There is a version of AI adoption that looks impressive from a distance and achieves very little up close. The useful starting point is not “Where can we use AI?” It is “Where is the organisation wasting time, losing information or repeating decisions?”

The strongest automation opportunities are normally visible before anyone talks about models. Technology should earn its place by removing friction from real work.

“AI does not need to be everywhere. It needs to be where it makes the business work better.”

A useful AI system should leave the organisation more capable than it was before — with clearer decisions, more capacity and less unnecessary work.