Because language models generate plausible text rather than look up facts, they sometimes produce confident nonsense — a wrong phone number, a service you don't offer, a misattributed quote. This is a hallucination, and it is a real risk for how your business is described.
Hallucinations thrive on ambiguity and missing information. When a model can't find a clear fact, it may fill the gap with a guess that sounds right.
If your site never clearly states your specialism, an AI might confidently tell a user you do something you don't — or invent a location you never listed.
Why this matters for AI findability
Clear entity signals, structured data, and an llms.txt file starve hallucinations of the gaps they feed on. Reducing the chance an AI describes you incorrectly is a defensive but vital part of agentic findability.