A fixed fee for the two-week assessment, then milestone pricing per phase of delivery. No open-ended time-and-materials engagement, and no per-seat licence on anything we build for you.

Into your environment and nowhere else. We work inside your cloud and access controls, and nothing you give us trains a shared model. If a use case can't be built under that rule, we say so before we start.

Whichever clears the accuracy, latency and cost bar for your case — open weights you can self-host, frontier APIs, or a model we fine-tune on your corpus. We benchmark rather than default, and the choice is documented so you can revisit it later.

Often not for the whole thing. Where we help is the gap between a working model and a governed production system, and the enablement that gets your team across it. We staff alongside your engineers and aim to be unnecessary by the end.