What we’ve learned shipping AI into real organisations: method, governance, and the distance between a demo and a system.
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Requirements documents describe the problem someone already understood. The leverage is almost always in the one they couldn’t, and you only find it from the inside.
The highest-leverage problems never make it into the brief. Here’s why.