Useful AI starts with boring constraints
“Make it smart” is not a product requirement. A useful AI feature needs a narrow job, a clear input, and an output that can be checked.
The constraint is the product. Limit the context. Define the format. Show the failure. Give the user a way to correct it. The model can stay probabilistic while the experience stays dependable.