Why AI Projects Fail in the Wrong Work

A weak AI project does not always fail because the technology is poor.

Sometimes it fails because the organisation has put AI into the wrong part of the work.

Asking where AI can be used is not enough. Leaders need to ask where it actually belongs.

Use the simple model:

Automate repetitive and checkable work.

Assist cognitively demanding work.

Augment skilled judgement.

Keep work requiring trust, ethics, relationships, exceptions and accountability human.

If the work does not fit clearly into one of those categories, pause before the commitment hardens.

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