
When the AI Engine Gets It Wrong: A Brand Response Framework
AI engines make mistakes about brands — hallucinations, stale data, context collapse, entity confusion. Traditional press response does not fix engine answers. The engine-level correction stack is a different operating discipline with its own timelines.









