What is an AI hallucination and how does it affect brand reputation?

Hallucinations are the failure mode AI engines are most defensive about and least able to prevent. For brands, the typical hallucinations are inventions that sound plausible: a fabricated lawsuit attributed to the company, an executive name appended to a role they never held, a product feature that was never shipped, a financial detail that does not match any filing. The risk is that the response is delivered in the same confident tone as a true statement, and a downstream user (a journalist, a candidate, a customer) has no way to know the difference. Remediation requires identifying what the engine is anchoring the false claim to (often a thin or contested source, sometimes nothing identifiable), strengthening the correct version through Wikipedia, owned content, and structured data, and tracking through AIQ™ to verify the hallucination drops out.