teams with a working product and an ai feature that has to earn its place in it.

AI features that ship

Most AI work dies at the demo. We build the parts that survive real users and real costs.

what it involves

A demo proves the model can do it once. Shipping means it does it every time, fast enough to feel instant, at a cost you can predict when a thousand people use it on a Tuesday.

We have built streaming interfaces where the answer arrives a token at a time and rewrites the layout while the reader is reading it — including the parts most teams discover late: how often the interface is allowed to catch up with the stream, what a half-finished table looks like, and what happens on a mid-range phone.

How we charge for it

Time and materials while the shape is still moving, fixed scope once it isn’t. We tell you which one we’d use and why, before you pay anything.