AI product engineering, from prototype to production
We build AI products end-to-end: design, infra, models and evals, and ship them to production, embedded in your operations. We don't stop at the demo.
The demo is easy. Production is the hard part.
Any team can wire up a proof of concept with an LLM API. The hard part is what comes next: reliability, cost, evals, observability, and integration with real systems.
We engineer for production from day one, with typed contracts, guardrails and continuous testing, so the product holds up with real customers, not just in a presentation.
What we deliver
Design & architecture
We design the whole system: models, infrastructure, data flows and integration points.
Build & evals
We build with continuous tests and evals, so quality is measurable, not a matter of faith.
Deploy & ownership
We ship to production, embedded in your operations, and the system stays yours, with docs and observability.
Frequently asked questions
Do you work on our stack or bring your own?
On yours. We integrate with the CRM, ERP, telephony and tools you already use, through secure, typed connectors. Where infrastructure is missing, we build it, but the system stays in your stack and under your control.
How fast do we get something in production?
A working prototype in about a week, and a first system in production typically within a few weeks. We start with the highest-value workflow and test the riskiest assumptions first.
What happens after launch?
The system stays yours, with documentation and observability. We keep continuous evals, prompt versioning and feedback loops, so quality doesn't degrade as data and needs change.
Ready to take AI to production?
Tell us what you're trying to ship and we'll come back with a plan within 24 hours.