AI models guess patterns. That means they can invent details, citations, or steps that sound correct. The fix is a short verification workflow.

Fast verification checklist

  • Check names, dates, and numbers against trusted sources.
  • Ask for citations and verify them directly.
  • Watch for overly precise claims without evidence.

Look for common hallucination patterns

Made-up URLs, official-sounding but fake policies, or steps that do not exist are common failure modes. If you cannot verify it quickly, do not use it.

When the stakes are high, verify twice.

Safer ways to use outputs

Use chatbots for drafts, brainstorming, or checklists. Treat outputs as suggestions until verified.

If the answer affects money, safety, or reputation, do not rely on a single AI response.