AI is introduced with the expectation that work becomes faster and more efficient. In many cases, individual tasks do accelerate. But across the organisation, a different pattern emerges: the coordination required to make AI reliable is consuming a significant portion of the efficiency it creates. This is not a failure of AI. It is the natural cost of integrating a new operating layer that has not yet earned trust. The Oversight Reality The promise of AI is less human effort
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