What comes between an AI demo and a dependable product?

Start with one useful job

Define the workflow before choosing a model. Identify the input, the expected output and the person who will use it. A focused job gives the team a way to judge whether the application is useful.

Make quality observable

Use representative examples to review accuracy and usefulness. Include difficult cases and missing information. Keep a way to inspect failures and improve the system over time.

Give actions boundaries

Decide which information the application can access and which actions need review. A well-designed interface helps users understand what the system did and where they remain responsible.