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Hallucination

When an AI confidently states something that is factually incorrect or invented. AI models generate plausible-sounding text — sometimes that text is wrong. Common failure points: fabricated citations, incorrect numbers, invented product features. Always verify specific factual claims in high-stakes contexts.

Lessons that cover this

  • AI for SalesResearch, follow-up, and proposals — the three places it earns its keep, and the one place it will cost you a deal.
  • Knowing When to Trust the OutputA checking routine proportional to the stakes, so verification does not eat the time you saved.
  • Why AI Gets Things WrongHallucination is not a glitch to be patched. It is the same process that makes AI useful, running without a fact-check.
  • AI for FinanceExcellent at the narrative around the numbers. Not to be trusted with the numbers.
  • What AI Is Good At, and What It Is NotA sorting rule you can apply to any task in about ten seconds.
  • AI for Hiring and HRThe function with the most useful tasks and the hardest legal line.

Related terms

Model Accuracy Bias Constitutional AI Grounding Jailbreaking

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