AI needs a human purpose.
Why the most useful starting point for an intelligent experience is a very ordinary question.

New capabilities make it tempting to start with the technology. A better starting point is the person using it: what is difficult for them today, and what would make it easier?
Find the useful question.
A colour visualiser helps someone imagine a room. A matching tool helps someone find a material. These are concrete tasks, with a context and a decision at the end.
Describe the task in plain language before designing the AI interaction. If the value is difficult to explain without technical terms, the idea may need more work.
Keep people in control.
An intelligent interface should explain what a person can change, what the system is suggesting and how to try again. Make the boundaries visible rather than hiding uncertainty behind confident language.
Give people an easy way to compare, edit or reject a suggestion. The system should support their decision, while leaving the decision understandable.
Design the whole experience.
The input, the wait and the result all shape the experience. Help someone provide a useful input, explain progress honestly and present an output they can act on.
Technology becomes meaningful when those moments work together. Start with the human need and keep checking the product against it.


