Why most AI projects stall — and how to ship the first win

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Start with the outcome

Every strong strategy begins with a clear business outcome and the one metric that proves progress.

Ship small, learn fast

Deliver a visible first win within weeks, then expand what works.

Make it last

Document decisions, train the team and design systems that compound.