09/07/2026
The Goal Is Not to Eliminate AI Hallucinations Completely.
Google DeepMind’s Zoubin Ghahramani argues that hallucinations are partly a symptom of the same capability that allows AI to be creative. If someone asks a model to write a fictional story about Albert Einstein flying a rocket, inventing details is not a failure. It is the intended outcome.
The challenge is context. Businesses need AI to distinguish between tasks that reward imagination and those that demand factual accuracy. A marketing team may value originality, while a financial, medical, or legal decision requires reliable evidence and a clear indication of uncertainty.
This creates an important question: should AI always sound certain when the information available to it may be incomplete or contradictory? Models that communicate confidence levels, cite evidence, and recognise the user’s intent could help employees understand when an answer is dependable and when human verification remains necessary.
Perhaps that is the real lesson. The most useful business AI will not be the model that never invents. It will be the one that understands when creativity creates value, when accuracy is essential, and when it should openly admit uncertainty.