before experimenting.
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- Absolute language such as “definitely,” “guaranteed,” or “there is no risk” in a complex situation.
- A precise citation that cannot be found, does not contain the quoted claim, or is unrelated to the conclusion.
- Advice that ignores your age, location, medical history, contract, account, equipment, or other material context.
- Pressure to act immediately, keep the advice secret, avoid a professional, or disregard a safety rule.
- A sudden change of position when you point out a contradiction, without an explanation of what evidence changed.
- Instructions that could cause self-harm, harm to another person, illegal activity, privacy loss, or irreversible financial or physical damage.
None of these signs proves that every sentence is false. They indicate that the cost of accepting an error is high enough to require verification.
Preserve the conversation and report the problem
Save the relevant exchange, including your prompt, the model’s answer, cited references, date, and any settings or files that affected the response. Redact passwords, identification numbers, health details, and other sensitive information before sharing it. This record helps a clinician, professional adviser, service provider, or safety team understand exactly what happened.
If the service offers a feedback or safety-reporting channel, use it when the output is dangerous, materially misleading, or exposes private information. Reporting is a practical step, not a substitute for urgent care or professional verification; the reviewed NIST and APA guidance does not prescribe one universal reporting procedure.
What not to rely on
- A confidence score: a model’s probability or tone is not proof that the claim is correct.
- More prompting as a safety guarantee: rephrasing can produce a different answer, but it cannot reliably prevent confabulation.
- Length and detail: a long explanation can contain more opportunities for invented facts and unsupported reasoning.
- Agreement from another chatbot: systems can repeat the same error or inherit the same faulty premise.
- Emotional comfort: feeling calmer is valuable, but it does not establish that the advice is accurate or that a condition is improving.
A compact checklist for consequential AI advice
- Stop before an irreversible or high-impact action.
- State the exact claim and the harm if it is wrong.
- Check the original source rather than the AI’s citation summary.
- Ask a qualified human whose role matches the decision.
- Escalate immediately for danger, self-harm, harm to others, or an acute crisis.
- Save and safely report the exchange if the output was dangerous or misleading.
NIST has not established a general frequency rate for unsafe or overconfident advice; it notes that the downstream scale and impact of confabulations are difficult to estimate. The practical conclusion is therefore about handling risk, not predicting how often a particular system will fail: confidence is a communication style, while safety depends on evidence, context, and appropriate human judgment.
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