Artificial intelligence has moved from a technology pilot to a board-level question. Executives now need to explain not only what a model can do, but how it changes workflows, risk controls and the economics of a business.

The next stage will favour companies that connect tools to clearly defined outcomes and invest in the people who use them.

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