The conversation about AI often begins with capability: what can the technology do? The more useful question is what should people be freed to do when the technology takes on a little of the administrative load.

There is plenty of work that machines are well suited to support: finding information, preparing a first draft, identifying a pattern, summarising a long trail of decisions or flagging a likely exception. Done well, this gives people back time.

But time alone is not the benefit. The benefit is what becomes possible in that time: better judgement, more thoughtful design, difficult conversations, empathy with a customer or colleague, and the patient work of learning a craft. Those are not side activities. They are often the work that makes an organisation resilient.

This is why AI needs governance and intent. A tool that creates more alerts, more checking and more administrative process has not transformed anything. A useful AI capability should reduce friction, improve decisions and leave people with more agency, not less.

The aim is not an organisation where people perform like machines. It is an organisation that makes better use of what people uniquely bring.

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Written by Kannan Palanisamy