AI features that feel like part of the product
The best AI applications do not feel like a chatbot bolted onto a form. We design AI features to fit the task in front of the user - suggesting rather than dictating, showing sources rather than asserting, and making it easy to accept, edit or reject what the system proposes. Good interface design is what turns a clever model into software people trust and reach for daily.
Under the surface, those features are ordinary good software. Model calls sit behind typed interfaces with validation, so a bad or slow response never breaks the experience. State, permissions and anything with a financial or legal consequence stay in deterministic code. The result is an application that is responsive, predictable and safe to use in real work.



